[2025-11-27T17:05:01.775792] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-27T17:05:01.961958] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-27T17:05:02.139929] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-27T17:05:02.317840] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-27T17:05:02.318242] [WARN ] [STATE     ] State set to: WAITING
[2025-11-27T17:05:02.318312] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-27T17:05:02.389339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:02.425791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:02.462505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:02.501549] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:02.501793] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:05.506686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:05.510458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:05.514008] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:05.517525] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:05.517607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:08.524193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:08.529160] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:08.533994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:08.538593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:08.538711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:11.546008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:11.551727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:11.556283] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:11.560355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:11.560442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:14.567010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:14.571441] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:14.575623] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:14.580365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:14.580538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:17.586335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:17.590500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:17.595564] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:17.600075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:17.600159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:20.607744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:20.614994] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:20.620328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:20.624849] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:20.624939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:23.632442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:23.638082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:23.643193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:23.647486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:23.647587] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:26.653426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:26.657744] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:26.661436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:26.665537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:26.665718] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:29.670711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:29.674595] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:29.680681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:29.684093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:29.684165] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:32.753602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:32.787820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:32.823240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:32.858913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:32.859121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:35.865201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:35.869392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:35.872755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:35.876556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:35.876716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:38.882766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:38.888510] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:38.894226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:38.900087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:38.900211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:41.905527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:41.910278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:41.914585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:41.918040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:41.918130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:44.923099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:44.927353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:44.935144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:44.939834] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:44.939927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:47.946099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:47.950979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:47.955676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:47.960152] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:47.960249] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:50.966398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:50.970466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:50.974098] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:50.978315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:50.978459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:53.984682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:53.988671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:53.992767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:53.997821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:53.998023] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:05:57.002934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:05:57.006743] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:05:57.010195] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:05:57.014307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:05:57.014425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:00.019676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:00.023722] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:00.027337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:00.031262] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:00.031357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:03.069561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:03.104355] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:03.139141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:03.174770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:03.174927] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:06.181697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:06.186335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:06.191395] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:06.196473] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:06.196668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:09.201730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:09.205283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:09.208694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:09.212054] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:09.212151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:12.217476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:12.221438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:12.224834] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:12.228072] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:12.228158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:15.233860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:15.238919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:15.243420] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:15.247924] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:15.248012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:18.253672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:18.258062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:18.261957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:18.267498] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:18.267685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:21.272527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:21.275988] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:21.279246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:21.282439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:21.282512] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:24.287436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:24.291242] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:24.295032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:24.299082] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:24.299186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:27.304331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:27.308117] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:27.311898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:27.315338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:27.315425] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:30.319841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:30.323262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:30.326515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:30.329785] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:30.329869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:33.334855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:33.338867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:33.342537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:33.346281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:33.346353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:36.351363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:36.354974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:36.358414] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:36.361768] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:36.361848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:39.368122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:39.371974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:39.375472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:39.378807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:39.378882] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:42.384538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:42.388162] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:42.391706] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:42.395159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:42.395248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:45.401219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:45.405623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:45.409435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:45.414354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:45.414459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:48.420820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:48.427143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:48.431577] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:48.435706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:48.435806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:51.441507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:51.445621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:51.450065] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:51.455775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:51.455901] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:54.463755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:54.468968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:54.474050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:54.478196] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:54.478424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:06:57.484770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:06:57.489580] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:06:57.493999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:06:57.498875] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:06:57.499028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:00.505575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:00.510289] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:00.513933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:00.518586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:00.518742] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:03.524821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:03.529240] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:03.533249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:03.536776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:03.536852] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:06.543153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:06.547686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:06.551573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:06.556793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:06.556948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:09.562520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:09.566747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:09.571246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:09.575252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:09.575333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:12.581472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:12.586095] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:12.590919] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:12.595011] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:12.595118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:15.600166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:15.603705] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:15.607135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:15.610735] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:15.610818] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:18.615989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:18.620217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:18.623634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:18.627177] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:18.627269] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:21.631996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:21.635747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:21.639284] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:21.642847] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:21.642958] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:24.648088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:24.651777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:24.655276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:24.659309] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:24.659437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:27.664474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:27.668382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:27.671887] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:27.675764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:27.675891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:30.681785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:30.687063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:30.691536] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:30.695251] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:30.695324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:33.702297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:33.707927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:33.714542] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:33.720089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:33.720257] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:36.724710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:36.728389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:36.732951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:36.736948] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:36.737044] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:39.742063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:39.745601] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:39.748969] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:39.752592] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:39.752712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:42.758235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:42.763353] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:42.768255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:42.773087] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:42.773202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:45.778200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:45.781775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:45.785019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:45.788293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:45.788367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:48.793228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:48.797454] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:48.801148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:48.804695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:48.804788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:51.809600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:51.813500] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:51.817050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:51.820560] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:51.820676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:54.825032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:54.828761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:54.832213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:54.835628] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:54.835730] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:07:57.841717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:07:57.846216] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:07:57.850461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:07:57.854134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:07:57.854208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:00.859288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:00.864692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:00.869490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:00.873821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:00.874011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:03.878807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:03.884425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:03.888523] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:03.891988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:03.892073] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:06.900521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:06.905999] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:06.910485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:06.914568] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:06.914684] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:09.920288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:09.924457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:09.928382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:09.931859] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:09.931951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:12.937259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:12.941928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:12.946170] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:12.950794] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:12.950924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:15.956895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:15.962392] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:15.967318] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:15.974083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:15.974454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:18.980422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:18.985356] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:18.992147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:18.997180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:18.997290] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:22.002947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:22.008529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:22.013815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:22.018581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:22.018878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:25.025210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:25.030986] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:25.035296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:25.040863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:25.041061] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:28.047666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:28.052612] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:28.056949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:28.061039] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:28.061145] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:31.065824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:31.069586] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:31.074619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:31.079477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:31.079784] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:34.087244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:34.158033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:34.172375] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:34.210696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:34.210892] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:37.217596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:37.222833] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:37.227308] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:37.232154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:37.232266] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:40.238875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:40.243897] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:40.247934] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:40.253061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:40.253235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:43.259044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:43.262881] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:43.267184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:43.270990] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:43.271075] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:46.276911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:46.281888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:46.285968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:46.289411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:46.289490] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:49.295832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:49.299618] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:49.303081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:49.308431] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:49.308585] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:52.314370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:52.318278] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:52.322565] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:52.326166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:52.326248] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:55.330820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:55.334430] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:55.337914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:55.341492] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:55.341572] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:08:58.346519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:08:58.350502] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:08:58.354358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:08:58.359181] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:08:58.359336] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:01.364222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:01.367913] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:01.371358] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:01.374828] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:01.374909] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:04.380942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:04.385301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:04.389856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:04.394113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:04.394229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:07.401996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:07.407778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:07.412368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:07.415977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:07.416048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:10.421789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:10.426233] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:10.429971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:10.433540] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:10.433627] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:13.439620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:13.443846] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:13.448120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:13.452165] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:13.452273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:16.459271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:16.463756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:16.467824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:16.471760] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:16.471866] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:19.478106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:19.482804] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:19.487520] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:19.491617] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:19.491714] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:22.496754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:22.501035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:22.505365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:22.509608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:22.509750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:25.515081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:25.518723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:25.522062] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:25.525283] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:25.525355] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:28.531328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:28.535302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:28.539181] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:28.542688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:28.542765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:31.549507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:31.553608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:31.558715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:31.565347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:31.565461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:34.571088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:34.576106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:34.580494] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:34.584523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:34.584595] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:37.589599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:37.593529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:37.596902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:37.600442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:37.600510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:40.606046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:40.610069] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:40.613603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:40.617095] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:40.617172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:43.623011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:43.626763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:43.630616] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:43.634912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:43.635069] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:46.640513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:46.644206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:46.647867] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:46.651572] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:46.651686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:49.657106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:49.662072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:49.666276] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:49.670070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:49.670146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:52.676262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:52.681692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:52.687458] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:52.692664] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:52.692836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:55.699213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:55.703838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:55.708333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:55.713040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:55.713162] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:09:58.720225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:09:58.724484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:09:58.728506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:09:58.732243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:09:58.732316] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:01.738295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:01.743380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:01.749223] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:01.753776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:01.753878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:04.762187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:04.768328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:04.774247] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:04.779464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:04.779607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:07.785117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:07.788571] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:07.791847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:07.795880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:07.795990] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:10.801001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:10.804662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:10.808095] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:10.811426] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:10.811504] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:13.816824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:13.820658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:13.824248] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:13.827489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:13.827559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:16.832231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:16.835689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:16.839086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:16.842320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:16.842402] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:19.848176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:19.852737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:19.856653] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:19.860787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:19.860959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:22.867079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:22.871992] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:22.875902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:22.879349] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:22.879423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:25.884715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:25.888768] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:25.892675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:25.896597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:25.896700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:28.902565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:28.906963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:28.910619] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:28.914546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:28.914625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:31.919926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:31.923755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:31.928016] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:31.932638] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:31.932769] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:34.939973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:34.944974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:34.949725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:34.954291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:34.954397] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:37.959724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:37.963823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:37.967859] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:37.971723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:37.971797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:40.979265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:40.984302] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:40.988399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:40.991996] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:40.992104] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:43.997719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:44.002253] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:44.006149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:44.009890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:44.009977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:47.015867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:47.020111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:47.023968] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:47.027691] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:47.027790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:50.033202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:50.037189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:50.040972] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:50.044676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:50.044766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:53.049897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:53.053513] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:53.057192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:53.060746] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:53.060848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:56.066287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:56.070256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:56.073838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:56.077526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:56.077625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:10:59.082941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:10:59.086712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:10:59.091013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:10:59.094507] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:10:59.094589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:02.101603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:02.105806] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:02.110214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:02.114702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:02.114775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:05.127344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:05.340418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:05.376933] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:05.413856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:05.414076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:08.420348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:08.424993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:08.429002] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:08.432950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:08.433125] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:11.439044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:11.446101] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:11.452333] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:11.458189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:11.458301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:14.463396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:14.467925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:14.471573] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:14.476030] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:14.476128] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:17.481477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:17.485078] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:17.488627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:17.492098] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:17.492167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:20.497704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:20.501459] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:20.504999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:20.508657] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:20.508744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:23.515437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:23.520839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:23.526255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:23.531550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:23.531678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:26.536883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:26.541010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:26.544748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:26.548478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:26.548554] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:29.555348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:29.560320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:29.565108] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:29.569885] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:29.569970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:32.575154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:32.580323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:32.584687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:32.588482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:32.588563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:35.607246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:35.614946] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:35.620595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:35.626945] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:35.627100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:38.632465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:38.638455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:38.643595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:38.648672] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:38.648798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:41.655202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:41.659137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:41.662481] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:41.666659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:41.666739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:44.672610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:44.677689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:44.682265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:44.686090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:44.686164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:47.691209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:47.696181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:47.700763] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:47.704943] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:47.705084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:50.710830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:50.715385] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:50.719949] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:50.724092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:50.724205] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:53.730551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:53.734939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:53.738738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:53.742305] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:53.742406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:56.748033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:56.751909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:56.755447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:56.759429] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:56.759536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:11:59.765569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:11:59.771937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:11:59.777374] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:11:59.782302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:11:59.782403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:02.787381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:02.791294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:02.795592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:02.799364] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:02.799470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:05.805139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:05.809433] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:05.814681] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:05.818923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:05.819040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:08.824557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:08.828607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:08.832292] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:08.836080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:08.836159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:11.841509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:11.845446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:11.849402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:11.853137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:11.853231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:14.859553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:14.865308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:14.870743] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:14.876170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:14.876322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:17.881822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:17.885685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:17.889533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:17.893446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:17.893534] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:20.898277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:20.902053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:20.905654] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:20.909268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:20.909359] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:23.914111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:23.917661] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:23.921264] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:23.924930] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:23.925050] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:26.929526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:26.934048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:26.937498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:26.941454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:26.941586] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:29.946919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:29.952094] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:29.956973] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:29.961119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:29.961207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:32.966151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:32.969458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:32.972722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:32.978635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:32.978871] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:35.984290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:35.988657] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:35.992497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:35.996461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:35.996558] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:39.002068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:39.006606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:39.011076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:39.015347] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:39.015448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:42.020552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:42.024261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:42.027752] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:42.031298] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:42.031399] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:45.036800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:45.040665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:45.044387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:45.048259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:45.048353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:48.052489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:48.055908] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:48.059187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:48.062454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:48.062528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:51.067509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:51.071185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:51.074719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:51.078195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:51.078292] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:54.084683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:54.094314] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:54.099984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:54.105761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:54.105897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:12:57.112388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:12:57.118218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:12:57.123084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:12:57.128070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:12:57.128403] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:00.136587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:00.144105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:00.149110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:00.155186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:00.155365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:03.159970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:03.163695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:03.167115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:03.171006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:03.171118] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:06.180970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:06.191411] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:06.201180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:06.206268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:06.206384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:09.211571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:09.215882] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:09.219268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:09.222503] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:09.222581] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:12.227080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:12.230697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:12.234091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:12.237421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:12.237513] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:15.243023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:15.246819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:15.250227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:15.253550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:15.253631] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:18.259937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:18.264990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:18.268801] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:18.272399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:18.272710] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:21.277694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:21.281245] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:21.284857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:21.288883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:21.288987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:24.293434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:24.297119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:24.300979] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:24.304720] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:24.304808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:27.310225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:27.314680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:27.318634] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:27.322230] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:27.322304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:30.328059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:30.333325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:30.337984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:30.342381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:30.342498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:33.348229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:33.353374] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:33.357911] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:33.361897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:33.361997] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:36.369441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:36.374309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:36.378877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:36.382789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:36.382888] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:39.389564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:39.395065] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:39.399613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:39.403850] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:39.403939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:42.410154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:42.414434] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:42.418511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:42.422621] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:42.422737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:45.431754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:45.436407] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:45.440013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:45.443821] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:45.443914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:48.449892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:48.455404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:48.460187] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:48.464983] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:48.465137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:51.470387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:51.474204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:51.477940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:51.482860] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:51.483092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:54.488232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:54.491892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:54.495343] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:54.498857] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:54.498948] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:13:57.503382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:13:57.506869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:13:57.510254] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:13:57.513842] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:13:57.513929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:00.519440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:00.523727] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:00.529268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:00.533513] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:00.533739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:03.540029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:03.546252] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:03.551019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:03.555504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:03.555620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:06.562614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:06.567955] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:06.572757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:06.577265] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:06.577423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:09.584081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:09.588477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:09.592585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:09.597586] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:09.597765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:12.603281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:12.607766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:12.611528] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:12.615041] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:12.615122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:15.620452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:15.624103] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:15.627418] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:15.630753] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:15.630822] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:18.636267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:18.640221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:18.643964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:18.647546] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:18.647664] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:21.654212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:21.659445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:21.664275] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:21.668243] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:21.668332] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:24.673257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:24.676866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:24.680406] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:24.683955] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:24.684052] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:27.689440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:27.694676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:27.700075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:27.704801] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:27.705009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:30.710877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:30.714609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:30.718609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:30.722220] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:30.722291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:33.729378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:33.734105] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:33.738868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:33.742903] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:33.743016] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:36.749059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:36.757315] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:36.762587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:36.767521] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:36.767629] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:39.774336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:39.778737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:39.782340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:39.785838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:39.785918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:42.790760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:42.794791] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:42.801838] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:42.805406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:42.805486] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:45.810302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:45.813928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:45.817466] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:45.820947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:45.821024] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:48.825679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:48.829257] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:48.832735] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:48.836477] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:48.836557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:51.841544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:51.845188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:51.849436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:51.853557] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:51.853674] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:54.858973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:54.862982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:54.868025] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:54.871743] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:54.871835] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:14:57.878125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:14:57.882452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:14:57.886449] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:14:57.890787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:14:57.890891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:00.895359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:00.898894] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:00.902302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:00.905705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:00.905803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:03.911698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:03.915607] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:03.919675] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:03.923272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:03.923367] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:06.929425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:06.933985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:06.938071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:06.942157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:06.942236] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:09.947538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:09.951610] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:09.955892] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:09.960314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:09.960423] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:12.965439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:12.969347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:12.973086] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:12.976775] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:12.976859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:15.982098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:15.985477] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:15.988773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:15.991976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:15.992046] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:18.996591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:19.000428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:19.004189] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:19.007673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:19.007750] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:22.012980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:22.016608] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:22.020075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:22.023966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:22.024072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:25.030691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:25.035568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:25.040267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:25.044902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:25.045001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:28.050001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:28.053449] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:28.056808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:28.060158] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:28.060256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:31.065626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:31.070305] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:31.074531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:31.078312] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:31.078404] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:34.083108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:34.087373] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:34.091592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:34.095604] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:34.095744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:37.166267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:37.201329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:37.205914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:37.210342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:37.210454] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:40.216332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:40.220496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:40.224177] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:40.227915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:40.228011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:43.233164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:43.237549] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:43.241608] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:43.245889] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:43.245978] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:46.250835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:46.254249] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:46.257530] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:46.260778] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:46.260848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:49.265555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:49.269107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:49.272450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:49.275764] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:49.275842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:52.282728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:52.287463] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:52.292224] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:52.297057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:52.297133] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:55.302953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:55.307819] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:55.312597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:55.317134] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:55.317252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:15:58.323181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:15:58.327323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:15:58.331385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:15:58.335744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:15:58.335879] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:01.341830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:01.346964] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:01.352562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:01.357184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:01.357315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:04.363889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:04.367805] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:04.372605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:04.376920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:04.377056] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:07.383792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:07.388397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:07.392229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:07.396057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:07.396150] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:10.401225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:10.404703] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:10.408135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:10.411453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:10.411528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:13.418021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:13.423119] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:13.428040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:13.432913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:13.433028] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:16.439291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:16.443060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:16.446512] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:16.451026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:16.451178] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:19.456405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:19.461062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:19.465129] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:19.469398] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:19.469493] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:22.474679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:22.478309] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:22.481793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:22.485144] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:22.485241] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:25.490525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:25.495941] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:25.501387] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:25.506355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:25.506469] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:28.511743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:28.515436] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:28.518954] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:28.523354] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:28.523464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:31.528711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:31.532863] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:31.537102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:31.541574] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:31.541741] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:34.547124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:34.552425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:34.556229] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:34.559575] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:34.559676] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:37.564797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:37.568901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:37.572588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:37.576332] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:37.576416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:40.581290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:40.585678] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:40.589425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:40.593204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:40.593310] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:43.599393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:43.604330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:43.609140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:43.613186] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:43.613273] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:46.619375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:46.623469] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:46.627725] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:46.631704] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:46.631790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:49.637495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:49.641312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:49.645084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:49.649375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:49.649474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:52.654219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:52.658035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:52.661562] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:52.665194] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:52.665318] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:55.671475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:55.675843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:55.679484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:55.684035] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:55.684117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:16:58.689947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:16:58.695135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:16:58.699793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:16:58.704143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:16:58.704239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:01.709052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:01.712969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:01.717015] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:01.720608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:01.720740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:04.726214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:04.730364] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:04.734635] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:04.739554] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:04.739668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:07.747371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:07.753016] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:07.757508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:07.762191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:07.762295] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:10.767279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:10.771007] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:10.774683] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:10.778184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:10.778268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:13.783257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:13.786660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:13.789950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:13.793127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:13.793198] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:16.798057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:16.801600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:16.804938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:16.808453] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:16.808524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:19.813153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:19.816497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:19.819781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:19.823416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:19.823495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:22.829875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:22.835319] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:22.840584] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:22.844788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:22.844891] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:25.850317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:25.854621] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:25.858267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:25.861680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:25.861756] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:28.866820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:28.870499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:28.873853] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:28.878406] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:28.878545] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:31.882862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:31.886519] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:31.889993] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:31.893380] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:31.893474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:34.898535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:34.902740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:34.907773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:34.913668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:34.913802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:37.919960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:37.924907] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:37.930745] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:37.935687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:37.935802] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:40.943203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:40.948600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:40.954017] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:40.959705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:40.959839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:43.966563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:43.970729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:43.974989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:43.978848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:43.978949] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:46.986548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:46.992408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:46.998455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:47.003553] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:47.003678] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:50.009062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:50.012721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:50.016193] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:50.019874] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:50.019963] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:53.025120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:53.028993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:53.032544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:53.036009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:53.036082] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:56.041488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:56.046034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:56.049942] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:56.053973] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:56.054047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:17:59.060097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:17:59.063898] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:17:59.067296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:17:59.070938] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:17:59.071009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:02.075628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:02.079388] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:02.082857] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:02.086397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:02.086482] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:05.091586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:05.096563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:05.100901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:05.104795] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:05.104916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:08.110851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:08.115404] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:08.149829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:08.184033] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:08.184161] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:11.188625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:11.192346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:11.195951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:11.199456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:11.199542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:14.205621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:14.210049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:14.214117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:14.220000] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:14.220209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:17.226108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:17.231860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:17.237217] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:17.243822] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:17.243999] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:20.250934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:20.255796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:20.260559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:20.264665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:20.264762] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:23.269818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:23.273538] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:23.277662] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:23.281242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:23.281320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:26.287465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:26.292729] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:26.297682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:26.302049] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:26.302151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:29.307045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:29.311271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:29.315793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:29.319551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:29.319667] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:32.324460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:32.328592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:32.333007] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:32.336747] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:32.336829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:35.342259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:35.347139] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:35.351332] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:35.354800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:35.354875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:38.362046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:38.366969] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:38.371365] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:38.375931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:38.376063] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:41.380984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:41.384860] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:41.388563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:41.392111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:41.392206] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:44.397081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:44.400461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:44.403769] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:44.406980] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:44.407054] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:47.413697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:47.418082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:47.421585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:47.424838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:47.424907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:50.430050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:50.433520] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:50.436951] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:50.440339] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:50.440414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:53.445476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:53.449267] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:53.452761] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:53.456157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:53.456260] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:56.462628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:56.468361] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:56.473773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:56.478734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:56.478844] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:18:59.484242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:18:59.491323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:18:59.495576] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:18:59.499800] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:18:59.499905] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:02.505729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:02.512940] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:02.517282] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:02.521175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:02.521279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:05.527335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:05.531106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:05.534998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:05.539111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:05.539209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:08.547097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:08.553048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:08.560844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:08.565951] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:08.566035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:11.571247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:11.574967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:11.578678] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:11.582302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:11.582387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:14.587677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:14.591327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:14.594719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:14.602548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:14.602773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:17.607721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:17.611244] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:17.614503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:17.617807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:17.617881] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:20.622942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:20.626604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:20.630068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:20.633510] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:20.633603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:23.638715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:23.642277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:23.645630] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:23.649705] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:23.649824] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:26.655378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:26.661156] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:26.665472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:26.669128] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:26.669208] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:29.674815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:29.678707] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:29.682888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:29.686892] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:29.686994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:32.692323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:32.696261] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:32.699863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:32.703273] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:32.703369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:35.709017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:35.713685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:35.717582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:35.722780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:35.722956] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:38.729109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:38.734155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:38.739216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:38.743991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:38.744108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:41.749058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:41.752890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:41.756235] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:41.760104] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:41.760230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:44.766124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:44.770778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:44.774750] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:44.778396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:44.778475] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:47.783746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:47.788120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:47.791680] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:47.795685] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:47.795758] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:50.801768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:50.806414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:50.811631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:50.816668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:50.816798] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:53.822973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:53.828919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:53.833789] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:53.839748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:53.839964] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:56.845600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:56.851127] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:56.855715] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:56.860208] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:56.860281] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:19:59.865985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:19:59.870778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:19:59.875242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:19:59.879382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:19:59.879524] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:02.886042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:02.890270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:02.894040] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:02.897895] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:02.897972] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:05.904005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:05.909131] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:05.913238] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:05.916986] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:05.917086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:08.924236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:08.929990] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:08.938408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:08.944006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:08.944129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:11.949217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:11.954111] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:11.958580] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:11.962816] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:11.962947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:14.967551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:14.971009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:14.974301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:14.977679] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:14.977773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:17.983923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:17.989180] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:17.994579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:17.999466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:17.999589] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:21.004556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:21.008910] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:21.012572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:21.016259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:21.016353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:24.024215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:24.028429] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:24.032923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:24.036873] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:24.036945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:27.042384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:27.046347] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:27.050122] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:27.054835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:27.054955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:30.061738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:30.066272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:30.071231] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:30.076674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:30.076859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:33.081924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:33.085879] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:33.089910] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:33.093719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:33.093832] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:36.098879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:36.102316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:36.106686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:36.111012] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:36.111090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:39.147284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:39.182726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:39.217593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:39.251899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:39.252034] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:42.258603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:42.263944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:42.268602] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:42.273148] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:42.273263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:45.278163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:45.281736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:45.286637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:45.292240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:45.292391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:48.298379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:48.303978] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:48.308842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:48.313443] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:48.313546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:51.318463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:51.322048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:51.325311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:51.328713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:51.328790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:54.333691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:54.338166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:54.342590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:54.346300] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:54.346401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:20:57.351748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:20:57.355440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:20:57.358847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:20:57.362756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:20:57.362827] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:00.367699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:00.371574] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:00.375115] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:00.378401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:00.378473] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:03.383205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:03.386686] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:03.390029] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:03.393338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:03.393413] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:06.399870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:06.403712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:06.407080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:06.410428] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:06.410498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:09.417177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:09.423135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:09.428005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:09.432110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:09.432184] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:12.438126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:12.442890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:12.446509] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:12.450319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:12.450394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:15.456380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:15.460290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:15.463854] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:15.467759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:15.467846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:18.473242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:18.477465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:18.482230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:18.487499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:18.487765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:21.493092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:21.496980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:21.500917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:21.504585] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:21.504675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:24.511196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:24.515440] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:24.519364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:24.523116] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:24.523226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:27.530098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:27.534937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:27.539426] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:27.543278] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:27.543364] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:30.548768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:30.552751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:30.556424] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:30.559867] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:30.559950] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:33.565300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:33.569320] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:33.573751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:33.578341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:33.578467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:36.583234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:36.586968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:36.590591] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:36.594079] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:36.594160] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:39.600891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:39.605861] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:39.610808] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:39.615027] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:39.615130] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:42.621589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:42.625916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:42.629478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:42.633111] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:42.633182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:45.638057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:45.641535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:45.644884] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:45.648315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:45.648390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:48.652917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:48.656321] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:48.660110] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:48.664382] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:48.664532] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:51.669338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:51.673503] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:51.677694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:51.681618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:51.681717] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:54.686547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:54.691282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:54.696077] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:54.701047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:54.701158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:21:57.705937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:21:57.709843] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:21:57.713479] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:21:57.718009] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:21:57.718136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:00.723010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:00.726751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:00.730609] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:00.734229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:00.734315] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:03.740681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:03.744933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:03.749345] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:03.753166] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:03.753252] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:06.758416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:06.762736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:06.766786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:06.770698] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:06.770797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:09.777870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:09.783942] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:09.789462] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:09.796271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:09.796459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:12.801164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:12.804862] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:12.808325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:12.811634] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:12.811729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:15.816708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:15.821901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:15.825907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:15.829384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:15.829455] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:18.835376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:18.840112] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:18.843946] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:18.847824] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:18.848002] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:21.853534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:21.857868] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:21.861628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:21.865108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:21.865183] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:24.873201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:24.876717] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:24.882089] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:24.886565] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:24.886704] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:27.892683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:27.898221] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:27.902539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:27.906915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:27.907029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:30.912205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:30.916014] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:30.919405] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:30.923156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:30.923231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:33.928535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:33.932301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:33.935820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:33.939703] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:33.939777] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:36.944697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:36.948534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:36.951882] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:36.955149] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:36.955227] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:39.960165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:39.964063] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:39.968240] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:39.972154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:39.972231] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:42.976903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:42.980760] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:42.985957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:42.990623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:42.990746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:45.996089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:46.000307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:46.004603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:46.008599] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:46.008705] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:49.013598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:49.017537] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:49.021974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:49.026281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:49.026418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:52.032027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:52.036702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:52.040800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:52.044142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:52.044223] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:55.049553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:55.053414] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:55.057148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:55.062114] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:55.062447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:22:58.067976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:22:58.071753] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:22:58.075130] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:22:58.078770] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:22:58.078839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:01.084416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:01.089662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:01.094515] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:01.099228] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:01.099495] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:04.105235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:04.109762] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:04.113658] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:04.117302] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:04.117384] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:07.122335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:07.125669] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:07.128905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:07.133125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:07.133209] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:10.139825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:10.144506] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:10.148459] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:10.152957] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:10.153068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:13.159425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:13.164136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:13.168485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:13.171976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:13.172055] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:16.178252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:16.182478] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:16.186563] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:16.190422] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:16.190542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:19.195271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:19.201821] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:19.205508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:19.209108] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:19.209185] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:22.214319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:22.218286] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:22.222111] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:22.225977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:22.226086] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:25.232063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:25.236271] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:25.240043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:25.243928] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:25.244032] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:28.249581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:28.254672] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:28.258357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:28.261900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:28.261974] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:31.268446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:31.273974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:31.278469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:31.282461] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:31.282536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:34.287147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:34.290685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:34.294073] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:34.298547] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:34.298759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:37.304965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:37.310199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:37.314176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:37.318818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:37.318921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:40.324165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:40.328582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:40.333975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:40.340156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:40.340301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:43.345931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:43.351237] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:43.355794] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:43.359373] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:43.359453] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:46.365775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:46.370003] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:46.374974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:46.379754] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:46.379831] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:49.384592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:49.388227] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:49.392278] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:49.396159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:49.396229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:52.401002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:52.404761] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:52.408203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:52.411469] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:52.411539] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:55.423068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:55.427518] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:55.431588] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:55.435204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:55.435277] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:23:58.441381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:23:58.447064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:23:58.452322] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:23:58.456913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:23:58.457060] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:01.462116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:01.467979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:01.473271] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:01.478221] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:01.478325] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:04.483954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:04.491636] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:04.495575] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:04.499026] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:04.499100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:07.505173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:07.509496] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:07.512971] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:07.517446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:07.517607] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:10.523267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:10.529262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:10.533989] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:10.538315] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:10.538387] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:13.543814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:13.548877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:13.553184] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:13.556626] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:13.556716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:16.562924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:16.567311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:16.572048] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:16.576962] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:16.577072] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:19.582042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:19.585886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:19.589501] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:19.593204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:19.593298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:22.598273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:22.602208] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:22.606063] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:22.609937] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:22.610029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:25.614522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:25.618451] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:25.622151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:25.625434] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:25.625510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:28.631860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:28.636035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:28.639786] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:28.643264] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:28.643342] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:31.648113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:31.652108] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:31.660019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:31.669750] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:31.670180] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:34.675779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:34.679737] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:34.683485] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:34.687386] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:34.687461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:37.692507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:37.696125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:37.699717] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:37.703077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:37.703153] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:40.709696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:40.717405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:40.722878] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:40.726793] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:40.726870] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:43.732560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:43.737008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:43.740904] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:43.745241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:43.745340] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:46.751156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:46.755275] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:46.759149] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:46.763797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:46.763924] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:49.770567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:49.777043] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:49.783497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:49.789680] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:49.789839] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:52.795082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:52.799230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:52.803039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:52.807776] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:52.807876] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:55.813386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:55.817876] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:55.821592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:55.825421] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:55.825559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:24:58.830533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:24:58.835141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:24:58.839075] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:24:58.842692] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:24:58.842775] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:01.847507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:01.851369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:01.855051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:01.858789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:01.858878] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:04.864237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:04.868292] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:04.872342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:04.876013] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:04.876129] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:07.882752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:07.886613] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:07.890209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:07.893545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:07.893625] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:10.899246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:10.904304] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:10.909359] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:10.914483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:10.914567] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:13.921148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:13.925906] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:13.931234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:13.936318] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:13.936437] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:16.942279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:16.946311] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:16.950211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:16.953723] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:16.953825] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:19.958520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:19.962137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:19.965902] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:19.969868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:19.969977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:22.975499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:22.980129] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:22.985258] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:22.990633] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:22.990816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:25.995497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:25.999972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:26.004000] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:26.008914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:26.009117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:29.014923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:29.020031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:29.024682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:29.029709] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:29.029863] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:32.035580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:32.039482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:32.042913] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:32.046561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:32.046683] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:35.051768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:35.055918] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:35.060394] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:35.064535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:35.064672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:38.070270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:38.074900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:38.079107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:38.082913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:38.083029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:41.089772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:41.296667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:41.332246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:41.366556] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:41.366713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:44.373512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:44.378533] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:44.382798] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:44.387350] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:44.387470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:47.392952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:47.397453] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:47.401203] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:47.405192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:47.405284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:50.410728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:50.415075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:50.419888] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:50.424202] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:50.424306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:53.429819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:53.433488] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:53.436952] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:53.440457] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:53.440546] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:56.450192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:56.455943] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:56.462453] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:56.469438] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:56.469732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:25:59.475686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:25:59.479668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:25:59.483013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:25:59.487583] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:25:59.487740] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:02.492484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:02.496445] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:02.500370] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:02.504214] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:02.504324] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:05.509424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:05.513421] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:05.517199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:05.521419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:05.521544] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:08.526411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:08.530025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:08.533267] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:08.536491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:08.536563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:11.542295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:11.546937] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:11.551508] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:11.556156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:11.556280] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:14.561013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:14.564505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:14.568102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:14.571963] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:14.572036] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:17.576869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:17.581072] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:17.584519] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:17.588207] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:17.588282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:20.594591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:20.598925] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:20.603957] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:20.607960] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:20.608035] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:23.612864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:23.616256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:23.619625] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:23.622836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:23.622910] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:26.628145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:26.632008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:26.635484] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:26.639526] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:26.639672] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:29.644837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:29.648258] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:29.651627] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:29.654900] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:29.654971] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:32.659499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:32.662905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:32.666856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:32.670543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:32.670619] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:35.676454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:35.680528] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:35.684174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:35.687558] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:35.687639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:38.692677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:38.698110] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:38.702812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:38.706759] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:38.706875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:41.712036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:41.715872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:41.719551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:41.723597] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:41.723686] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:44.728884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:44.732339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:44.735689] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:44.739238] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:44.739326] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:47.745337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:47.750325] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:47.754741] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:47.759789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:47.759911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:50.766096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:50.772089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:50.775898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:50.779502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:50.779580] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:53.784614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:53.789617] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:53.794046] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:53.798062] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:53.798171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:56.804287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:56.809330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:56.814383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:56.819450] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:56.819766] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:26:59.827778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:26:59.833565] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:26:59.838265] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:26:59.842113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:26:59.842191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:02.846867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:02.850442] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:02.853734] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:02.856966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:02.857039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:05.862244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:05.865979] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:05.869511] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:05.872995] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:05.873095] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:08.877748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:08.881426] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:08.884992] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:08.889022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:08.889119] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:11.900611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:11.904534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:11.912837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:11.920920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:11.921048] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:14.926023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:14.930199] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:14.933554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:14.936781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:14.936850] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:17.941480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:17.944952] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:17.948246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:17.951594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:17.951688] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:20.957607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:20.962733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:20.967226] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:20.970786] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:20.970877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:23.975983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:23.979351] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:23.982976] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:23.986242] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:23.986314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:26.992395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:26.996763] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:27.000127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:27.003342] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:27.003414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:30.009700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:30.014944] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:30.019390] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:30.023853] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:30.024018] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:33.030295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:33.035193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:33.039900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:33.044189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:33.044274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:36.050836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:36.055087] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:36.058827] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:36.063478] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:36.063620] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:39.068730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:39.073077] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:39.077788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:39.081485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:39.081743] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:42.088615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:42.158031] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:42.164222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:42.199694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:42.199830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:45.204526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:45.208306] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:45.211964] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:45.215635] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:45.215755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:48.221095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:48.224901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:48.228631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:48.232614] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:48.232716] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:51.238171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:51.242695] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:51.247180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:51.251036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:51.251113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:54.256383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:54.260264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:54.263930] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:54.267159] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:54.267229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:27:57.272461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:27:57.277327] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:27:57.280999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:27:57.284297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:27:57.284369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:00.292038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:00.296582] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:00.301595] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:00.305320] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:00.305474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:03.311368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:03.315141] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:03.318597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:03.322007] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:03.322079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:06.326571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:06.330020] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:06.333914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:06.337237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:06.337339] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:09.342920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:09.347236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:09.353684] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:09.357419] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:09.357492] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:12.363737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:12.368471] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:12.373541] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:12.379248] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:12.379426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:15.385415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:15.389674] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:15.394427] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:15.398598] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:15.398695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:18.404267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:18.409420] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:18.413347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:18.416765] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:18.416836] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:21.423155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:21.427584] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:21.431156] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:21.434799] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:21.434869] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:24.439409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:24.443102] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:24.447116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:24.450883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:24.450980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:27.457335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:27.461681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:27.465005] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:27.468381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:27.468459] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:30.473517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:30.477560] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:30.481499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:30.485396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:30.485498] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:33.490230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:33.493845] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:33.497856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:33.501852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:33.501954] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:36.506859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:36.511808] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:36.515417] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:36.518956] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:36.519030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:39.525424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:39.529136] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:39.533637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:39.537543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:39.537615] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:42.545163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:42.550900] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:42.555392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:42.560088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:42.560212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:45.566275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:45.570877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:45.575344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:45.580699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:45.580840] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:48.588236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:48.592684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:48.596570] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:48.600440] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:48.600510] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:51.605346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:51.609254] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:51.612721] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:51.616272] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:51.616345] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:54.620966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:54.624439] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:54.628019] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:54.631292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:54.631363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:28:57.636319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:28:57.640712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:28:57.644825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:28:57.648399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:28:57.648491] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:00.655243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:00.662219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:00.666438] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:00.670236] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:00.670335] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:03.676317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:03.681671] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:03.686955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:03.691589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:03.691723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:06.697860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:06.701668] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:06.705473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:06.708861] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:06.708935] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:09.714883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:09.718848] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:09.722935] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:09.728138] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:09.728307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:12.735130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:12.740165] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:12.745147] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:12.749417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:12.749499] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:15.755681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:15.760187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:15.763772] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:15.767337] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:15.767412] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:18.772477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:18.776687] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:18.780305] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:18.783899] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:18.783970] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:21.789481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:21.794260] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:21.799502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:21.804489] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:21.804633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:24.809392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:24.813076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:24.816912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:24.820673] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:24.820759] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:27.825517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:27.829195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:27.832998] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:27.836344] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:27.836416] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:30.842435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:30.846777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:30.850539] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:30.854237] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:30.854333] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:33.860883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:33.866091] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:33.870669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:33.875269] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:33.875393] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:36.881851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:36.885721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:36.889939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:36.894044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:36.894126] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:39.900431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:39.904962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:39.908668] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:39.912366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:39.912439] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:42.918303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:42.923690] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:42.929084] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:42.934271] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:42.934381] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:45.940513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:45.945557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:45.949611] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:45.953590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:45.953715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:48.959680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:48.964561] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:48.968447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:48.973295] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:48.973485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:51.979136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:51.982939] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:51.988700] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:51.993561] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:51.993746] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:54.999390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:55.003547] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:55.008718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:55.012993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:55.013067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:29:58.018196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:29:58.021509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:29:58.025311] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:29:58.028589] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:29:58.029782] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:01.035195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:01.039210] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:01.042836] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:01.047157] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:01.047297] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:04.053093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:04.057056] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:04.060445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:04.064268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:04.064363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:07.069324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:07.073316] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:07.077191] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:07.080569] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:07.080695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:10.086003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:10.090700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:10.095572] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:10.099866] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:10.099987] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:13.137875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:13.172294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:13.206445] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:13.240550] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:13.240635] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:16.245875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:16.249667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:16.253285] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:16.256896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:16.256965] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:19.261928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:19.265544] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:19.269257] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:19.272858] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:19.272934] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:22.278425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:22.282173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:22.285546] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:22.289314] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:22.289401] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:25.294152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:25.297692] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:25.301023] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:25.304375] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:25.304448] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:28.309191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:28.312823] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:28.316334] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:28.319913] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:28.319998] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:31.324607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:31.329081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:31.332604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:31.336066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:31.336135] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:34.341603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:34.345739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:34.349385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:34.353045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:34.353131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:37.358255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:37.363344] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:37.367175] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:37.374110] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:37.374211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:40.379444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:40.383630] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:40.387423] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:40.390916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:40.391010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:43.396726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:43.401010] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:43.405256] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:43.409722] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:43.409807] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:46.415447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:46.423872] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:46.429478] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:46.434616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:46.434745] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:49.440146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:49.444152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:49.447985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:49.451466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:49.451550] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:52.456216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:52.459803] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:52.463049] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:52.466250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:52.466323] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:55.471121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:55.474665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:55.478050] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:55.481430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:55.481528] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:30:58.486367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:30:58.489967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:30:58.493377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:30:58.496742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:30:58.496823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:01.502390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:01.507726] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:01.511907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:01.516545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:01.516724] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:04.521852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:04.526262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:04.531243] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:04.535576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:04.535712] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:07.541613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:07.545218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:07.548793] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:07.552296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:07.552378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:10.559115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:10.564264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:10.569294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:10.574022] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:10.574120] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:13.580175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:13.584339] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:13.588141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:13.592091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:13.592166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:16.596755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:16.600307] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:16.603669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:16.607191] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:16.607276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:19.612440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:19.616585] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:19.621169] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:19.625113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:19.625211] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:22.630218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:22.634514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:22.638430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:22.642080] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:22.642167] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:25.648909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:25.654092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:25.658940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:25.663576] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:25.663697] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:28.668419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:28.672684] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:28.676637] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:28.680545] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:28.680680] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:31.686185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:31.691154] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:31.695685] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:31.699456] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:31.699538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:34.704270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:34.708438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:34.712582] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:34.718274] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:34.718353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:37.722917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:37.726312] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:37.729894] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:37.733197] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:37.733274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:40.738111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:40.741577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:40.744996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:40.748301] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:40.748378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:43.761759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:43.765911] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:43.769802] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:43.773463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:43.773538] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:46.779362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:46.783282] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:46.786773] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:46.790142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:46.790213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:49.795068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:49.798919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:49.802822] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:49.806728] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:49.806856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:52.812547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:52.816422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:52.820234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:52.823674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:52.823753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:55.829270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:55.832696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:55.835906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:55.839119] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:55.839193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:31:58.844155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:31:58.847714] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:31:58.851059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:31:58.854307] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:31:58.854376] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:01.860169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:01.864120] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:01.868213] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:01.872115] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:01.872243] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:04.877018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:04.880741] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:04.884347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:04.888355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:04.888460] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:07.893515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:07.897029] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:07.900369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:07.903629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:07.903723] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:10.908534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:10.912883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:10.917032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:10.921687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:10.921811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:13.927319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:13.931223] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:13.935781] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:13.940124] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:13.940216] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:16.945562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:16.949552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:16.953249] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:16.957076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:16.957164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:19.961834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:19.965317] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:19.969409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:19.972749] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:19.972820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:22.978154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:22.981851] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:22.985368] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:22.988710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:22.988786] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:25.994516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:25.999153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:26.003548] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:26.008192] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:26.008506] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:29.013053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:29.016685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:29.020340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:29.023730] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:29.023806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:32.028806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:32.032265] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:32.035533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:32.038868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:32.038937] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:35.045282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:35.050226] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:35.054866] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:35.058906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:35.059009] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:38.065918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:38.070483] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:38.074059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:38.077676] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:38.077754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:41.083123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:41.087084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:41.090757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:41.094379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:41.094465] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:44.195007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:44.229592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:44.264474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:44.298150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:44.298261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:47.303592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:47.307184] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:47.310598] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:47.314430] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:47.314500] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:50.320578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:50.324611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:50.328599] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:50.332713] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:50.332842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:53.338258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:53.341701] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:53.345057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:53.348313] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:53.348385] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:56.355114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:56.360820] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:56.365665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:56.370523] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:56.370675] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:32:59.375984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:32:59.380045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:32:59.384251] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:32:59.388950] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:32:59.389071] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:02.394201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:02.399323] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:02.403748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:02.408057] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:02.408159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:05.412864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:05.416954] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:05.420958] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:05.424733] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:05.424820] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:08.429669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:08.433397] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:08.437163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:08.441113] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:08.441188] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:11.445689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:11.450215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:11.454061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:11.457712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:11.457788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:14.464946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:14.470107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:14.474124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:14.478372] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:14.478447] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:17.483272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:17.487106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:17.490713] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:17.494122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:17.494202] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:20.500780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:20.506382] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:20.511472] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:20.516058] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:20.516213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:23.521191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:23.525187] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:23.529288] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:23.533109] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:23.533207] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:26.537897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:26.541681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:26.545410] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:26.549103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:26.549192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:29.554558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:29.558563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:29.563610] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:29.569224] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:29.569374] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:32.574061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:32.578028] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:32.581636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:32.585222] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:32.585314] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:35.589905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:35.593222] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:35.596567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:35.599865] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:35.599933] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:38.604914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:38.608766] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:38.614163] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:38.620451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:38.620601] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:41.627272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:41.632331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:41.637090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:41.642076] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:41.642213] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:44.649510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:44.654285] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:44.658144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:44.662073] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:44.662144] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:47.667121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:47.670982] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:47.674544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:47.678199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:47.678288] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:50.683021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:50.686577] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:50.690719] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:50.695403] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:50.695497] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:53.701473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:53.706177] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:53.710962] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:53.715263] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:53.715365] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:56.720305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:56.724971] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:56.729352] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:56.733688] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:56.733788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:33:59.739163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:33:59.743778] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:33:59.748800] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:33:59.752756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:33:59.752830] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:02.757720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:02.761197] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:02.764442] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:02.767699] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:02.767768] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:05.772497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:05.776417] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:05.780143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:05.783668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:05.783754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:08.788709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:08.792181] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:08.796052] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:08.799504] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:08.799578] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:11.805762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:11.809682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:11.814241] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:11.818535] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:11.818668] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:14.826547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:14.832217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:14.837665] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:14.842316] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:14.842391] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:17.846886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:17.850509] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:17.854435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:17.859066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:17.859218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:20.865773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:20.870740] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:20.874994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:20.878817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:20.878897] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:23.883827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:23.887602] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:23.891498] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:23.895297] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:23.895428] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:26.900837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:26.905676] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:26.910192] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:26.913762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:26.913856] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:29.921015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:29.926800] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:29.931303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:29.934831] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:29.934916] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:32.940545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:32.944770] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:32.948306] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:32.952150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:32.952222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:35.959326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:35.963818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:35.968369] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:35.975511] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:35.975682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:38.981568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:38.987877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:38.993829] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:39.001099] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:39.001190] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:42.005836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:42.009557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:42.013051] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:42.016581] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:42.016715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:45.193614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:45.228892] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:45.263566] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:45.297254] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:45.297375] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:48.303324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:48.307665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:48.311537] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:48.315608] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:48.315713] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:51.321169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:51.324866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:51.328916] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:51.332233] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:51.332303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:54.339488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:54.344938] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:54.349670] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:54.353912] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:54.354007] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:34:57.358492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:34:57.362104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:34:57.366710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:34:57.370931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:34:57.371029] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:00.376876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:00.381402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:00.385844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:00.390052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:00.390182] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:03.396221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:03.401997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:03.407211] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:03.411788] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:03.411880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:06.417778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:06.422970] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:06.427889] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:06.432319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:06.432414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:09.437413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:09.440930] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:09.446194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:09.451182] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:09.451283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:12.456160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:12.461936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:12.466403] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:12.470127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:12.470210] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:15.477199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:15.483581] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:15.489230] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:15.494490] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:15.494596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:18.500435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:18.504236] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:18.507990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:18.512003] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:18.512106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:21.519399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:21.523369] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:21.527301] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:21.532789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:21.532883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:24.539051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:24.542867] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:24.546551] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:24.550184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:24.550298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:27.555457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:27.562224] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:27.568938] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:27.574476] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:27.574630] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:30.581436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:30.586418] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:30.590440] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:30.594516] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:30.594614] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:33.599603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:33.603751] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:33.607382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:33.610841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:33.610918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:36.615288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:36.618945] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:36.622579] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:36.626310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:36.626415] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:39.632204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:39.636217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:39.639495] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:39.643668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:39.643770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:42.649957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:42.654034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:42.657712] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:42.661267] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:42.661357] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:45.666389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:45.670870] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:45.674784] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:45.678695] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:45.678779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:48.684243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:48.690126] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:48.695688] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:48.701146] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:48.701263] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:51.707749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:51.711896] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:51.715617] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:51.719748] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:51.719851] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:54.725821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:54.730709] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:54.735486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:54.739880] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:54.739961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:35:57.744533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:35:57.748059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:35:57.751385] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:35:57.754618] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:35:57.754737] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:00.761891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:00.769070] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:00.772944] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:00.776559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:00.776778] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:03.782000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:03.786606] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:03.791074] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:03.795423] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:03.795521] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:06.800456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:06.804230] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:06.808066] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:06.812184] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:06.812301] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:09.817302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:09.821437] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:09.825482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:09.829215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:09.829300] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:12.834668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:12.838330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:12.842003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:12.845291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:12.845362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:15.851487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:15.856048] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:15.860753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:15.865240] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:15.865363] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:18.871458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:18.876308] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:18.881337] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:18.886173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:18.886287] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:21.892962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:21.897297] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:21.902975] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:21.907991] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:21.908070] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:24.914021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:24.918592] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:24.922148] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:24.925694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:24.925776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:27.931600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:27.936712] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:27.940815] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:27.944311] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:27.944394] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:30.949047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:30.952777] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:30.956312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:30.959877] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:30.959967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:33.964992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:33.969143] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:33.972659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:33.976150] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:33.976226] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:36.982888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:36.989677] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:36.995294] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:37.000989] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:37.001136] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:40.006445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:40.009967] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:40.013190] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:40.016848] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:40.017171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:43.021893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:43.025719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:43.029207] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:43.032652] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:43.032729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:46.038869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:46.043331] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:46.048347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:46.052915] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:46.053012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:49.058653] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:49.062615] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:49.065990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:49.069358] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:49.069427] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:52.073914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:52.079415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:52.084059] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:52.088061] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:52.088159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:55.092742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:55.096398] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:55.099813] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:55.103306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:55.103411] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:36:58.107819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:36:58.111161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:36:58.114455] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:36:58.118656] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:36:58.118732] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:01.124142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:01.129158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:01.133340] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:01.139534] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:01.139803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:04.144613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:04.148680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:04.152154] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:04.155826] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:04.155938] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:07.161274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:07.165498] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:07.169250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:07.173982] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:07.174137] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:10.178345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:10.182001] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:10.185531] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:10.189020] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:10.189094] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:13.193966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:13.198733] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:13.202468] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:13.205947] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:13.206027] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:16.210736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:16.214905] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:16.219107] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:16.223464] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:16.223547] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:19.229717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:19.235432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:19.241222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:19.246241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:19.246331] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:22.251351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:22.255572] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:22.260176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:22.263993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:22.264076] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:25.268505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:25.272250] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:25.275687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:25.279610] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:25.279753] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:28.286041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:28.290683] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:28.295176] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:28.299310] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:28.299442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:31.304187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:31.308448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:31.313347] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:31.317019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:31.317108] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:34.323188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:34.327068] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:34.331901] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:34.336538] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:34.336801] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:37.342243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:37.346204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:37.349844] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:37.353769] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:37.353911] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:40.358779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:40.362458] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:40.366027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:40.369797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:40.369880] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:43.374847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:43.378932] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:43.382402] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:43.385687] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:43.385761] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:46.392855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:46.398114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:46.402500] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:46.406883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:46.406973] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:49.412826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:49.417076] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:49.421674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:49.426034] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:49.426149] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:52.431803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:52.436371] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:52.441003] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:52.445338] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:52.445420] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:55.450421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:55.454198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:55.457879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:55.461668] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:55.461755] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T17:37:58.466797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-11-27T17:37:58.470358] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T17:37:58.474143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T17:37:58.477602] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T17:37:58.477700] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-11-27T19:19:07.984629] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-11-27T19:19:08.151472] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-11-27T19:19:08.316914] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-11-27T19:19:08.482957] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-11-27T19:19:08.483277] [WARN ] [STATE     ] State set to: WAITING
[2025-11-27T19:19:08.483345] [INFO ] [STATE     ] Checking TDM service status...
[2025-11-27T19:19:08.584214] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-11-27T19:19:08.590237] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service.
[2025-11-27T19:19:08.625424] [WARN ] [sig-status] Service 'sig' is not running.
[2025-11-27T19:19:08.660382] [WARN ] [sap-status] Service 'sap' is not running.
[2025-11-27T19:19:08.695501] [WARN ] [exp-status] Service 'exp' is not running.
[2025-11-27T19:19:08.695960] [WARN ] [STATE     ] State set to: RUNNING
[2025-11-27T19:19:08.696054] [INFO ] [CACHE     ] Starting cache update
[2025-11-27T19:19:08.696117] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-11-27T19:19:08.701297] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-11-27T19:19:08.702457] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-11-27T19:19:08.702517] [INFO ] [CACHE     ] Cache update completed successfully
[2025-11-27T19:19:08.702605] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-11-27T19:19:08.702654] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-27T19:19:08.773004] [DEBUG] [REMOTE    ] Fetched 3661 unique symbols from directory listing.
[2025-11-27T19:19:08.785199] [DEBUG] [LOCAL     ] Pruned configuration for invalid symbol: CANG
[2025-11-27T19:19:08.785641] [INFO ] [LOCAL     ] Pruned 1 configuration files
[2025-11-27T19:19:08.788479] [INFO ] [sig       ] Skipping 3598 symbols with existing configuration
[2025-11-27T19:19:08.789967] [INFO ] [sig       ] Found 63 active symbols to configure
[2025-11-27T19:19:08.790086] [INFO ] [sig       ] Starting parallel configuration with 4 worker processes
[2025-11-27T19:19:08.837488] [INFO ] [CONFIGURE ] AAPD: Configurate test run.
[2025-11-27T19:19:08.837788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-11-27T19:19:08.837800] [INFO ] [CONFIGURE ] ABUS: Configurate test run.
[2025-11-27T19:19:08.838030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-11-27T19:19:08.837980] [INFO ] [CONFIGURE ] AEHL: Configurate test run.
[2025-11-27T19:19:08.838176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-11-27T19:19:08.838263] [INFO ] [CONFIGURE ] AESI: Configurate test run.
[2025-11-27T19:19:08.838476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-11-27T19:19:08.864854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-11-27T19:19:08.865667] [INFO ] [CONFIGURE ] AAPD: Testing with 29 available features
[2025-11-27T19:19:08.865749] [INFO ] [CONFIGURE ] AAPD: Establishing baseline with no features...
[2025-11-27T19:19:08.868056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-11-27T19:19:08.868056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-11-27T19:19:08.868789] [INFO ] [CONFIGURE ] ABUS: Testing with 29 available features
[2025-11-27T19:19:08.868908] [INFO ] [CONFIGURE ] ABUS: Establishing baseline with no features...
[2025-11-27T19:19:08.869048] [INFO ] [CONFIGURE ] AEHL: Testing with 29 available features
[2025-11-27T19:19:08.869104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-11-27T19:19:08.869178] [INFO ] [CONFIGURE ] AEHL: Establishing baseline with no features...
[2025-11-27T19:19:08.869694] [INFO ] [CONFIGURE ] AESI: Testing with 29 available features
[2025-11-27T19:19:08.869802] [INFO ] [CONFIGURE ] AESI: Establishing baseline with no features...
[2025-11-27T19:19:09.077417] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:09.083187] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:09.090667] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:09.092560] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:09.262066] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:09.270302] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:09.270302] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:09.270617] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:09.520632] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:19:09.526161] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:09.527696] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:09.532141] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:09.700888] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:09.705311] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:09.708870] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:09.720043] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:09.875807] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:09.887134] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:19:09.887268] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:19:09.906779] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:10.053265] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:10.061880] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:10.062884] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:10.090921] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:10.227732] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:10.235500] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:10.239332] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:10.274658] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:10.404773] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:10.411842] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:10.416976] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:10.456710] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:10.585722] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:10.597927] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:10.601151] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:10.641378] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:10.764254] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:10.764533] [INFO ] [CONFIGURE ] ABUS: Baseline score (no features): 60.00%
[2025-11-27T19:19:10.768333] [INFO ] [CONFIGURE ] ABUS: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:19:10.768403] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:19:10.781837] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:10.781984] [INFO ] [CONFIGURE ] AESI: Baseline score (no features): 40.00%
[2025-11-27T19:19:10.783124] [INFO ] [CONFIGURE ] AESI: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:19:10.783192] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:19:10.786355] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:10.786510] [INFO ] [CONFIGURE ] AEHL: Baseline score (no features): 60.00%
[2025-11-27T19:19:10.788193] [INFO ] [CONFIGURE ] AEHL: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:19:10.788309] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:19:10.827125] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:10.827289] [INFO ] [CONFIGURE ] AAPD: Baseline score (no features): 80.00%
[2025-11-27T19:19:10.830269] [INFO ] [CONFIGURE ] AAPD: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:19:10.830401] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:19:10.989808] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:11.002030] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:11.008774] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:11.056441] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:11.204280] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:11.215605] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:11.223837] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:11.278668] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:11.424557] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:11.434809] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:11.439653] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:11.501128] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:11.640767] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:11.654882] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:19:11.665287] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:11.726612] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:19:11.868638] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:11.877993] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:19:11.909179] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:11.967333] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:12.087714] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:12.098429] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:12.157355] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:12.198325] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:12.338986] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:12.344105] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:12.417660] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:12.498671] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:12.594625] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:12.618800] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:12.678367] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:12.817727] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:12.880270] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:12.921325] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:12.930354] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:13.100768] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:13.124191] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:13.124592] [INFO ] [CONFIGURE ] ABUS: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-27T19:19:13.125616] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Tests: 5/1890 | Remaining: 1885 | Rate: 69.2/min
[2025-11-27T19:19:13.125760] [INFO ] [CONFIGURE ] ABUS: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:19:13.125866] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:19:13.195100] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:13.195442] [INFO ] [CONFIGURE ] AEHL: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-27T19:19:13.196391] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Tests: 6/1890 | Remaining: 1884 | Rate: 81.7/min
[2025-11-27T19:19:13.196520] [INFO ] [CONFIGURE ] AEHL: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:19:13.196647] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:19:13.196634] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:13.196975] [INFO ] [CONFIGURE ] AESI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:19:13.197777] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 7/1890 | Remaining: 1883 | Rate: 95.3/min
[2025-11-27T19:19:13.197902] [INFO ] [CONFIGURE ] AESI: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:19:13.197997] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:19:13.379833] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:13.380161] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:19:13.381088] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 8/1890 | Remaining: 1882 | Rate: 104.6/min
[2025-11-27T19:19:13.381216] [INFO ] [CONFIGURE ] AAPD: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:19:13.381321] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:19:13.404813] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:13.434308] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:13.491687] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:13.618522] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:19:13.669267] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:13.682050] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:13.787433] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:13.860332] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:13.903953] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:13.956369] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:14.082052] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:14.096320] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:14.140481] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:14.221130] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:14.333607] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:19:14.376551] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:14.378136] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:14.492076] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:14.575023] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:14.613590] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:14.675827] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:14.762991] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:14.814365] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:14.858325] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:14.977827] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:15.042790] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:15.055346] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:15.120957] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:15.271693] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:15.294759] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:15.315219] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:19:15.363145] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:15.539065] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:15.551089] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:15.587985] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:15.609179] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:15.609378] [INFO ] [CONFIGURE ] AESI: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:19:15.610157] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Tests: 9/1890 | Remaining: 1881 | Rate: 79.2/min
[2025-11-27T19:19:15.610236] [INFO ] [CONFIGURE ] AESI: Testing feature 3/29: add_daily_returns
[2025-11-27T19:19:15.610287] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:19:15.776846] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:15.777030] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:19:15.777856] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Tests: 10/1890 | Remaining: 1880 | Rate: 85.9/min
[2025-11-27T19:19:15.778052] [INFO ] [CONFIGURE ] AAPD: Testing feature 3/29: add_daily_returns
[2025-11-27T19:19:15.778173] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_daily_returns']
[2025-11-27T19:19:15.829156] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:15.854754] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:15.862249] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:15.862476] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-27T19:19:15.864088] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 11/1890 | Remaining: 1879 | Rate: 93.3/min
[2025-11-27T19:19:15.864197] [INFO ] [CONFIGURE ] ABUS: Testing feature 3/29: add_daily_returns
[2025-11-27T19:19:15.864292] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:19:15.982937] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:16.094088] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:16.097523] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:16.127944] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:16.128272] [INFO ] [CONFIGURE ] AEHL: KEPT add_cumulative_delta (score: 90.00%)
[2025-11-27T19:19:16.129141] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 12/1890 | Remaining: 1878 | Rate: 98.1/min
[2025-11-27T19:19:16.129252] [INFO ] [CONFIGURE ] AEHL: Testing feature 3/29: add_daily_returns
[2025-11-27T19:19:16.129345] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:19:16.191773] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:16.326114] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:16.343475] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:19:16.397685] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:16.427552] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:16.560031] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:16.584000] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:16.603808] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:16.717011] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:16.792356] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:16.808140] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:16.827095] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:17.001813] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:19:17.017980] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:17.025296] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:17.071550] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:17.225196] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:17.261509] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:17.298806] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:17.316541] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:17.430061] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:17.495428] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:17.563545] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:17.592842] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:17.634944] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:17.732670] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:17.812918] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:17.843327] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:17.843641] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_daily_returns (score: 80.00%)
[2025-11-27T19:19:17.844544] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Tests: 13/1890 | Remaining: 1877 | Rate: 86.1/min
[2025-11-27T19:19:17.844677] [INFO ] [CONFIGURE ] AAPD: Testing feature 4/29: add_ema
[2025-11-27T19:19:17.844778] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_ema']
[2025-11-27T19:19:17.884765] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:17.965209] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:18.059362] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:18.059689] [INFO ] [CONFIGURE ] AESI: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:19:18.060489] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Tests: 14/1890 | Remaining: 1876 | Rate: 90.6/min
[2025-11-27T19:19:18.060618] [INFO ] [CONFIGURE ] AESI: Testing feature 4/29: add_ema
[2025-11-27T19:19:18.060715] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:19:18.083207] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:18.170809] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:18.197003] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:18.197289] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:19:18.198193] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Tests: 15/1890 | Remaining: 1875 | Rate: 95.7/min
[2025-11-27T19:19:18.198301] [INFO ] [CONFIGURE ] ABUS: Testing feature 4/29: add_ema
[2025-11-27T19:19:18.198393] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:19:18.321995] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:18.353561] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:18.462438] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:18.462871] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:18.565357] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:18.641973] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:18.732218] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:18.752667] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:18.809074] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:18.922747] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:18.998246] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:19.037096] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:19.037410] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:19:19.038224] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 16/1890 | Remaining: 1874 | Rate: 93.7/min
[2025-11-27T19:19:19.038294] [INFO ] [CONFIGURE ] AEHL: Testing feature 4/29: add_ema
[2025-11-27T19:19:19.038390] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-27T19:19:19.051888] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:19.203251] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:19.267864] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:19.296685] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:19.362285] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:19.482539] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:19:19.535900] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:19.541389] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:19.683127] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:19.761927] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:19.792377] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:19.805647] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:20.016433] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:20.044376] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:20.056997] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:20.076033] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:20.290324] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:20.290527] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:19:20.291684] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Tests: 17/1890 | Remaining: 1873 | Rate: 88.7/min
[2025-11-27T19:19:20.291806] [INFO ] [CONFIGURE ] AAPD: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:19:20.291911] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:19:20.342134] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:20.347717] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:19:20.358209] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:20.538768] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:20.621345] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:20.658003] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:20.675273] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:20.780666] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:20.893198] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:20.893508] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:19:20.894333] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Tests: 18/1890 | Remaining: 1872 | Rate: 89.2/min
[2025-11-27T19:19:20.894441] [INFO ] [CONFIGURE ] ABUS: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:19:20.894531] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:19:20.947861] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:20.948136] [INFO ] [CONFIGURE ] AESI: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:19:20.948936] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 19/1890 | Remaining: 1871 | Rate: 93.8/min
[2025-11-27T19:19:20.949046] [INFO ] [CONFIGURE ] AESI: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:19:20.949098] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:19:21.015826] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:21.028484] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:21.163316] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:21.238209] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:21.271018] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:21.337999] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:21.432411] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:21.519835] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:21.527713] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:21.662174] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:21.712704] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:21.765783] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:21.835622] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:21.984370] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:21.993167] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:22.014265] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:22.127290] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:22.262981] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:22.264380] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:22.302400] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:19:22.302590] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:19:22.303390] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Tests: 20/1890 | Remaining: 1870 | Rate: 88.8/min
[2025-11-27T19:19:22.303502] [INFO ] [CONFIGURE ] AEHL: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:19:22.303608] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:19:22.408397] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:19:22.513885] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:22.538535] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:22.629888] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:22.696351] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:22.764241] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:22.764527] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:19:22.765354] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Tests: 21/1890 | Remaining: 1869 | Rate: 90.2/min
[2025-11-27T19:19:22.765477] [INFO ] [CONFIGURE ] AAPD: Testing feature 6/29: add_failed_moves
[2025-11-27T19:19:22.765592] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_failed_moves']
[2025-11-27T19:19:22.814505] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:22.956598] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:22.958632] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:22.982564] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:19:23.092737] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:23.150066] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:23.270380] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:23.280873] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:23.342632] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:23.370855] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:23.537394] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:23.561782] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:23.605770] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:23.656339] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:23.656674] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:19:23.657555] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Tests: 22/1890 | Remaining: 1868 | Rate: 88.8/min
[2025-11-27T19:19:23.657704] [INFO ] [CONFIGURE ] ABUS: Testing feature 6/29: add_failed_moves
[2025-11-27T19:19:23.657756] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:19:23.733670] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:23.853764] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:23.854062] [INFO ] [CONFIGURE ] AESI: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-27T19:19:23.854877] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Tests: 23/1890 | Remaining: 1867 | Rate: 91.6/min
[2025-11-27T19:19:23.855025] [INFO ] [CONFIGURE ] AESI: Testing feature 6/29: add_failed_moves
[2025-11-27T19:19:23.855079] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:19:23.884512] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:23.932188] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:23.933639] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:24.090601] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:24.114602] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:24.123686] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:24.267428] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:24.317675] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:24.326982] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:24.342966] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:24.509995] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:24.564009] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:24.575547] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:19:24.597083] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:24.705989] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:24.706302] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-27T19:19:24.707136] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 24/1890 | Remaining: 1866 | Rate: 90.5/min
[2025-11-27T19:19:24.707286] [INFO ] [CONFIGURE ] AAPD: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:19:24.707387] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_lag_shelf']
[2025-11-27T19:19:24.800942] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:24.807362] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:24.894333] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:24.940888] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:25.040242] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:25.043058] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:25.080046] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:25.262190] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:25.271041] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:25.274533] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:25.276480] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:25.449200] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:25.507438] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:25.516658] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:25.607523] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:19:25.607837] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:19:25.611785] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Tests: 25/1890 | Remaining: 1865 | Rate: 89.2/min
[2025-11-27T19:19:25.611855] [INFO ] [CONFIGURE ] AEHL: Testing feature 6/29: add_failed_moves
[2025-11-27T19:19:25.611902] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:19:25.637883] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:25.740256] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:25.760263] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:25.823870] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:25.888896] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:25.970334] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:25.970634] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:19:25.971485] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 26/1890 | Remaining: 1864 | Rate: 90.8/min
[2025-11-27T19:19:25.971609] [INFO ] [CONFIGURE ] ABUS: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:19:25.971705] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:19:25.998278] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:26.005821] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:26.169921] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:26.188123] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:26.190740] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:26.236769] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:26.237055] [INFO ] [CONFIGURE ] AESI: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:19:26.237854] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 27/1890 | Remaining: 1863 | Rate: 92.8/min
[2025-11-27T19:19:26.237965] [INFO ] [CONFIGURE ] AESI: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:19:26.238054] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:19:26.368673] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:26.422644] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:26.453717] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:26.462206] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:26.551249] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:26.551523] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:19:26.552298] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 28/1890 | Remaining: 1862 | Rate: 94.6/min
[2025-11-27T19:19:26.552416] [INFO ] [CONFIGURE ] AAPD: Testing feature 8/29: add_macd
[2025-11-27T19:19:26.552516] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:19:26.646206] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:26.687562] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:26.731267] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:26.844031] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:19:26.864479] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:26.913005] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:27.009034] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:27.082863] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:27.137216] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:27.139252] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:27.293298] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:27.304301] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:27.367229] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:27.444560] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:27.532541] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:27.580436] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:27.602177] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:27.742149] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:27.755707] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:27.829671] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:27.856512] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:27.978340] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:28.045534] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:28.059754] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:28.136080] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:28.203750] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:28.204043] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:19:28.204935] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Tests: 29/1890 | Remaining: 1861 | Rate: 89.6/min
[2025-11-27T19:19:28.205048] [INFO ] [CONFIGURE ] ABUS: Testing feature 8/29: add_macd
[2025-11-27T19:19:28.205143] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:19:28.289706] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:28.348240] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:28.413681] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:28.413987] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_failed_moves (score: 90.00%)
[2025-11-27T19:19:28.414841] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 30/1890 | Remaining: 1860 | Rate: 91.7/min
[2025-11-27T19:19:28.414947] [INFO ] [CONFIGURE ] AEHL: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:19:28.415038] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:19:28.519519] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:28.519847] [INFO ] [CONFIGURE ] AESI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:19:28.520615] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 31/1890 | Remaining: 1859 | Rate: 94.3/min
[2025-11-27T19:19:28.520726] [INFO ] [CONFIGURE ] AESI: Testing feature 8/29: add_macd
[2025-11-27T19:19:28.520819] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:19:28.535255] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:28.647908] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:28.683426] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:28.853183] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:28.867008] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:28.944751] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:28.951884] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:29.190649] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:29.195897] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:29.223311] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:29.248174] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:29.489320] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:29.529025] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:29.531063] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:29.552815] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:29.553127] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:19:29.553986] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 32/1890 | Remaining: 1858 | Rate: 92.5/min
[2025-11-27T19:19:29.554107] [INFO ] [CONFIGURE ] AAPD: Testing feature 9/29: add_mfi
[2025-11-27T19:19:29.554208] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_mfi']
[2025-11-27T19:19:29.753143] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:29.761533] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:29.874532] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:29.885619] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:29.952772] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:30.035403] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:30.153068] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:30.214895] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:30.241355] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:30.302678] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:30.356491] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:30.543008] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:30.563449] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:30.573109] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:30.581327] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:30.776587] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:30.843011] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:30.871291] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:30.922057] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:19:30.984485] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:31.116338] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:31.116607] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:19:31.117439] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Tests: 33/1890 | Remaining: 1857 | Rate: 88.7/min
[2025-11-27T19:19:31.117545] [INFO ] [CONFIGURE ] AEHL: Testing feature 8/29: add_macd
[2025-11-27T19:19:31.117653] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:19:31.195160] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:31.206001] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:31.260241] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:31.399636] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:31.487589] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:31.539359] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:31.539681] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:19:31.540440] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Tests: 34/1890 | Remaining: 1856 | Rate: 89.7/min
[2025-11-27T19:19:31.540563] [INFO ] [CONFIGURE ] ABUS: Testing feature 9/29: add_mfi
[2025-11-27T19:19:31.540670] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:19:31.596493] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:31.605118] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:31.605408] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:19:31.606226] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 35/1890 | Remaining: 1855 | Rate: 92.0/min
[2025-11-27T19:19:31.606355] [INFO ] [CONFIGURE ] AAPD: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:19:31.606457] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:19:31.767198] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:31.855786] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:31.890895] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:31.938534] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:31.938868] [INFO ] [CONFIGURE ] AESI: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:19:31.939689] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 36/1890 | Remaining: 1854 | Rate: 93.3/min
[2025-11-27T19:19:31.939804] [INFO ] [CONFIGURE ] AESI: Testing feature 9/29: add_mfi
[2025-11-27T19:19:31.939915] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-27T19:19:31.999219] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:32.190275] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:32.198191] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:32.225934] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:32.228928] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:32.439024] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:32.459829] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:32.484469] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:32.600091] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:32.689757] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:32.690656] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:32.769597] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:32.927939] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:32.943935] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:33.006178] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:33.060564] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:33.158381] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:33.196751] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:33.338569] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:33.390057] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:33.413503] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:33.445559] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:33.617055] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:33.627746] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:33.699213] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:33.811409] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:33.861919] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:33.862203] [INFO ] [CONFIGURE ] ABUS: KEPT add_mfi (score: 90.00%)
[2025-11-27T19:19:33.863011] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Tests: 37/1890 | Remaining: 1853 | Rate: 88.5/min
[2025-11-27T19:19:33.863120] [INFO ] [CONFIGURE ] ABUS: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:19:33.863211] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:19:33.896566] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:33.965034] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:34.184963] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:34.197363] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:34.199972] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:34.237845] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:34.499363] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:34.499694] [INFO ] [CONFIGURE ] AESI: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:19:34.500532] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Tests: 38/1890 | Remaining: 1852 | Rate: 88.7/min
[2025-11-27T19:19:34.500663] [INFO ] [CONFIGURE ] AESI: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:19:34.500759] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:19:34.509640] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:34.514372] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:34.514715] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:19:34.515606] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 39/1890 | Remaining: 1851 | Rate: 91.0/min
[2025-11-27T19:19:34.515732] [INFO ] [CONFIGURE ] AAPD: Testing feature 11/29: add_obv_daily
[2025-11-27T19:19:34.515835] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_obv_daily']
[2025-11-27T19:19:34.574989] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:34.747342] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:34.828302] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:34.831755] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:34.955256] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:19:34.955535] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:19:34.956395] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 40/1890 | Remaining: 1850 | Rate: 91.7/min
[2025-11-27T19:19:34.956501] [INFO ] [CONFIGURE ] AEHL: Testing feature 9/29: add_mfi
[2025-11-27T19:19:34.956607] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-27T19:19:34.966912] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:35.157353] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:35.157939] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:35.183486] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:35.235569] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:35.425399] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:35.482893] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:35.482885] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:35.514477] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:35.660915] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:35.798519] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:35.807847] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:35.813508] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:35.879957] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:36.085981] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:36.103608] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:36.136282] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:36.143328] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:19:36.338750] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:36.371665] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:36.461006] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:36.473563] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:36.571220] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:36.659644] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:36.786964] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:36.793607] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:36.793915] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-27T19:19:36.794718] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Tests: 41/1890 | Remaining: 1849 | Rate: 87.8/min
[2025-11-27T19:19:36.794838] [INFO ] [CONFIGURE ] AAPD: Testing feature 12/29: add_obv_interval
[2025-11-27T19:19:36.794889] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_obv_interval']
[2025-11-27T19:19:36.801701] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:36.939782] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:36.995195] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:19:37.111113] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:37.111404] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-11-27T19:19:37.112184] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Tests: 42/1890 | Remaining: 1848 | Rate: 89.0/min
[2025-11-27T19:19:37.112242] [INFO ] [CONFIGURE ] ABUS: Testing feature 11/29: add_obv_daily
[2025-11-27T19:19:37.112278] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily']
[2025-11-27T19:19:37.134776] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:37.204248] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:37.229282] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:37.373130] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:37.424430] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:37.475333] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:37.520871] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:37.634073] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:37.657134] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:37.802240] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:37.802595] [INFO ] [CONFIGURE ] AESI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:19:37.803414] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Tests: 43/1890 | Remaining: 1847 | Rate: 88.9/min
[2025-11-27T19:19:37.803533] [INFO ] [CONFIGURE ] AESI: Testing feature 11/29: add_obv_daily
[2025-11-27T19:19:37.803603] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:19:37.809034] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:37.809339] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:19:37.810134] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 44/1890 | Remaining: 1846 | Rate: 91.0/min
[2025-11-27T19:19:37.810248] [INFO ] [CONFIGURE ] AEHL: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:19:37.810302] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:19:37.847076] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:37.927676] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:38.048745] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:38.088135] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:38.167815] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:38.199340] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:19:38.252632] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:38.378983] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:38.458392] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:38.471679] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:38.524400] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:38.654356] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:19:38.665145] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:38.744833] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:38.871456] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:38.871767] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:19:38.872552] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 45/1890 | Remaining: 1845 | Rate: 89.8/min
[2025-11-27T19:19:38.872738] [INFO ] [CONFIGURE ] AAPD: Testing feature 13/29: add_opening_strength
[2025-11-27T19:19:38.872836] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:19:38.896897] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:38.917521] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:19:39.012938] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:39.106551] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:19:39.183488] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:19:39.259232] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:39.287726] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:19:39.338297] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:39.447829] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:39.571742] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:39.572304] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:39.623714] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:39.714023] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:39.810496] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:39.835997] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:39.836266] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:19:39.837044] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Tests: 46/1890 | Remaining: 1844 | Rate: 88.9/min
[2025-11-27T19:19:39.837155] [INFO ] [CONFIGURE ] ABUS: Testing feature 12/29: add_obv_interval
[2025-11-27T19:19:39.837245] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval']
[2025-11-27T19:19:39.994024] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:40.000122] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:40.049419] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:40.083769] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:40.274321] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:40.290102] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:40.337844] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:40.365145] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:40.547882] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:40.549066] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:40.549374] [INFO ] [CONFIGURE ] AESI: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-27T19:19:40.550303] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Tests: 47/1890 | Remaining: 1843 | Rate: 88.8/min
[2025-11-27T19:19:40.550441] [INFO ] [CONFIGURE ] AESI: Testing feature 12/29: add_obv_interval
[2025-11-27T19:19:40.550547] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-27T19:19:40.587117] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:40.731734] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:40.793271] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:40.804312] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:40.837829] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:19:41.046065] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:41.056381] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:41.089314] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:41.105287] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:41.292126] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:41.292446] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:19:41.293310] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Tests: 48/1890 | Remaining: 1842 | Rate: 88.6/min
[2025-11-27T19:19:41.293437] [INFO ] [CONFIGURE ] AAPD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:19:41.293541] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_order_flow_imbalance']
[2025-11-27T19:19:41.311016] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:41.341604] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:41.473751] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:41.474036] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-27T19:19:41.474826] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 49/1890 | Remaining: 1841 | Rate: 90.0/min
[2025-11-27T19:19:41.474935] [INFO ] [CONFIGURE ] AEHL: Testing feature 11/29: add_obv_daily
[2025-11-27T19:19:41.475026] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:19:41.512478] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:41.561633] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:41.595196] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:41.737919] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:41.770416] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:41.811405] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:41.849981] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:19:41.966023] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:42.060939] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:42.063633] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:42.104309] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:42.186051] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:19:42.310553] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:42.357914] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:42.358222] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:42.358494] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:19:42.359282] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 50/1890 | Remaining: 1840 | Rate: 89.4/min
[2025-11-27T19:19:42.359393] [INFO ] [CONFIGURE ] ABUS: Testing feature 13/29: add_opening_strength
[2025-11-27T19:19:42.359482] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:19:42.402635] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:42.563741] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:42.623939] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:42.653520] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:42.654063] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:42.814531] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:42.840327] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:42.941434] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:42.950378] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:43.056769] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:43.064408] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:43.064725] [INFO ] [CONFIGURE ] AESI: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:19:43.065526] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 51/1890 | Remaining: 1839 | Rate: 89.3/min
[2025-11-27T19:19:43.065658] [INFO ] [CONFIGURE ] AESI: Testing feature 13/29: add_opening_strength
[2025-11-27T19:19:43.065752] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:19:43.229760] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:43.244765] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:43.272435] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:43.340468] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:43.490012] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:43.490317] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:19:43.491105] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Tests: 52/1890 | Remaining: 1838 | Rate: 89.9/min
[2025-11-27T19:19:43.491224] [INFO ] [CONFIGURE ] AAPD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:19:43.491322] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_morning_momentum']
[2025-11-27T19:19:43.515118] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:43.539212] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:43.616721] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:43.683766] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:43.797551] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:43.832299] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:43.875988] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:43.893113] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:44.069354] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:44.084429] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:44.125790] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:44.172473] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:44.265660] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:44.367089] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:44.420551] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:44.420751] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:19:44.421593] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 53/1890 | Remaining: 1837 | Rate: 89.2/min
[2025-11-27T19:19:44.421706] [INFO ] [CONFIGURE ] AEHL: Testing feature 12/29: add_obv_interval
[2025-11-27T19:19:44.421757] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-27T19:19:44.453259] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:44.467798] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:44.666022] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:44.666949] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:44.697468] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:44.733749] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:44.867304] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:44.958398] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:44.982145] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:45.020373] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:45.067958] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:45.247479] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:45.247781] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:19:45.248566] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Tests: 54/1890 | Remaining: 1836 | Rate: 88.9/min
[2025-11-27T19:19:45.248691] [INFO ] [CONFIGURE ] ABUS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:19:45.248781] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance']
[2025-11-27T19:19:45.264302] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:45.270359] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:45.305446] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:45.481326] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:45.481633] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:19:45.482393] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Tests: 55/1890 | Remaining: 1835 | Rate: 89.9/min
[2025-11-27T19:19:45.482512] [INFO ] [CONFIGURE ] AAPD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:19:45.482626] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_overnight_gap']
[2025-11-27T19:19:45.514696] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:45.548163] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:45.589771] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:45.698637] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:45.779266] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:45.830314] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:45.871155] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:45.871436] [INFO ] [CONFIGURE ] AESI: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:19:45.872189] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 56/1890 | Remaining: 1834 | Rate: 90.6/min
[2025-11-27T19:19:45.872308] [INFO ] [CONFIGURE ] AESI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:19:45.872397] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:19:45.914550] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:46.047422] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:46.121301] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:46.127609] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:46.140173] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:46.318549] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:19:46.358159] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:46.386852] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:46.409027] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:46.575104] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:46.601862] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:46.644114] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:46.701822] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:46.791963] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:46.871107] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:46.906862] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:47.000678] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:47.014364] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:47.143715] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:47.172357] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:47.223154] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:47.285668] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:47.285856] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-27T19:19:47.286606] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 57/1890 | Remaining: 1833 | Rate: 88.8/min
[2025-11-27T19:19:47.286678] [INFO ] [CONFIGURE ] AEHL: Testing feature 13/29: add_opening_strength
[2025-11-27T19:19:47.286836] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:19:47.411827] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:47.434563] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:47.435442] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:47.596664] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:47.663647] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:47.663948] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-27T19:19:47.664718] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 58/1890 | Remaining: 1832 | Rate: 89.5/min
[2025-11-27T19:19:47.664834] [INFO ] [CONFIGURE ] AAPD: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:19:47.664940] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_return_2d']
[2025-11-27T19:19:47.681641] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:47.710181] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:47.888439] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:19:47.911386] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:47.957883] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:47.958185] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:19:47.958966] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 59/1890 | Remaining: 1831 | Rate: 90.4/min
[2025-11-27T19:19:47.959077] [INFO ] [CONFIGURE ] ABUS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:19:47.959168] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum']
[2025-11-27T19:19:47.979165] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:48.105244] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:48.195473] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:48.224394] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:48.254008] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:48.334628] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:48.440265] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:48.523814] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:48.524108] [INFO ] [CONFIGURE ] AESI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:19:48.524916] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 60/1890 | Remaining: 1830 | Rate: 90.6/min
[2025-11-27T19:19:48.525029] [INFO ] [CONFIGURE ] AESI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:19:48.525120] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-27T19:19:48.542870] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:48.555545] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:48.685820] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:48.764823] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:48.781688] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:48.860305] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:48.933241] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:49.006452] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:49.008446] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:49.176266] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:49.185154] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:49.227722] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:49.248212] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:49.428613] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:49.455702] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:49.494275] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:49.505727] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:49.672840] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:49.682878] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:49.738762] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:19:49.829597] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:49.911943] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:49.912243] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:19:49.913064] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 61/1890 | Remaining: 1829 | Rate: 89.0/min
[2025-11-27T19:19:49.913183] [INFO ] [CONFIGURE ] AAPD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:19:49.913284] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_volatility_5d']
[2025-11-27T19:19:49.921006] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:49.981971] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:50.108220] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:19:50.147014] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:50.164079] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:50.228051] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:50.303724] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:50.412875] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:50.413179] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-27T19:19:50.414000] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 62/1890 | Remaining: 1828 | Rate: 89.4/min
[2025-11-27T19:19:50.414109] [INFO ] [CONFIGURE ] ABUS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:19:50.414201] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap']
[2025-11-27T19:19:50.471341] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:50.471660] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:19:50.472453] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 63/1890 | Remaining: 1827 | Rate: 90.7/min
[2025-11-27T19:19:50.472564] [INFO ] [CONFIGURE ] AEHL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:19:50.472632] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:19:50.477082] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:50.498656] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:50.669844] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:50.692685] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:50.721853] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:50.774656] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:50.888373] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:50.925338] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:50.968514] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:50.968810] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-27T19:19:50.969634] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 64/1890 | Remaining: 1826 | Rate: 91.0/min
[2025-11-27T19:19:50.969741] [INFO ] [CONFIGURE ] AESI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:19:50.969830] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-27T19:19:51.084511] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:51.091592] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.182054] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.223785] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:51.288865] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:51.386223] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.439545] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.476391] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.486934] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.685300] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.686638] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:51.696108] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.733891] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.890305] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:51.890610] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:19:51.891399] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 65/1890 | Remaining: 1825 | Rate: 90.5/min
[2025-11-27T19:19:51.891516] [INFO ] [CONFIGURE ] AAPD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:19:51.891632] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-27T19:19:51.956294] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:51.988291] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:51.989840] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:52.082708] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:19:52.214663] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:52.244637] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:52.273361] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:52.290601] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:52.464074] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:52.482801] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:19:52.497796] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:52.592109] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:52.655899] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:52.749153] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:52.758387] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:52.842781] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:52.901830] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:53.013417] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:53.013729] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-27T19:19:53.014530] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Tests: 66/1890 | Remaining: 1824 | Rate: 89.5/min
[2025-11-27T19:19:53.014655] [INFO ] [CONFIGURE ] ABUS: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:19:53.014751] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d']
[2025-11-27T19:19:53.015371] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:53.052593] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:53.213822] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:53.248693] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:19:53.270492] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:53.279125] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:53.458939] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:53.529036] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:53.529332] [INFO ] [CONFIGURE ] AESI: KEPT add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:19:53.529662] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:53.530180] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-11-27T19:19:53.530195] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 67/1890 | Remaining: 1823 | Rate: 89.9/min
[2025-11-27T19:19:53.530270] [INFO ] [CONFIGURE ] AESI: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:19:53.530316] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-27T19:19:53.531103] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 68/1890 | Remaining: 1822 | Rate: 91.2/min
[2025-11-27T19:19:53.531233] [INFO ] [CONFIGURE ] AEHL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:19:53.531350] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-27T19:19:53.549107] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:53.660521] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:53.815645] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:53.818359] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:19:53.831044] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:53.849661] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:53.849983] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-27T19:19:53.850775] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 69/1890 | Remaining: 1821 | Rate: 91.9/min
[2025-11-27T19:19:53.850889] [INFO ] [CONFIGURE ] AAPD: Testing feature 20/29: add_price_rejection
[2025-11-27T19:19:53.850986] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_price_rejection']
[2025-11-27T19:19:54.058846] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:19:54.088319] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:54.100883] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:54.137800] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:54.270075] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:54.361772] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:54.392173] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:54.461364] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:54.481679] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:19:54.630968] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:54.685655] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:54.694842] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:19:54.761935] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:54.901373] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:54.910777] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:54.971476] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:55.058536] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:55.129292] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:55.171301] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:19:55.258732] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:55.339790] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:55.389849] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:55.442350] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:19:55.543373] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:55.549905] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:55.691199] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:55.712655] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:55.712959] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:19:55.713808] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 70/1890 | Remaining: 1820 | Rate: 89.5/min
[2025-11-27T19:19:55.713926] [INFO ] [CONFIGURE ] ABUS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:19:55.714027] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d']
[2025-11-27T19:19:55.764446] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:55.827652] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:55.956418] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:55.980357] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:55.980609] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-27T19:19:55.981374] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 71/1890 | Remaining: 1819 | Rate: 90.3/min
[2025-11-27T19:19:55.981510] [INFO ] [CONFIGURE ] AAPD: Testing feature 21/29: add_range_position
[2025-11-27T19:19:55.981564] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_range_position']
[2025-11-27T19:19:56.000858] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:56.112254] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:56.200322] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:56.205370] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:56.311696] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:56.402093] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:56.402389] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:19:56.403200] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 72/1890 | Remaining: 1818 | Rate: 90.7/min
[2025-11-27T19:19:56.403313] [INFO ] [CONFIGURE ] AESI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:19:56.403408] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-27T19:19:56.425905] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:56.441455] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:56.599830] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:56.600124] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:19:56.600951] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 73/1890 | Remaining: 1817 | Rate: 91.6/min
[2025-11-27T19:19:56.601064] [INFO ] [CONFIGURE ] AEHL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:19:56.601159] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-27T19:19:56.656645] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:56.667387] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:56.684727] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:56.891451] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:19:56.901417] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:56.927547] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:56.932039] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:57.116790] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:19:57.172519] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:57.198696] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:19:57.206092] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:57.354377] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:19:57.421895] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:57.467049] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:57.509716] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:19:57.584092] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:57.668792] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:19:57.736062] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:57.815606] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:19:57.818461] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:19:57.914929] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:58.002634] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:19:58.046731] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:19:58.126541] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:19:58.159154] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:58.159441] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:19:58.160213] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 74/1890 | Remaining: 1816 | Rate: 89.9/min
[2025-11-27T19:19:58.160324] [INFO ] [CONFIGURE ] ABUS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:19:58.160421] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-11-27T19:19:58.268854] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:58.272955] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:19:58.273240] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:19:58.274035] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 75/1890 | Remaining: 1815 | Rate: 90.9/min
[2025-11-27T19:19:58.274154] [INFO ] [CONFIGURE ] AAPD: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:19:58.274253] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_realized_volatility']
[2025-11-27T19:19:58.395023] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:19:58.437739] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:58.540321] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:19:58.560309] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:19:58.631960] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:58.753362] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:19:58.827145] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:19:58.853882] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:19:58.867773] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:19:59.108015] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:19:59.108354] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:19:59.108662] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:19:59.109424] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 76/1890 | Remaining: 1814 | Rate: 90.6/min
[2025-11-27T19:19:59.109539] [INFO ] [CONFIGURE ] AESI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:19:59.109649] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-27T19:19:59.121202] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:19:59.145648] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:19:59.345262] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:59.373954] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:19:59.435337] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:19:59.478506] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:19:59.582845] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:19:59.638263] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:19:59.733221] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:19:59.830725] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:19:59.898866] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:19:59.899172] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-27T19:19:59.900251] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 77/1890 | Remaining: 1813 | Rate: 90.4/min
[2025-11-27T19:19:59.900336] [INFO ] [CONFIGURE ] AEHL: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:19:59.900388] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-27T19:19:59.911210] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:00.049244] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:00.084561] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:00.267702] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:00.370645] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:00.423264] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:00.432038] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:00.667355] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:00.758469] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:00.758669] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:20:00.759479] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 78/1890 | Remaining: 1812 | Rate: 90.1/min
[2025-11-27T19:20:00.759543] [INFO ] [CONFIGURE ] ABUS: Testing feature 20/29: add_price_rejection
[2025-11-27T19:20:00.759597] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection']
[2025-11-27T19:20:00.825984] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:00.979868] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:01.012281] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:01.030847] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:01.224849] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:01.371230] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:01.399893] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:01.576521] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:01.580166] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:01.714488] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:01.714709] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:20:01.715463] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 79/1890 | Remaining: 1811 | Rate: 89.6/min
[2025-11-27T19:20:01.715543] [INFO ] [CONFIGURE ] AAPD: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:20:01.715615] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_recent_range_context']
[2025-11-27T19:20:01.851361] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:01.928643] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:01.929195] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:20:01.926683] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:02.137495] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:02.144563] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:02.255731] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:02.343424] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:02.349135] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:02.532029] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:02.532205] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:20:02.532949] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 80/1890 | Remaining: 1810 | Rate: 89.3/min
[2025-11-27T19:20:02.533011] [INFO ] [CONFIGURE ] AESI: Testing feature 20/29: add_price_rejection
[2025-11-27T19:20:02.533048] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-27T19:20:02.589674] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:02.592113] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:02.608082] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:02.792254] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:02.816941] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:02.866243] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:02.913884] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:02.997005] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:03.109143] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:03.138849] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:03.198288] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:03.211019] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:03.390498] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:03.400784] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:03.403560] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:03.510865] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:03.511142] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-27T19:20:03.512030] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Tests: 81/1890 | Remaining: 1809 | Rate: 88.8/min
[2025-11-27T19:20:03.512149] [INFO ] [CONFIGURE ] AEHL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:20:03.512247] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-27T19:20:03.607860] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:03.682999] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:03.686434] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:03.785446] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:03.819489] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:03.819785] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-27T19:20:03.820612] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 82/1890 | Remaining: 1808 | Rate: 89.4/min
[2025-11-27T19:20:03.820723] [INFO ] [CONFIGURE ] AAPD: Testing feature 24/29: add_rsi
[2025-11-27T19:20:03.820813] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_ema', 'add_rsi']
[2025-11-27T19:20:03.962110] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:03.962411] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:20:03.963308] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 83/1890 | Remaining: 1807 | Rate: 90.3/min
[2025-11-27T19:20:03.963434] [INFO ] [CONFIGURE ] ABUS: Testing feature 21/29: add_range_position
[2025-11-27T19:20:03.963558] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position']
[2025-11-27T19:20:03.975159] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:04.058058] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:04.083157] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:20:04.239854] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:04.265884] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:04.336714] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:04.344753] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:04.513281] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:04.552845] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:04.599300] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:04.614047] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:04.789439] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:04.845685] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:04.863029] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:04.897139] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:05.065675] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:05.130752] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:05.131487] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:05.175457] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:05.342037] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:05.396332] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:05.411420] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:05.411730] [INFO ] [CONFIGURE ] AESI: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-27T19:20:05.412596] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 84/1890 | Remaining: 1806 | Rate: 89.0/min
[2025-11-27T19:20:05.412704] [INFO ] [CONFIGURE ] AESI: Testing feature 21/29: add_range_position
[2025-11-27T19:20:05.412796] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position']
[2025-11-27T19:20:05.458516] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:05.611697] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:05.670861] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:05.696550] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:05.737203] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:05.887890] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:05.934948] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:05.987467] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:06.023166] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:06.162189] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:06.200277] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:06.287144] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:06.310554] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:06.310876] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-11-27T19:20:06.311754] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Tests: 85/1890 | Remaining: 1805 | Rate: 88.7/min
[2025-11-27T19:20:06.311872] [INFO ] [CONFIGURE ] AEHL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:20:06.311976] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-27T19:20:06.435149] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:06.467782] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:06.468068] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:20:06.468868] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 86/1890 | Remaining: 1804 | Rate: 89.5/min
[2025-11-27T19:20:06.468981] [INFO ] [CONFIGURE ] AAPD: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:20:06.469073] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_tick_distribution']
[2025-11-27T19:20:06.577194] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:06.583384] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:06.665589] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:20:06.708926] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:06.709224] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_range_position (score: 80.00%)
[2025-11-27T19:20:06.710077] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 87/1890 | Remaining: 1803 | Rate: 90.1/min
[2025-11-27T19:20:06.710203] [INFO ] [CONFIGURE ] ABUS: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:20:06.710294] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility']
[2025-11-27T19:20:06.851247] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:06.860003] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:06.861102] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:07.051611] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:07.054282] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:07.123392] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:07.153911] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:07.250417] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:07.393976] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:07.396728] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:07.447185] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:07.455056] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:07.645825] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:07.673802] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:07.728507] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:07.755623] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:07.845276] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:07.948528] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:08.044083] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:08.051361] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:08.072370] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:08.224206] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:08.242951] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:08.347609] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:08.347881] [INFO ] [CONFIGURE ] AESI: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:20:08.348730] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 88/1890 | Remaining: 1802 | Rate: 88.7/min
[2025-11-27T19:20:08.348797] [INFO ] [CONFIGURE ] AESI: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:20:08.348904] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-27T19:20:08.416414] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:08.443199] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:08.443494] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:20:08.444352] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 89/1890 | Remaining: 1801 | Rate: 89.5/min
[2025-11-27T19:20:08.444472] [INFO ] [CONFIGURE ] AAPD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:20:08.444619] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-27T19:20:08.503275] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:08.651005] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:20:08.715786] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:08.758484] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:08.783753] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:08.860406] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:09.062717] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:09.063018] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:20:09.063902] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 90/1890 | Remaining: 1800 | Rate: 89.6/min
[2025-11-27T19:20:09.064020] [INFO ] [CONFIGURE ] AEHL: Testing feature 20/29: add_price_rejection
[2025-11-27T19:20:09.064122] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-11-27T19:20:09.066033] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:09.081295] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:09.098650] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:09.272961] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:09.357774] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:09.447371] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:09.450023] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:09.479662] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:09.654659] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:09.697748] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:09.807110] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:09.832685] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:09.909475] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:09.976529] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:10.116543] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:10.182151] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:10.182464] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:20:10.183420] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 91/1890 | Remaining: 1799 | Rate: 88.9/min
[2025-11-27T19:20:10.183535] [INFO ] [CONFIGURE ] ABUS: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:20:10.183647] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context']
[2025-11-27T19:20:10.207754] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:10.287322] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:10.324079] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:10.446811] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:10.532131] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:10.532304] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:20:10.533047] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 92/1890 | Remaining: 1798 | Rate: 89.4/min
[2025-11-27T19:20:10.533120] [INFO ] [CONFIGURE ] AAPD: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:20:10.533167] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_volume_price_divergence']
[2025-11-27T19:20:10.582453] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:10.584808] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:10.704308] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:10.747807] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:20:10.886625] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:10.951735] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:10.960386] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:10.963751] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:11.179462] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:11.193493] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:11.216973] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:11.323611] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:11.397054] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:11.476592] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:11.493938] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:11.616035] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:11.693953] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:11.739635] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:11.804824] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:11.834270] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:12.013316] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:12.053875] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:12.063124] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:12.063305] [INFO ] [CONFIGURE ] AESI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:20:12.064131] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Tests: 93/1890 | Remaining: 1797 | Rate: 88.2/min
[2025-11-27T19:20:12.064311] [INFO ] [CONFIGURE ] AESI: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:20:12.064386] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-11-27T19:20:12.103940] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:12.104239] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-27T19:20:12.105293] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 94/1890 | Remaining: 1796 | Rate: 89.1/min
[2025-11-27T19:20:12.105429] [INFO ] [CONFIGURE ] AEHL: Testing feature 21/29: add_range_position
[2025-11-27T19:20:12.105533] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-11-27T19:20:12.272211] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:12.290483] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:12.336866] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:12.425248] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:12.491644] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:12.563464] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:12.607546] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:12.710994] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:12.711314] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:20:12.712080] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 95/1890 | Remaining: 1795 | Rate: 89.2/min
[2025-11-27T19:20:12.712191] [INFO ] [CONFIGURE ] AAPD: Testing feature 28/29: add_volume_profile
[2025-11-27T19:20:12.712241] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_volume_profile']
[2025-11-27T19:20:12.741341] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:12.820120] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:12.820305] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:20:12.821115] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 96/1890 | Remaining: 1794 | Rate: 90.0/min
[2025-11-27T19:20:12.821295] [INFO ] [CONFIGURE ] ABUS: Testing feature 24/29: add_rsi
[2025-11-27T19:20:12.821387] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi']
[2025-11-27T19:20:12.877190] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:12.923798] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:20:13.047915] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:13.122238] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:13.129987] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:13.145673] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:13.336832] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:13.355055] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:13.418706] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:13.424682] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:13.546620] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:13.664626] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:13.690132] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:13.728096] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:13.759565] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:13.969349] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:13.969341] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:13.974855] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:14.032910] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:14.180908] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:14.255201] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:14.282594] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:14.342728] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:14.393432] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:14.538857] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:14.594518] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:14.603752] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:14.657707] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:14.818811] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:14.819112] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:20:14.819748] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:14.819966] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 97/1890 | Remaining: 1793 | Rate: 88.1/min
[2025-11-27T19:20:14.820031] [INFO ] [CONFIGURE ] AAPD: Testing feature 29/29: add_vwap
[2025-11-27T19:20:14.820077] [INFO ] [CONFIGURE ] AAPD: Testing with features: ['add_vwap']
[2025-11-27T19:20:14.820069] [INFO ] [CONFIGURE ] AESI: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-27T19:20:14.820950] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 98/1890 | Remaining: 1792 | Rate: 89.0/min
[2025-11-27T19:20:14.821058] [INFO ] [CONFIGURE ] AESI: Testing feature 24/29: add_rsi
[2025-11-27T19:20:14.821149] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-11-27T19:20:14.909295] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:14.969473] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:15.040211] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:20:15.156812] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:15.219367] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:15.219664] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:20:15.220486] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 99/1890 | Remaining: 1791 | Rate: 89.4/min
[2025-11-27T19:20:15.220615] [INFO ] [CONFIGURE ] AEHL: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:20:15.220715] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-11-27T19:20:15.257499] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:15.280762] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:15.470678] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:15.488949] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:15.596953] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:15.597876] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:15.687096] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:15.820688] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:15.905899] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:15.911846] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:15.912175] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:20:15.913070] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 100/1890 | Remaining: 1790 | Rate: 89.4/min
[2025-11-27T19:20:15.913191] [INFO ] [CONFIGURE ] ABUS: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:20:15.913305] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution']
[2025-11-27T19:20:15.984883] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:16.122293] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:16.152074] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:16.155022] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:16.340778] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:16.377434] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:16.401752] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:16.478089] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:16.557657] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:16.647895] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:16.764547] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:16.774372] [DEBUG] [FORECASTER] AAPD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:16.805708] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:16.889321] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:16.989661] [DEBUG] [FORECASTER] AAPD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:16.989937] [INFO ] [CONFIGURE ] AAPD: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:20:16.990801] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 101/1890 | Remaining: 1789 | Rate: 88.9/min
[2025-11-27T19:20:16.990912] [INFO ] [CONFIGURE ] AAPD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:20:16.991003] [INFO ] [CONFIGURE ] AAPD: Best accuracy: 80.00%
[2025-11-27T19:20:16.991052] [INFO ] [CONFIGURE ] AAPD: Best feature set (0 features): []
[2025-11-27T19:20:16.991116] [INFO ] [CONFIGURE ] AAPD: Improvement over baseline: 0.00%
[2025-11-27T19:20:16.991180] [INFO ] [CONFIGURE ] AAPD: Total time: 1.1 minutes
[2025-11-27T19:20:16.991244] [INFO ] [CONFIGURE ] AAPD: Average time per feature: 2.3 seconds
[2025-11-27T19:20:16.991287] [INFO ] [CONFIGURE ] AAPD: Average speed: 0.44 features/sec
[2025-11-27T19:20:16.991598] [INFO ] [LOCAL     ] Saved configuration for AAPD: 0 features, 80.00% accuracy -> ./output/feature-sets/AAPD.json
[2025-11-27T19:20:16.991684] [INFO ] [CONFIGURE ] AAPD: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-11-27T19:20:16.992404] [INFO ] [sig       ] [1/63] AAPD OK in 1m 8s. ETA: 1h 10m 29s. Rate: 0.9 sym/min
[2025-11-27T19:20:16.994154] [INFO ] [CONFIGURE ] AFCG: Configurate test run.
[2025-11-27T19:20:16.994266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-11-27T19:20:17.036243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-11-27T19:20:17.036819] [INFO ] [CONFIGURE ] AFCG: Testing with 29 available features
[2025-11-27T19:20:17.036936] [INFO ] [CONFIGURE ] AFCG: Establishing baseline with no features...
[2025-11-27T19:20:17.130309] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:17.134960] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:17.149514] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:17.210755] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:17.380086] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:17.383735] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:17.467919] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:17.555755] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:17.560226] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:17.628971] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:17.745388] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:17.803061] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:17.884781] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:17.929809] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:17.966695] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:18.108737] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:18.131281] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:18.131592] [INFO ] [CONFIGURE ] AESI: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:20:18.132419] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 102/1890 | Remaining: 1788 | Rate: 88.3/min
[2025-11-27T19:20:18.132528] [INFO ] [CONFIGURE ] AESI: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:20:18.132595] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-11-27T19:20:18.139123] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:18.295799] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:18.368077] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:18.392762] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:18.393895] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:18.394189] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:20:18.395041] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 103/1890 | Remaining: 1787 | Rate: 88.8/min
[2025-11-27T19:20:18.395155] [INFO ] [CONFIGURE ] ABUS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:20:18.395252] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-11-27T19:20:18.482109] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:18.640450] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:18.656426] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:18.675975] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:18.777230] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:18.862595] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:18.862873] [INFO ] [CONFIGURE ] AFCG: Baseline score (no features): 80.00%
[2025-11-27T19:20:18.863331] [INFO ] [CONFIGURE ] AFCG: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:20:18.863450] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:20:18.892432] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:18.920005] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:19.104384] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:19.142054] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:19.164513] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:19.164810] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-27T19:20:19.165683] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 105/1890 | Remaining: 1785 | Rate: 89.5/min
[2025-11-27T19:20:19.165798] [INFO ] [CONFIGURE ] AEHL: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:20:19.165897] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-11-27T19:20:19.183422] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:19.348523] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:19.389800] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:19.449846] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:19.469509] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:19.577457] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:19.640124] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:19.717981] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:19.768435] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:19.805318] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:19.894840] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:19.987274] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:20.041940] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:20.062684] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:20.145775] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:20.253204] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:20.272474] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:20.369138] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:20.392793] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:20.501139] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:20.519552] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:20.642762] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:20.655915] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:20.731741] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:20.787634] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:20.787935] [INFO ] [CONFIGURE ] AESI: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:20:20.788809] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 106/1890 | Remaining: 1784 | Rate: 88.3/min
[2025-11-27T19:20:20.788917] [INFO ] [CONFIGURE ] AESI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:20:20.789009] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-27T19:20:20.894137] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:20.894436] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:20:20.895303] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 107/1890 | Remaining: 1783 | Rate: 89.0/min
[2025-11-27T19:20:20.895418] [INFO ] [CONFIGURE ] ABUS: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:20:20.895522] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence']
[2025-11-27T19:20:20.943345] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:20.950495] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:21.058986] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:21.157112] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:21.171651] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:21.171892] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-27T19:20:21.172755] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 108/1890 | Remaining: 1782 | Rate: 89.5/min
[2025-11-27T19:20:21.172862] [INFO ] [CONFIGURE ] AFCG: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:20:21.172949] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:20:21.236554] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:21.334034] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:21.395260] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:21.420064] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:21.525347] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:21.604783] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:21.621399] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:21.683630] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:21.820468] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:21.851386] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:21.882863] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:21.947197] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:22.087049] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:22.111107] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:22.111366] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:20:22.112226] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 109/1890 | Remaining: 1781 | Rate: 89.2/min
[2025-11-27T19:20:22.112340] [INFO ] [CONFIGURE ] AEHL: Testing feature 24/29: add_rsi
[2025-11-27T19:20:22.112436] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-27T19:20:22.180248] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:22.211928] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:22.320394] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:22.443630] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:22.473082] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:22.475760] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:22.552684] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:22.744261] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:22.773740] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:22.777170] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:22.782987] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:23.013071] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:23.014195] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:23.066380] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:23.122435] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:23.246981] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:23.281568] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:23.346232] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:23.465329] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:23.479753] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:23.480034] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-27T19:20:23.480868] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 110/1890 | Remaining: 1780 | Rate: 88.4/min
[2025-11-27T19:20:23.480975] [INFO ] [CONFIGURE ] AFCG: Testing feature 3/29: add_daily_returns
[2025-11-27T19:20:23.481064] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_daily_returns']
[2025-11-27T19:20:23.573858] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:23.574189] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:20:23.574992] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 111/1890 | Remaining: 1779 | Rate: 89.1/min
[2025-11-27T19:20:23.575111] [INFO ] [CONFIGURE ] ABUS: Testing feature 28/29: add_volume_profile
[2025-11-27T19:20:23.575163] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile']
[2025-11-27T19:20:23.623346] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:23.623633] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:20:23.624680] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 112/1890 | Remaining: 1778 | Rate: 89.8/min
[2025-11-27T19:20:23.624785] [INFO ] [CONFIGURE ] AESI: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:20:23.624873] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-11-27T19:20:23.671318] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:23.813803] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:23.828373] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:23.860472] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:23.901131] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:24.053908] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.083409] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:24.159015] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:24.183094] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.249530] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:24.340561] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:24.445143] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.465944] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.508017] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.598940] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.637110] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.747173] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.831024] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.854702] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:24.858052] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:25.025010] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:25.031954] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:25.117478] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:25.205187] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:25.219816] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:25.315145] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:25.380036] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:25.416331] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:25.416628] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:20:25.417503] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 113/1890 | Remaining: 1777 | Rate: 88.5/min
[2025-11-27T19:20:25.417643] [INFO ] [CONFIGURE ] AFCG: Testing feature 4/29: add_ema
[2025-11-27T19:20:25.417741] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_ema']
[2025-11-27T19:20:25.552483] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:20:25.552807] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:20:25.553669] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 114/1890 | Remaining: 1776 | Rate: 89.1/min
[2025-11-27T19:20:25.553788] [INFO ] [CONFIGURE ] AEHL: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:20:25.553886] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-11-27T19:20:25.612216] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:25.641703] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:25.657937] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:25.835362] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:25.896832] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:25.902136] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:25.918471] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:26.118336] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:26.135390] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:26.162093] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:26.162400] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:20:26.163205] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 115/1890 | Remaining: 1775 | Rate: 89.2/min
[2025-11-27T19:20:26.163324] [INFO ] [CONFIGURE ] ABUS: Testing feature 29/29: add_vwap
[2025-11-27T19:20:26.163426] [INFO ] [CONFIGURE ] ABUS: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap']
[2025-11-27T19:20:26.226677] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:26.377265] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:26.406903] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:26.430976] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:26.536681] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:26.536993] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:20:26.537953] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 116/1890 | Remaining: 1774 | Rate: 89.5/min
[2025-11-27T19:20:26.538065] [INFO ] [CONFIGURE ] AESI: Testing feature 28/29: add_volume_profile
[2025-11-27T19:20:26.538181] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-11-27T19:20:26.616833] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:26.691069] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:26.702365] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:26.828889] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:26.854447] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:26.969274] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:26.973314] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:27.094450] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:27.124090] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:27.248261] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:27.254390] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:27.341449] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:27.426142] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:27.515081] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:27.544389] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:27.584255] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:27.713779] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:27.784113] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:27.829749] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:27.830042] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:20:27.830882] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 117/1890 | Remaining: 1773 | Rate: 88.8/min
[2025-11-27T19:20:27.830990] [INFO ] [CONFIGURE ] AFCG: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:20:27.831078] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:20:27.837855] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:28.005665] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:28.067014] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:28.067994] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:28.126385] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:28.291997] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:28.301244] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:28.345292] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:28.418226] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:28.418518] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-27T19:20:28.419336] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 118/1890 | Remaining: 1772 | Rate: 88.9/min
[2025-11-27T19:20:28.419452] [INFO ] [CONFIGURE ] AEHL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:20:28.419554] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-27T19:20:28.536562] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:28.582827] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:28.618366] [DEBUG] [FORECASTER] ABUS: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:28.712747] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:28.775869] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:28.886568] [DEBUG] [FORECASTER] ABUS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:28.886877] [INFO ] [CONFIGURE ] ABUS: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:20:28.887675] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 119/1890 | Remaining: 1771 | Rate: 89.1/min
[2025-11-27T19:20:28.887795] [INFO ] [CONFIGURE ] ABUS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:20:28.887893] [INFO ] [CONFIGURE ] ABUS: Best accuracy: 90.00%
[2025-11-27T19:20:28.887989] [INFO ] [CONFIGURE ] ABUS: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:20:28.888083] [INFO ] [CONFIGURE ] ABUS: Improvement over baseline: 30.00%
[2025-11-27T19:20:28.888193] [INFO ] [CONFIGURE ] ABUS: Total time: 1.3 minutes
[2025-11-27T19:20:28.888285] [INFO ] [CONFIGURE ] ABUS: Average time per feature: 2.7 seconds
[2025-11-27T19:20:28.888378] [INFO ] [CONFIGURE ] ABUS: Average speed: 0.37 features/sec
[2025-11-27T19:20:28.888724] [INFO ] [LOCAL     ] Saved configuration for ABUS: 2 features, 90.00% accuracy -> ./output/feature-sets/ABUS.json
[2025-11-27T19:20:28.888842] [INFO ] [CONFIGURE ] ABUS: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-27T19:20:28.890011] [INFO ] [sig       ] [2/63] ABUS OK in 1m 20s. ETA: 40m 43s. Rate: 1.5 sym/min
[2025-11-27T19:20:28.890523] [INFO ] [CONFIGURE ] AFG: Configurate test run.
[2025-11-27T19:20:28.890671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-11-27T19:20:28.892785] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:28.902458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-11-27T19:20:28.902885] [INFO ] [CONFIGURE ] AFG: Testing with 29 available features
[2025-11-27T19:20:28.902998] [INFO ] [CONFIGURE ] AFG: Establishing baseline with no features...
[2025-11-27T19:20:29.006232] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:29.022682] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:29.093560] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:29.185477] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:29.268191] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:29.273477] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:29.296989] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:29.453117] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:29.489364] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:29.489689] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:20:29.490537] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 120/1890 | Remaining: 1770 | Rate: 89.2/min
[2025-11-27T19:20:29.490665] [INFO ] [CONFIGURE ] AESI: Testing feature 29/29: add_vwap
[2025-11-27T19:20:29.490761] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_vwap']
[2025-11-27T19:20:29.507265] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:29.586026] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:29.635969] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:29.752610] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:29.797457] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:29.818058] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:29.881809] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:29.990612] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:30.000163] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:30.101094] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:30.172817] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:30.180296] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:30.226356] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:30.226523] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:20:30.227425] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 121/1890 | Remaining: 1769 | Rate: 89.1/min
[2025-11-27T19:20:30.227532] [INFO ] [CONFIGURE ] AFCG: Testing feature 6/29: add_failed_moves
[2025-11-27T19:20:30.227597] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_failed_moves']
[2025-11-27T19:20:30.360720] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:30.384088] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:30.413144] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:30.460067] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:30.545909] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:30.602693] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:30.672815] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:30.729108] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:30.729406] [INFO ] [CONFIGURE ] AFG: Baseline score (no features): 50.00%
[2025-11-27T19:20:30.729913] [INFO ] [CONFIGURE ] AFG: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:20:30.730032] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:20:30.757802] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:30.796518] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:30.953687] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:30.983941] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:30.990517] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:31.055774] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:31.174214] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:31.178362] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:31.272505] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:31.355862] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:31.356016] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:20:31.356754] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 123/1890 | Remaining: 1767 | Rate: 89.4/min
[2025-11-27T19:20:31.356815] [INFO ] [CONFIGURE ] AEHL: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:20:31.356851] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-27T19:20:31.365717] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:31.400044] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:31.555451] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:31.561530] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:31.626827] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:31.665450] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:31.756241] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:31.853629] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:31.854269] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:31.958143] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:31.976676] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:32.078868] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:32.143873] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:32.158883] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:32.159171] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-27T19:20:32.160187] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 124/1890 | Remaining: 1766 | Rate: 89.2/min
[2025-11-27T19:20:32.160318] [INFO ] [CONFIGURE ] AFCG: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:20:32.160430] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_lag_shelf']
[2025-11-27T19:20:32.278896] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:32.299999] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:32.337220] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:32.433973] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:32.434261] [INFO ] [CONFIGURE ] AESI: DISCARDED add_vwap (score: 30.00%)
[2025-11-27T19:20:32.435044] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 125/1890 | Remaining: 1765 | Rate: 89.7/min
[2025-11-27T19:20:32.435158] [INFO ] [CONFIGURE ] AESI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:20:32.435249] [INFO ] [CONFIGURE ] AESI: Best accuracy: 70.00%
[2025-11-27T19:20:32.435337] [INFO ] [CONFIGURE ] AESI: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-27T19:20:32.435423] [INFO ] [CONFIGURE ] AESI: Improvement over baseline: 30.00%
[2025-11-27T19:20:32.435506] [INFO ] [CONFIGURE ] AESI: Total time: 1.4 minutes
[2025-11-27T19:20:32.435606] [INFO ] [CONFIGURE ] AESI: Average time per feature: 2.8 seconds
[2025-11-27T19:20:32.435693] [INFO ] [CONFIGURE ] AESI: Average speed: 0.36 features/sec
[2025-11-27T19:20:32.436004] [INFO ] [LOCAL     ] Saved configuration for AESI: 2 features, 70.00% accuracy -> ./output/feature-sets/AESI.json
[2025-11-27T19:20:32.436108] [INFO ] [CONFIGURE ] AESI: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-27T19:20:32.436652] [INFO ] [sig       ] [3/63] AESI OK in 1m 24s. ETA: 27m 53s. Rate: 2.2 sym/min
[2025-11-27T19:20:32.440967] [INFO ] [CONFIGURE ] AMH: Configurate test run.
[2025-11-27T19:20:32.441042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-11-27T19:20:32.452475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-11-27T19:20:32.452904] [INFO ] [CONFIGURE ] AMH: Testing with 29 available features
[2025-11-27T19:20:32.452956] [INFO ] [CONFIGURE ] AMH: Establishing baseline with no features...
[2025-11-27T19:20:32.521737] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:32.526299] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:32.584700] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:20:32.624530] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:32.711388] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:32.762266] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:32.800314] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:32.883523] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:32.887876] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:32.970955] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:33.003255] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:33.003555] [INFO ] [CONFIGURE ] AFG: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:20:33.004398] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Tests: 126/1890 | Remaining: 1764 | Rate: 89.8/min
[2025-11-27T19:20:33.004511] [INFO ] [CONFIGURE ] AFG: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:20:33.004618] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:20:33.055021] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:33.141732] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:33.187833] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:33.228123] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:33.248614] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:33.314777] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:33.402870] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:33.488799] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:33.488980] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:33.495922] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:33.574915] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:33.662230] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:33.741824] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:33.752629] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:33.789158] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:33.834481] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:33.926623] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:33.926912] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:20:33.927773] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 127/1890 | Remaining: 1763 | Rate: 89.5/min
[2025-11-27T19:20:33.927904] [INFO ] [CONFIGURE ] AFCG: Testing feature 8/29: add_macd
[2025-11-27T19:20:33.928005] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:20:33.989032] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:34.014898] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:34.095555] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:34.206737] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:34.207114] [INFO ] [CONFIGURE ] AMH: Baseline score (no features): 70.00%
[2025-11-27T19:20:34.207561] [INFO ] [CONFIGURE ] AMH: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:20:34.207712] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:20:34.229512] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:34.239784] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:34.401017] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:34.401321] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:20:34.402229] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Tests: 129/1890 | Remaining: 1761 | Rate: 90.4/min
[2025-11-27T19:20:34.402296] [INFO ] [CONFIGURE ] AEHL: Testing feature 28/29: add_volume_profile
[2025-11-27T19:20:34.402398] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-11-27T19:20:34.435194] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:34.479892] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:34.531441] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:34.667659] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:34.690818] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:34.715729] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:34.843144] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:34.903130] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:34.957693] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:34.998278] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:35.131235] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:35.147314] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:35.193474] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:35.297626] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:35.359259] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:35.433430] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:35.433739] [INFO ] [CONFIGURE ] AFG: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-27T19:20:35.434527] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Tests: 130/1890 | Remaining: 1760 | Rate: 90.0/min
[2025-11-27T19:20:35.434648] [INFO ] [CONFIGURE ] AFG: Testing feature 3/29: add_daily_returns
[2025-11-27T19:20:35.434740] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns']
[2025-11-27T19:20:35.444702] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:35.588698] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:35.598005] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:35.631359] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:35.741204] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:35.807639] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:35.827417] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:35.898367] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:36.021155] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:36.025279] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:36.033314] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:36.196934] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:20:36.217214] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:36.249290] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:36.325764] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:36.417708] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:36.467197] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:20:36.467460] [INFO ] [CONFIGURE ] AMH: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:20:36.468245] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Tests: 131/1890 | Remaining: 1759 | Rate: 89.6/min
[2025-11-27T19:20:36.468355] [INFO ] [CONFIGURE ] AMH: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:20:36.468446] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:20:36.504898] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:36.616214] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:36.618462] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:36.692878] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:36.799000] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:36.812452] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:36.909524] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:36.909856] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:20:36.910685] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Tests: 132/1890 | Remaining: 1758 | Rate: 89.9/min
[2025-11-27T19:20:36.910802] [INFO ] [CONFIGURE ] AFCG: Testing feature 9/29: add_mfi
[2025-11-27T19:20:36.910900] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_mfi']
[2025-11-27T19:20:36.917637] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:37.012845] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:37.098298] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:37.098519] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:37.147375] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:37.212528] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:37.285911] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:37.376594] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:37.397757] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:37.397947] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-27T19:20:37.399015] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Tests: 133/1890 | Remaining: 1757 | Rate: 90.1/min
[2025-11-27T19:20:37.399136] [INFO ] [CONFIGURE ] AEHL: Testing feature 29/29: add_vwap
[2025-11-27T19:20:37.399238] [INFO ] [CONFIGURE ] AEHL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-11-27T19:20:37.411495] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:37.411797] [INFO ] [CONFIGURE ] AFG: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:20:37.412555] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Tests: 134/1890 | Remaining: 1756 | Rate: 90.7/min
[2025-11-27T19:20:37.412719] [INFO ] [CONFIGURE ] AFG: Testing feature 4/29: add_ema
[2025-11-27T19:20:37.412808] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_ema']
[2025-11-27T19:20:37.474784] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:37.610544] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:37.646303] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:37.665198] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:37.699654] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:37.845923] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:37.854819] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:37.880221] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:37.997882] [DEBUG] [FORECASTER] AEHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:38.047933] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:38.085058] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:38.118173] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:38.254726] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:38.302181] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:38.322850] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:38.358977] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:38.463719] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:38.552992] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:38.592976] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:38.612705] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:38.672169] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:38.783510] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:38.783816] [INFO ] [CONFIGURE ] AMH: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:20:38.784644] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Tests: 135/1890 | Remaining: 1755 | Rate: 90.0/min
[2025-11-27T19:20:38.784764] [INFO ] [CONFIGURE ] AMH: Testing feature 3/29: add_daily_returns
[2025-11-27T19:20:38.784855] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_daily_returns']
[2025-11-27T19:20:38.831057] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:38.866605] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:38.866932] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_mfi (score: 70.00%)
[2025-11-27T19:20:38.867743] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Tests: 136/1890 | Remaining: 1754 | Rate: 90.6/min
[2025-11-27T19:20:38.867859] [INFO ] [CONFIGURE ] AFCG: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:20:38.867956] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:20:38.921627] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:20:38.975546] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:39.071394] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:39.133627] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:39.166414] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:39.230850] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:39.304878] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:39.358877] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:39.398045] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:39.533501] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:39.540318] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:39.549486] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:39.662838] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:39.743333] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:39.776212] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:39.776500] [INFO ] [CONFIGURE ] AFG: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:20:39.777276] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Tests: 137/1890 | Remaining: 1753 | Rate: 90.3/min
[2025-11-27T19:20:39.777387] [INFO ] [CONFIGURE ] AFG: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:20:39.777477] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:20:39.837686] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:39.927472] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:39.942626] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:40.014333] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:40.132508] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:40.147967] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:40.191766] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:40.251641] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:40.325237] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:40.453154] [DEBUG] [FORECASTER] AEHL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:40.453466] [INFO ] [CONFIGURE ] AEHL: DISCARDED add_vwap (score: 90.00%)
[2025-11-27T19:20:40.454401] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Tests: 138/1890 | Remaining: 1752 | Rate: 90.3/min
[2025-11-27T19:20:40.454534] [INFO ] [CONFIGURE ] AEHL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:20:40.454651] [INFO ] [CONFIGURE ] AEHL: Best accuracy: 90.00%
[2025-11-27T19:20:40.454751] [INFO ] [CONFIGURE ] AEHL: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:20:40.454848] [INFO ] [CONFIGURE ] AEHL: Improvement over baseline: 30.00%
[2025-11-27T19:20:40.454947] [INFO ] [CONFIGURE ] AEHL: Total time: 1.5 minutes
[2025-11-27T19:20:40.455041] [INFO ] [CONFIGURE ] AEHL: Average time per feature: 3.1 seconds
[2025-11-27T19:20:40.455135] [INFO ] [CONFIGURE ] AEHL: Average speed: 0.32 features/sec
[2025-11-27T19:20:40.455471] [INFO ] [LOCAL     ] Saved configuration for AEHL: 2 features, 90.00% accuracy -> ./output/feature-sets/AEHL.json
[2025-11-27T19:20:40.455599] [INFO ] [CONFIGURE ] AEHL: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-27T19:20:40.456213] [INFO ] [sig       ] [4/63] AEHL OK in 1m 32s. ETA: 22m 32s. Rate: 2.6 sym/min
[2025-11-27T19:20:40.458424] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:40.459374] [INFO ] [CONFIGURE ] ANNX: Configurate test run.
[2025-11-27T19:20:40.459446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-11-27T19:20:40.470985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-11-27T19:20:40.471404] [INFO ] [CONFIGURE ] ANNX: Testing with 29 available features
[2025-11-27T19:20:40.471669] [INFO ] [CONFIGURE ] ANNX: Establishing baseline with no features...
[2025-11-27T19:20:40.493817] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:40.520138] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:40.646925] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:40.715187] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:20:40.715353] [INFO ] [CONFIGURE ] AMH: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:20:40.716212] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Tests: 139/1890 | Remaining: 1751 | Rate: 90.7/min
[2025-11-27T19:20:40.716322] [INFO ] [CONFIGURE ] AMH: Testing feature 4/29: add_ema
[2025-11-27T19:20:40.716372] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_ema']
[2025-11-27T19:20:40.726188] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:40.733102] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:40.823448] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:40.940241] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:40.972165] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:40.992850] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:40.999524] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:41.167782] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:41.180288] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:41.213441] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:41.263623] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:41.363154] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:41.398174] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:41.454033] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:41.543472] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:41.545988] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:41.546330] [INFO ] [CONFIGURE ] AFCG: KEPT add_momentum_acceleration (score: 90.00%)
[2025-11-27T19:20:41.547191] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Tests: 140/1890 | Remaining: 1750 | Rate: 90.6/min
[2025-11-27T19:20:41.547319] [INFO ] [CONFIGURE ] AFCG: Testing feature 11/29: add_obv_daily
[2025-11-27T19:20:41.547424] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-27T19:20:41.627210] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:41.698611] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:41.724987] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:41.859688] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:41.869353] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:41.906498] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:41.942549] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:42.084916] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:42.100874] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:42.183465] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:42.183656] [INFO ] [CONFIGURE ] AFG: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:20:42.184398] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Tests: 141/1890 | Remaining: 1749 | Rate: 90.6/min
[2025-11-27T19:20:42.184456] [INFO ] [CONFIGURE ] AFG: Testing feature 6/29: add_failed_moves
[2025-11-27T19:20:42.184506] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:20:42.184363] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:42.266878] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:20:42.267123] [INFO ] [CONFIGURE ] ANNX: Baseline score (no features): 20.00%
[2025-11-27T19:20:42.267635] [INFO ] [CONFIGURE ] ANNX: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:20:42.267747] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:20:42.339688] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:42.429512] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:42.487431] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:42.512169] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:42.575287] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:42.677516] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:42.709897] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:42.814145] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:42.833240] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:42.923256] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:42.930628] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:43.057702] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:43.058035] [INFO ] [CONFIGURE ] AMH: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:20:43.058821] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 143/1890 | Remaining: 1747 | Rate: 91.0/min
[2025-11-27T19:20:43.058940] [INFO ] [CONFIGURE ] AMH: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:20:43.059042] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:20:43.146161] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:43.154662] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:43.169059] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:43.291201] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:43.376110] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:43.416128] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:43.445461] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:43.524288] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:43.598542] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:43.666308] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:43.750646] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:43.759181] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:43.826241] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:43.916736] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:43.998317] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:44.055274] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:44.055537] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:44.172732] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:44.238834] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:44.285212] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:44.361297] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:44.428437] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:44.475965] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:44.513801] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:44.514111] [INFO ] [CONFIGURE ] ANNX: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-27T19:20:44.515030] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Tests: 144/1890 | Remaining: 1746 | Rate: 90.3/min
[2025-11-27T19:20:44.515153] [INFO ] [CONFIGURE ] ANNX: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:20:44.515255] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:20:44.668969] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:44.669165] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-27T19:20:44.669964] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 145/1890 | Remaining: 1745 | Rate: 90.7/min
[2025-11-27T19:20:44.670057] [INFO ] [CONFIGURE ] AFCG: Testing feature 12/29: add_obv_interval
[2025-11-27T19:20:44.670118] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-27T19:20:44.673973] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:44.674261] [INFO ] [CONFIGURE ] AFG: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:20:44.675054] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 146/1890 | Remaining: 1744 | Rate: 91.4/min
[2025-11-27T19:20:44.675165] [INFO ] [CONFIGURE ] AFG: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:20:44.675257] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-27T19:20:44.712554] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:44.792637] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:44.917810] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:44.956822] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:44.961634] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:45.076646] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:45.160569] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:45.195994] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:45.253179] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:45.356260] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:45.404607] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:45.437024] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:45.437332] [INFO ] [CONFIGURE ] AMH: KEPT add_exhaustion_signals (score: 80.00%)
[2025-11-27T19:20:45.438174] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 147/1890 | Remaining: 1743 | Rate: 91.3/min
[2025-11-27T19:20:45.438291] [INFO ] [CONFIGURE ] AMH: Testing feature 6/29: add_failed_moves
[2025-11-27T19:20:45.438403] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:20:45.542007] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:45.629684] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:45.649497] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:45.679519] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:45.828741] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:45.893159] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:45.906537] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:45.924145] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:46.119535] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:46.136283] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:46.163393] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:46.184339] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:46.380374] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:46.407545] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:46.413858] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:46.471440] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:46.649064] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:46.654728] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:46.703306] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:46.748914] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:46.891086] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:46.902285] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:46.992137] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:47.026990] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:47.136445] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:47.148691] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:47.148858] [INFO ] [CONFIGURE ] AFG: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:20:47.149728] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Tests: 148/1890 | Remaining: 1742 | Rate: 90.3/min
[2025-11-27T19:20:47.149841] [INFO ] [CONFIGURE ] AFG: Testing feature 8/29: add_macd
[2025-11-27T19:20:47.149893] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-27T19:20:47.282625] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:47.305599] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:47.305908] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-27T19:20:47.306845] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 149/1890 | Remaining: 1741 | Rate: 90.7/min
[2025-11-27T19:20:47.306968] [INFO ] [CONFIGURE ] ANNX: Testing feature 3/29: add_daily_returns
[2025-11-27T19:20:47.307070] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:20:47.388785] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:47.482898] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:47.541329] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:47.582789] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:47.583077] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:20:47.583945] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 150/1890 | Remaining: 1740 | Rate: 91.1/min
[2025-11-27T19:20:47.584075] [INFO ] [CONFIGURE ] AFCG: Testing feature 13/29: add_opening_strength
[2025-11-27T19:20:47.584185] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:20:47.636637] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:47.778655] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:47.818479] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:47.880693] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:20:47.880877] [INFO ] [CONFIGURE ] AMH: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:20:47.881633] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 151/1890 | Remaining: 1739 | Rate: 91.4/min
[2025-11-27T19:20:47.881803] [INFO ] [CONFIGURE ] AMH: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:20:47.881921] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-27T19:20:47.916380] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:48.017043] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:48.129886] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:48.138839] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:48.241062] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:20:48.254004] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:48.396012] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:48.467063] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:48.491998] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:48.574768] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:48.640786] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:48.733242] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:48.793353] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:48.883500] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:48.912707] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:48.970756] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:49.117046] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:49.128034] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:49.211027] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:49.253245] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:49.384724] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:49.438605] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:49.446833] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:49.592401] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:49.633019] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:49.686214] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:20:49.686523] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-27T19:20:49.687420] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 152/1890 | Remaining: 1738 | Rate: 90.4/min
[2025-11-27T19:20:49.687538] [INFO ] [CONFIGURE ] ANNX: Testing feature 4/29: add_ema
[2025-11-27T19:20:49.687669] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:20:49.769219] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:49.873520] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:49.935221] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:49.968043] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:50.093965] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:50.113776] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:50.253222] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:50.276423] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:50.355260] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:20:50.355586] [INFO ] [CONFIGURE ] AMH: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:20:50.356344] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 153/1890 | Remaining: 1737 | Rate: 90.4/min
[2025-11-27T19:20:50.356464] [INFO ] [CONFIGURE ] AMH: Testing feature 8/29: add_macd
[2025-11-27T19:20:50.356562] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-27T19:20:50.421894] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:50.422160] [INFO ] [CONFIGURE ] AFG: DISCARDED add_macd (score: 30.00%)
[2025-11-27T19:20:50.422953] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 154/1890 | Remaining: 1736 | Rate: 90.9/min
[2025-11-27T19:20:50.423063] [INFO ] [CONFIGURE ] AFG: Testing feature 9/29: add_mfi
[2025-11-27T19:20:50.423158] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-27T19:20:50.530403] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:50.616950] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:50.673908] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:50.677483] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:50.808462] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:50.930003] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:50.962180] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:50.962495] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:20:50.963297] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 155/1890 | Remaining: 1735 | Rate: 91.0/min
[2025-11-27T19:20:50.963414] [INFO ] [CONFIGURE ] AFCG: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:20:50.963509] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-27T19:20:50.991648] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:51.080354] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:51.181510] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:51.282630] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:51.296788] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:51.356110] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:51.434540] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:51.603250] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:51.628503] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:51.631265] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:51.688256] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:51.917922] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:51.936489] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:51.939832] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:51.947703] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:52.194552] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:52.203900] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:52.242879] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:52.269808] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:52.462692] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:52.478167] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:52.478516] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:20:52.479467] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 156/1890 | Remaining: 1734 | Rate: 90.3/min
[2025-11-27T19:20:52.479612] [INFO ] [CONFIGURE ] ANNX: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:20:52.479741] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:20:52.547771] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:52.605181] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:52.722824] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:52.755400] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:52.853503] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:52.934477] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:52.982373] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:52.982736] [INFO ] [CONFIGURE ] AFG: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:20:52.983512] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 157/1890 | Remaining: 1733 | Rate: 90.4/min
[2025-11-27T19:20:52.983638] [INFO ] [CONFIGURE ] AFG: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:20:52.983731] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:20:53.036097] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:53.159795] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:53.266717] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:53.310943] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:53.319280] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:53.470224] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:53.597490] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:53.600626] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:53.600964] [INFO ] [CONFIGURE ] AMH: DISCARDED add_macd (score: 80.00%)
[2025-11-27T19:20:53.601835] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 158/1890 | Remaining: 1732 | Rate: 90.4/min
[2025-11-27T19:20:53.601962] [INFO ] [CONFIGURE ] AMH: Testing feature 9/29: add_mfi
[2025-11-27T19:20:53.602064] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-27T19:20:53.651561] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:53.787051] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:20:53.868365] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:53.879915] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:53.988145] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:54.096108] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:20:54.096397] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:20:54.097174] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 159/1890 | Remaining: 1731 | Rate: 90.6/min
[2025-11-27T19:20:54.097291] [INFO ] [CONFIGURE ] AFCG: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:20:54.097383] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-27T19:20:54.136611] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:54.162957] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:54.332100] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:54.393380] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:54.403871] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:54.447790] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:54.658838] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:54.662978] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:54.684763] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:54.732774] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:54.921505] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:54.983802] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:54.993910] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:55.019420] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:55.175285] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:55.276780] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:55.307231] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:55.307732] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-27T19:20:55.308798] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 160/1890 | Remaining: 1730 | Rate: 90.1/min
[2025-11-27T19:20:55.308973] [INFO ] [CONFIGURE ] ANNX: Testing feature 6/29: add_failed_moves
[2025-11-27T19:20:55.309114] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:20:55.324823] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:55.431402] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:20:55.541382] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:55.577625] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:55.656186] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:20:55.687411] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:55.771049] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:55.879228] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:55.947014] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:55.990083] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:56.001680] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:56.181372] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:56.200193] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:56.200424] [INFO ] [CONFIGURE ] AMH: DISCARDED add_mfi (score: 70.00%)
[2025-11-27T19:20:56.201174] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 161/1890 | Remaining: 1729 | Rate: 89.9/min
[2025-11-27T19:20:56.201262] [INFO ] [CONFIGURE ] AMH: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:20:56.201323] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:20:56.233423] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:56.325476] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:56.325727] [INFO ] [CONFIGURE ] AFG: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:20:56.326488] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 162/1890 | Remaining: 1728 | Rate: 90.4/min
[2025-11-27T19:20:56.326613] [INFO ] [CONFIGURE ] AFG: Testing feature 11/29: add_obv_daily
[2025-11-27T19:20:56.326706] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-27T19:20:56.470451] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:56.493120] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:56.529597] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:56.596363] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:56.698321] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:56.797110] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:56.852342] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:20:56.868357] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:56.924821] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:57.098040] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:57.098344] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-27T19:20:57.099182] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 163/1890 | Remaining: 1727 | Rate: 90.3/min
[2025-11-27T19:20:57.099292] [INFO ] [CONFIGURE ] AFCG: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:20:57.099384] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-27T19:20:57.138911] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:57.151283] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:57.172837] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:20:57.378655] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:20:57.399103] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:57.412469] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:57.505060] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:20:57.607013] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:57.607320] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-27T19:20:57.608192] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 164/1890 | Remaining: 1726 | Rate: 90.4/min
[2025-11-27T19:20:57.608307] [INFO ] [CONFIGURE ] ANNX: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:20:57.608406] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:20:57.684569] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:20:57.699487] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:20:57.825254] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:57.841208] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:57.957095] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:57.999294] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:20:58.042693] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:58.174979] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:20:58.227694] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:20:58.262335] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:20:58.302167] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:20:58.483890] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:20:58.502622] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:20:58.517392] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:20:58.602515] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:20:58.704439] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:20:58.775973] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:58.864008] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:58.908454] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:20:58.926086] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:20:59.050206] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:20:59.050487] [INFO ] [CONFIGURE ] AFG: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:20:59.051230] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 165/1890 | Remaining: 1725 | Rate: 89.8/min
[2025-11-27T19:20:59.051352] [INFO ] [CONFIGURE ] AFG: Testing feature 12/29: add_obv_interval
[2025-11-27T19:20:59.051417] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-27T19:20:59.148966] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:59.196507] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:20:59.213207] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:20:59.305775] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:20:59.370717] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:20:59.518951] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:20:59.527777] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:20:59.528090] [INFO ] [CONFIGURE ] AMH: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:20:59.528898] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 166/1890 | Remaining: 1724 | Rate: 89.9/min
[2025-11-27T19:20:59.529019] [INFO ] [CONFIGURE ] AMH: Testing feature 11/29: add_obv_daily
[2025-11-27T19:20:59.529118] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-27T19:20:59.558651] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:20:59.594932] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:20:59.800150] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:20:59.814054] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:20:59.819710] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:20:59.821362] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-27T19:20:59.822169] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 167/1890 | Remaining: 1723 | Rate: 90.2/min
[2025-11-27T19:20:59.822287] [INFO ] [CONFIGURE ] ANNX: Testing feature 8/29: add_macd
[2025-11-27T19:20:59.822386] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:20:59.828155] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:00.076358] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:00.102978] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:00.147205] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:00.155078] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:00.155392] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-27T19:21:00.156218] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 168/1890 | Remaining: 1722 | Rate: 90.5/min
[2025-11-27T19:21:00.156335] [INFO ] [CONFIGURE ] AFCG: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:21:00.156431] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-27T19:21:00.332927] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:00.394181] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:00.435948] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:00.465838] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:00.601071] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:00.686884] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:00.791183] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:00.905190] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:00.965906] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:01.050956] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:01.195355] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:01.339565] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:01.351536] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:01.387317] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:01.494421] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:01.635727] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:01.692727] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:01.751700] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:01.822762] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:01.905062] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:01.905375] [INFO ] [CONFIGURE ] AFG: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-27T19:21:01.906214] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 169/1890 | Remaining: 1721 | Rate: 89.6/min
[2025-11-27T19:21:01.906340] [INFO ] [CONFIGURE ] AFG: Testing feature 13/29: add_opening_strength
[2025-11-27T19:21:01.906448] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:21:02.019132] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:02.029881] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:02.099652] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:02.202089] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:02.323382] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:02.345284] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:02.386309] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:02.504569] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:02.613923] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:02.614232] [INFO ] [CONFIGURE ] AMH: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:21:02.615104] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 170/1890 | Remaining: 1720 | Rate: 89.6/min
[2025-11-27T19:21:02.615234] [INFO ] [CONFIGURE ] AMH: Testing feature 12/29: add_obv_interval
[2025-11-27T19:21:02.615338] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-27T19:21:02.676036] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:02.684715] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:02.810867] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:02.880865] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:02.984787] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:03.009376] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:03.122757] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:03.155911] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:03.282875] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:03.283167] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:21:03.284045] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 171/1890 | Remaining: 1719 | Rate: 89.6/min
[2025-11-27T19:21:03.284179] [INFO ] [CONFIGURE ] AFCG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:21:03.284295] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-27T19:21:03.339609] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:03.339915] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:21:03.340711] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 172/1890 | Remaining: 1718 | Rate: 90.1/min
[2025-11-27T19:21:03.340818] [INFO ] [CONFIGURE ] ANNX: Testing feature 9/29: add_mfi
[2025-11-27T19:21:03.340915] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:21:03.423182] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:03.425398] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:03.572393] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:03.575634] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:03.690301] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:03.730940] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:03.810469] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:03.857642] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:03.954455] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:04.030173] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:04.047162] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:04.143024] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:04.223048] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:04.282916] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:04.328169] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:04.416026] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:04.490811] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:04.517920] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:04.633350] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:04.687632] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:04.757162] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:04.761445] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:04.939539] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:04.939733] [INFO ] [CONFIGURE ] AFG: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:21:04.940534] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 173/1890 | Remaining: 1717 | Rate: 89.4/min
[2025-11-27T19:21:04.940650] [INFO ] [CONFIGURE ] AFG: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:21:04.940813] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-27T19:21:04.969304] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:04.999116] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:05.040364] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:05.214752] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:05.236849] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:05.248438] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:05.313137] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:05.313443] [INFO ] [CONFIGURE ] AMH: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:21:05.314286] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 174/1890 | Remaining: 1716 | Rate: 89.6/min
[2025-11-27T19:21:05.314403] [INFO ] [CONFIGURE ] AMH: Testing feature 13/29: add_opening_strength
[2025-11-27T19:21:05.314519] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:21:05.474946] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:05.492771] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:05.520639] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:05.615115] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:05.715085] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:05.715362] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_mfi (score: 40.00%)
[2025-11-27T19:21:05.716131] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 175/1890 | Remaining: 1715 | Rate: 89.8/min
[2025-11-27T19:21:05.716238] [INFO ] [CONFIGURE ] ANNX: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:21:05.716336] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:21:05.768721] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:05.793066] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:05.893746] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:06.023214] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:06.044593] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:06.074434] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:06.074762] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:21:06.075621] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 176/1890 | Remaining: 1714 | Rate: 90.0/min
[2025-11-27T19:21:06.075754] [INFO ] [CONFIGURE ] AFCG: Testing feature 20/29: add_price_rejection
[2025-11-27T19:21:06.075856] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-27T19:21:06.178764] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:06.329129] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:06.343812] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:06.398986] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:06.462202] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:06.606288] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:06.659639] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:06.717667] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:06.742984] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:06.882178] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:06.975003] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:07.030050] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:07.032211] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:07.160183] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:07.289256] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:07.328752] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:21:07.346458] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:07.437812] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:07.608400] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:07.621419] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:07.668131] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:07.716871] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:07.717180] [INFO ] [CONFIGURE ] AFG: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:21:07.718000] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 177/1890 | Remaining: 1713 | Rate: 89.3/min
[2025-11-27T19:21:07.718150] [INFO ] [CONFIGURE ] AFG: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:21:07.718206] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-27T19:21:07.914433] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:07.928197] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:07.964465] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:07.991220] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:08.205347] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:08.205650] [INFO ] [CONFIGURE ] AMH: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:21:08.206431] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 178/1890 | Remaining: 1712 | Rate: 89.4/min
[2025-11-27T19:21:08.206539] [INFO ] [CONFIGURE ] AMH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:21:08.206656] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-27T19:21:08.209251] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:08.248021] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:08.309932] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:08.458032] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:08.475742] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:08.571170] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:08.629376] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:08.705617] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:08.746890] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:08.895131] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:08.895419] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-27T19:21:08.896248] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 179/1890 | Remaining: 1711 | Rate: 89.4/min
[2025-11-27T19:21:08.896362] [INFO ] [CONFIGURE ] ANNX: Testing feature 11/29: add_obv_daily
[2025-11-27T19:21:08.896463] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:21:08.946129] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:08.954408] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:09.014977] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:09.151923] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:09.200327] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:09.266562] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:09.266767] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:21:09.267546] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 180/1890 | Remaining: 1710 | Rate: 89.6/min
[2025-11-27T19:21:09.267636] [INFO ] [CONFIGURE ] AFCG: Testing feature 21/29: add_range_position
[2025-11-27T19:21:09.267686] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-27T19:21:09.283312] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:09.411446] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:09.448431] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:09.553597] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:09.602289] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:09.667291] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:09.697358] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:09.825703] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:09.929772] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:09.939356] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:09.959648] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:10.097988] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:10.195610] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:10.211680] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:10.211971] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:21:10.212767] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 181/1890 | Remaining: 1709 | Rate: 89.4/min
[2025-11-27T19:21:10.212883] [INFO ] [CONFIGURE ] AFG: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:21:10.212982] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-27T19:21:10.273792] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:10.368938] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:10.459942] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:10.476458] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:10.603641] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:10.654233] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:10.743149] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:10.774843] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:10.950421] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:10.961198] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:10.961516] [INFO ] [CONFIGURE ] AMH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:21:10.962354] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 182/1890 | Remaining: 1708 | Rate: 89.4/min
[2025-11-27T19:21:10.962475] [INFO ] [CONFIGURE ] AMH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:21:10.962568] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-27T19:21:11.077674] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:11.093538] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:11.269128] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:11.344235] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:11.414237] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:11.471657] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:11.569998] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:11.711017] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:11.723943] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:11.724282] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:21:11.725180] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 183/1890 | Remaining: 1707 | Rate: 89.3/min
[2025-11-27T19:21:11.725299] [INFO ] [CONFIGURE ] ANNX: Testing feature 12/29: add_obv_interval
[2025-11-27T19:21:11.725432] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-27T19:21:11.815771] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:11.840334] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:11.976743] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:12.041326] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:12.094338] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:12.101999] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:12.234343] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:12.349597] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:12.378793] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:12.388764] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:12.475304] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:12.598864] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:12.670171] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:12.712324] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:12.712662] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:21:12.713468] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 184/1890 | Remaining: 1706 | Rate: 89.1/min
[2025-11-27T19:21:12.713607] [INFO ] [CONFIGURE ] AFCG: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:21:12.713714] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-27T19:21:12.716998] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:12.842209] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:21:12.942901] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:12.992320] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:13.095628] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:13.118066] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:13.213361] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:13.213680] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-27T19:21:13.214458] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 185/1890 | Remaining: 1705 | Rate: 89.2/min
[2025-11-27T19:21:13.214589] [INFO ] [CONFIGURE ] AFG: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:21:13.214691] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-27T19:21:13.232308] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:13.357452] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:13.484164] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:13.487029] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:13.507634] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:13.622408] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:13.622718] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:21:13.623515] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 186/1890 | Remaining: 1704 | Rate: 89.4/min
[2025-11-27T19:21:13.623676] [INFO ] [CONFIGURE ] AMH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:21:13.623792] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-27T19:21:13.741962] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:13.761937] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:13.898051] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:13.905612] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:14.000742] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:14.031467] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:14.164132] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:14.257236] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:14.257548] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:21:14.258465] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 187/1890 | Remaining: 1703 | Rate: 89.4/min
[2025-11-27T19:21:14.258600] [INFO ] [CONFIGURE ] ANNX: Testing feature 13/29: add_opening_strength
[2025-11-27T19:21:14.258698] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:21:14.302490] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:14.315632] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:14.426476] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:14.541279] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:14.575283] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:14.690483] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:14.703879] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:14.824742] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:14.858538] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:14.957344] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:15.105684] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:15.114412] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:15.142125] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:15.226709] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:15.397005] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:15.431311] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:21:15.494043] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:15.497532] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:15.683212] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:15.713333] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:15.766364] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:15.883506] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:15.966887] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:15.996661] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:15.996982] [INFO ] [CONFIGURE ] AFG: KEPT add_pbf_return_2d (score: 80.00%)
[2025-11-27T19:21:15.997820] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 188/1890 | Remaining: 1702 | Rate: 88.7/min
[2025-11-27T19:21:15.997949] [INFO ] [CONFIGURE ] AFG: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:21:15.998052] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-27T19:21:16.039136] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:16.253160] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:16.267483] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:16.282340] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:16.306312] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:16.306641] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:21:16.307405] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 189/1890 | Remaining: 1701 | Rate: 88.9/min
[2025-11-27T19:21:16.307514] [INFO ] [CONFIGURE ] AMH: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:21:16.307616] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-27T19:21:16.541875] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:16.574484] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:16.580221] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:16.659684] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:16.659998] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:21:16.660816] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 190/1890 | Remaining: 1700 | Rate: 89.2/min
[2025-11-27T19:21:16.660937] [INFO ] [CONFIGURE ] AFCG: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:21:16.661041] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-27T19:21:16.816998] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:16.835513] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:16.863833] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:16.946436] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:17.086945] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:17.087221] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-27T19:21:17.088017] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 191/1890 | Remaining: 1699 | Rate: 89.3/min
[2025-11-27T19:21:17.088148] [INFO ] [CONFIGURE ] ANNX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:21:17.088240] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-27T19:21:17.101134] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:17.151425] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:17.240146] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:17.337141] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:17.364133] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:17.447136] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:17.533045] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:17.588656] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:17.628425] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:17.739496] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:17.822425] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:17.838077] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:17.892888] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:18.025882] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:18.098838] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:18.139228] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:18.159623] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:18.312848] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:18.370408] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:18.424066] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:18.429195] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:18.607789] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:18.635475] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:18.698341] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:18.712516] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:18.904646] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:18.904950] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:21:18.905824] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 192/1890 | Remaining: 1698 | Rate: 88.5/min
[2025-11-27T19:21:18.905947] [INFO ] [CONFIGURE ] AFG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:21:18.906048] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-27T19:21:18.909916] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:18.972981] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:18.973294] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:21:18.974078] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 193/1890 | Remaining: 1697 | Rate: 89.0/min
[2025-11-27T19:21:18.974190] [INFO ] [CONFIGURE ] AMH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:21:18.974281] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-27T19:21:19.000775] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:19.181226] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:19.192080] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:19.215927] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:19.297205] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:19.450994] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:19.453690] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:19.473653] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:19.589319] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:19.589482] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:21:19.590257] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 194/1890 | Remaining: 1696 | Rate: 89.0/min
[2025-11-27T19:21:19.590332] [INFO ] [CONFIGURE ] AFCG: Testing feature 24/29: add_rsi
[2025-11-27T19:21:19.590381] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-27T19:21:19.698719] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:19.727485] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:19.727821] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-27T19:21:19.728653] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 195/1890 | Remaining: 1695 | Rate: 89.4/min
[2025-11-27T19:21:19.728773] [INFO ] [CONFIGURE ] ANNX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:21:19.728869] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:21:19.755700] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:19.956288] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:19.968913] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:19.983234] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:20.050139] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:20.200059] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:20.203007] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:20.331611] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:20.336009] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:20.432507] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:20.447809] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:20.632743] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:20.658028] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:20.695466] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:20.697884] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:20.882318] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:20.917123] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:20.944252] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:21.048932] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:21.107834] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:21.200321] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:21:21.206308] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:21.332611] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:21.393238] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:21.451459] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:21.451772] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:21:21.452529] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 196/1890 | Remaining: 1694 | Rate: 88.6/min
[2025-11-27T19:21:21.452656] [INFO ] [CONFIGURE ] AMH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:21:21.452708] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-27T19:21:21.486513] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:21.562044] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:21.692107] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:21.742183] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:21:21.773700] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:21.774022] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:21:21.774869] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 197/1890 | Remaining: 1693 | Rate: 88.9/min
[2025-11-27T19:21:21.774995] [INFO ] [CONFIGURE ] AFG: Testing feature 20/29: add_price_rejection
[2025-11-27T19:21:21.775048] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-27T19:21:21.791766] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:21.939336] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:22.024841] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:22.025126] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-27T19:21:22.025870] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 198/1890 | Remaining: 1692 | Rate: 89.2/min
[2025-11-27T19:21:22.025978] [INFO ] [CONFIGURE ] ANNX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:21:22.026028] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-27T19:21:22.080885] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:22.092034] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:22.179212] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:22.267956] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:22.388499] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:22.420674] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:22.440658] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:22.506353] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:22.665649] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:22.700885] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:22.749121] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:22.791523] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:22.908710] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:22.989819] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:23.017287] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:23.140306] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:23.140641] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:21:23.141411] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 199/1890 | Remaining: 1691 | Rate: 88.9/min
[2025-11-27T19:21:23.141533] [INFO ] [CONFIGURE ] AFCG: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:21:23.141651] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-27T19:21:23.150244] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:23.231226] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:23.322982] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:23.394641] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:23.415460] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:23.474139] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:23.629204] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:23.638230] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:23.691753] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:23.717159] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:23.878518] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:23.878829] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:21:23.879558] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 200/1890 | Remaining: 1690 | Rate: 88.8/min
[2025-11-27T19:21:23.879681] [INFO ] [CONFIGURE ] AMH: Testing feature 20/29: add_price_rejection
[2025-11-27T19:21:23.879730] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-27T19:21:23.935501] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:23.968671] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:23.970988] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:24.139207] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:24.220255] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:24.246072] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:24.260864] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:24.397909] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:24.465244] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:24.465537] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-27T19:21:24.466345] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 201/1890 | Remaining: 1689 | Rate: 88.9/min
[2025-11-27T19:21:24.466455] [INFO ] [CONFIGURE ] ANNX: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:21:24.466546] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-27T19:21:24.552227] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:24.580420] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:24.660833] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:24.712248] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:24.843050] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:24.918145] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:24.918487] [INFO ] [CONFIGURE ] AFG: DISCARDED add_price_rejection (score: 20.00%)
[2025-11-27T19:21:24.919273] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 202/1890 | Remaining: 1688 | Rate: 89.0/min
[2025-11-27T19:21:24.919393] [INFO ] [CONFIGURE ] AFG: Testing feature 21/29: add_range_position
[2025-11-27T19:21:24.919494] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_range_position']
[2025-11-27T19:21:24.924663] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:24.965314] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:25.131332] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:25.188203] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:25.216873] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:25.245318] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:25.414410] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:25.452241] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:25.470789] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:21:25.564246] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:25.699266] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:25.715936] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:25.722941] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:25.884495] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:25.977494] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:25.980856] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:25.983351] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:25.983660] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:21:25.984442] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 203/1890 | Remaining: 1687 | Rate: 88.8/min
[2025-11-27T19:21:25.984587] [INFO ] [CONFIGURE ] AFCG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:21:25.984688] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-11-27T19:21:26.210733] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:26.234767] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:26.249534] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:26.271978] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:26.500923] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:26.516109] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:26.516407] [INFO ] [CONFIGURE ] AMH: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:21:26.517168] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 204/1890 | Remaining: 1686 | Rate: 88.9/min
[2025-11-27T19:21:26.517279] [INFO ] [CONFIGURE ] AMH: Testing feature 21/29: add_range_position
[2025-11-27T19:21:26.517370] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-27T19:21:26.541420] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:26.561423] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:26.761352] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:26.790424] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:26.849157] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:26.865760] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:27.017464] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:27.017768] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-27T19:21:27.018563] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 205/1890 | Remaining: 1685 | Rate: 89.0/min
[2025-11-27T19:21:27.018688] [INFO ] [CONFIGURE ] ANNX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:21:27.018779] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-27T19:21:27.065325] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:27.140074] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:27.189470] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:27.241746] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:27.342534] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:27.433452] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:27.464322] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:27.511161] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:27.621987] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:27.686079] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:27.728071] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:21:27.829370] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:27.901340] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:27.910792] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.029113] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:28.133670] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.141607] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.141903] [INFO ] [CONFIGURE ] AFG: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:21:28.142704] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 206/1890 | Remaining: 1684 | Rate: 88.7/min
[2025-11-27T19:21:28.142821] [INFO ] [CONFIGURE ] AFG: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:21:28.142918] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-27T19:21:28.177433] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:28.330101] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:28.356130] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.456457] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.518961] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:28.579881] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:28.618141] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.732745] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:28.805945] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.891591] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.913653] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:28.913949] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:21:28.914782] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 207/1890 | Remaining: 1683 | Rate: 88.6/min
[2025-11-27T19:21:28.914908] [INFO ] [CONFIGURE ] AFCG: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:21:28.915011] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-11-27T19:21:29.012149] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:29.031784] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:29.241889] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:29.259683] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:29.259969] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-27T19:21:29.260750] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 208/1890 | Remaining: 1682 | Rate: 88.8/min
[2025-11-27T19:21:29.260862] [INFO ] [CONFIGURE ] ANNX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:21:29.260951] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-27T19:21:29.266856] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:29.288644] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:29.288926] [INFO ] [CONFIGURE ] AMH: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:21:29.289714] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 209/1890 | Remaining: 1681 | Rate: 89.3/min
[2025-11-27T19:21:29.289840] [INFO ] [CONFIGURE ] AMH: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:21:29.289931] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-27T19:21:29.480012] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:29.550274] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:29.629700] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:29.654339] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:29.699186] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:29.863442] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:29.920259] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:29.971496] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:30.045690] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:30.137359] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:21:30.176417] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:30.313683] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:30.355263] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:30.425250] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:30.485923] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:30.574484] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:30.659508] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:30.796869] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:30.797107] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:30.810129] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:31.009297] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:31.018701] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:31.102894] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:31.191326] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:31.238637] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:31.351056] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:31.409431] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:31.466336] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:31.466943] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-27T19:21:31.467701] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 210/1890 | Remaining: 1680 | Rate: 88.3/min
[2025-11-27T19:21:31.467814] [INFO ] [CONFIGURE ] ANNX: Testing feature 20/29: add_price_rejection
[2025-11-27T19:21:31.467904] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-27T19:21:31.581724] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:31.696372] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:31.712264] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:31.718822] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:31.957272] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:31.966914] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:31.967226] [INFO ] [CONFIGURE ] AFG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-27T19:21:31.968212] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 211/1890 | Remaining: 1679 | Rate: 88.4/min
[2025-11-27T19:21:31.968338] [INFO ] [CONFIGURE ] AFG: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:21:31.968439] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-11-27T19:21:32.028991] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:32.029327] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:21:32.030159] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 212/1890 | Remaining: 1678 | Rate: 88.8/min
[2025-11-27T19:21:32.030283] [INFO ] [CONFIGURE ] AFCG: Testing feature 28/29: add_volume_profile
[2025-11-27T19:21:32.030388] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-11-27T19:21:32.049384] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:32.199852] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:32.257733] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:32.332499] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:32.406271] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:32.441066] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:32.556005] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:32.645115] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:32.687752] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:32.759437] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:32.759765] [INFO ] [CONFIGURE ] AMH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:21:32.760594] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 213/1890 | Remaining: 1677 | Rate: 88.8/min
[2025-11-27T19:21:32.760722] [INFO ] [CONFIGURE ] AMH: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:21:32.760814] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-27T19:21:32.847554] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:32.930909] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:32.964124] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:33.009607] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:33.145335] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:33.172594] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:33.259369] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:33.275766] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:33.416958] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:33.446870] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:33.510311] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:33.575821] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:33.667017] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:33.758334] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:33.764846] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:33.874052] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:33.917014] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:33.917286] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-27T19:21:33.918066] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 214/1890 | Remaining: 1676 | Rate: 88.5/min
[2025-11-27T19:21:33.918219] [INFO ] [CONFIGURE ] ANNX: Testing feature 21/29: add_range_position
[2025-11-27T19:21:33.918326] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-27T19:21:34.023496] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:34.088601] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:34.173450] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:34.183908] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:34.282716] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:34.391720] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:34.449595] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:34.474711] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:34.547190] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:34.684924] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:34.707025] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:34.770710] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:34.810262] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:34.969887] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:21:34.988912] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:34.989250] [INFO ] [CONFIGURE ] AFG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:21:34.990087] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 215/1890 | Remaining: 1675 | Rate: 88.2/min
[2025-11-27T19:21:34.990215] [INFO ] [CONFIGURE ] AFG: Testing feature 24/29: add_rsi
[2025-11-27T19:21:34.990320] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-11-27T19:21:35.070458] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:35.070982] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:35.071287] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:21:35.072100] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 216/1890 | Remaining: 1674 | Rate: 88.6/min
[2025-11-27T19:21:35.072226] [INFO ] [CONFIGURE ] AFCG: Testing feature 29/29: add_vwap
[2025-11-27T19:21:35.072327] [INFO ] [CONFIGURE ] AFCG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-11-27T19:21:35.227151] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:35.332369] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:35.332687] [INFO ] [CONFIGURE ] AMH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:21:35.333511] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 217/1890 | Remaining: 1673 | Rate: 88.8/min
[2025-11-27T19:21:35.333643] [INFO ] [CONFIGURE ] AMH: Testing feature 24/29: add_rsi
[2025-11-27T19:21:35.333740] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-27T19:21:35.335192] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:35.368329] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:35.490757] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:35.642650] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:35.671829] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:35.687497] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:35.751640] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:35.949226] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:35.980477] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:36.012094] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:36.033240] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:36.255026] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:36.276156] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:36.285315] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:36.380930] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:36.541555] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:36.541820] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:21:36.542590] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 218/1890 | Remaining: 1672 | Rate: 88.5/min
[2025-11-27T19:21:36.542705] [INFO ] [CONFIGURE ] ANNX: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:21:36.542796] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-27T19:21:36.564131] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:36.591388] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:36.740772] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:36.864108] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:36.867498] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:36.904569] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:21:37.092995] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:37.168737] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:37.187968] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:37.216278] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:37.442996] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:37.484235] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:21:37.510934] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:37.527335] [DEBUG] [FORECASTER] AFCG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:37.794542] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:37.798061] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:37.838474] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:21:37.859707] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:38.113638] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:38.148944] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:38.161674] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:38.168922] [DEBUG] [FORECASTER] AFCG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:38.169231] [INFO ] [CONFIGURE ] AFCG: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:21:38.170050] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 219/1890 | Remaining: 1671 | Rate: 88.0/min
[2025-11-27T19:21:38.170174] [INFO ] [CONFIGURE ] AFCG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:21:38.170273] [INFO ] [CONFIGURE ] AFCG: Best accuracy: 90.00%
[2025-11-27T19:21:38.170371] [INFO ] [CONFIGURE ] AFCG: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:21:38.170419] [INFO ] [CONFIGURE ] AFCG: Improvement over baseline: 10.00%
[2025-11-27T19:21:38.170508] [INFO ] [CONFIGURE ] AFCG: Total time: 1.3 minutes
[2025-11-27T19:21:38.170613] [INFO ] [CONFIGURE ] AFCG: Average time per feature: 2.8 seconds
[2025-11-27T19:21:38.170659] [INFO ] [CONFIGURE ] AFCG: Average speed: 0.37 features/sec
[2025-11-27T19:21:38.170968] [INFO ] [LOCAL     ] Saved configuration for AFCG: 2 features, 90.00% accuracy -> ./output/feature-sets/AFCG.json
[2025-11-27T19:21:38.171077] [INFO ] [CONFIGURE ] AFCG: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-27T19:21:38.172104] [INFO ] [sig       ] [5/63] AFCG OK in 1m 21s. ETA: 28m 53s. Rate: 2.0 sym/min
[2025-11-27T19:21:38.172698] [INFO ] [CONFIGURE ] AOD: Configurate test run.
[2025-11-27T19:21:38.172755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-11-27T19:21:38.280555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-11-27T19:21:38.281005] [INFO ] [CONFIGURE ] AOD: Testing with 29 available features
[2025-11-27T19:21:38.281348] [INFO ] [CONFIGURE ] AOD: Establishing baseline with no features...
[2025-11-27T19:21:38.434104] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:38.434419] [INFO ] [CONFIGURE ] AMH: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:21:38.435266] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 220/1890 | Remaining: 1670 | Rate: 88.2/min
[2025-11-27T19:21:38.435379] [INFO ] [CONFIGURE ] AMH: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:21:38.435474] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-27T19:21:38.460725] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:38.489807] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:38.512177] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:38.512509] [INFO ] [CONFIGURE ] AFG: DISCARDED add_rsi (score: 40.00%)
[2025-11-27T19:21:38.513386] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 221/1890 | Remaining: 1669 | Rate: 88.6/min
[2025-11-27T19:21:38.513517] [INFO ] [CONFIGURE ] AFG: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:21:38.513634] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-11-27T19:21:38.637159] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:38.686161] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:38.812946] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:38.816714] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:38.820033] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:38.937686] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:38.989737] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:39.110886] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:39.148667] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:39.166112] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:39.184760] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:39.342678] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:39.403832] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:39.435037] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:39.476546] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:39.518974] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:39.686866] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:39.695690] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:39.698309] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:39.806973] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:39.807186] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-27T19:21:39.807980] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 222/1890 | Remaining: 1668 | Rate: 88.2/min
[2025-11-27T19:21:39.808089] [INFO ] [CONFIGURE ] ANNX: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:21:39.808193] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-27T19:21:39.876156] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:39.943362] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:40.007712] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:40.042392] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:40.056914] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:40.057204] [INFO ] [CONFIGURE ] AOD: Baseline score (no features): 50.00%
[2025-11-27T19:21:40.057659] [INFO ] [CONFIGURE ] AOD: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:21:40.057781] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:21:40.206430] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:40.275414] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:40.282020] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:40.301118] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:40.461355] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:40.509066] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:40.511056] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:40.601008] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:40.719634] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:40.736515] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:40.743957] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:40.901088] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:40.963662] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:40.975510] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:40.975820] [INFO ] [CONFIGURE ] AMH: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:21:40.976654] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 224/1890 | Remaining: 1666 | Rate: 88.3/min
[2025-11-27T19:21:40.976715] [INFO ] [CONFIGURE ] AMH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:21:40.976753] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-27T19:21:40.980556] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:41.187277] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:21:41.199217] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:41.213431] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:41.230328] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:41.410748] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:41.452017] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:41.487703] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:41.504226] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:41.504542] [INFO ] [CONFIGURE ] AFG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:21:41.505435] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 225/1890 | Remaining: 1665 | Rate: 88.4/min
[2025-11-27T19:21:41.505766] [INFO ] [CONFIGURE ] AFG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:21:41.505881] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-11-27T19:21:41.639218] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:41.694731] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:41.762010] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:41.817907] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:41.867827] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:41.935699] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:42.021652] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:42.097923] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:42.130257] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:42.176231] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:42.176394] [INFO ] [CONFIGURE ] ANNX: KEPT add_recent_range_context (score: 60.00%)
[2025-11-27T19:21:42.177232] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 226/1890 | Remaining: 1664 | Rate: 88.4/min
[2025-11-27T19:21:42.177342] [INFO ] [CONFIGURE ] ANNX: Testing feature 24/29: add_rsi
[2025-11-27T19:21:42.177393] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-11-27T19:21:42.277341] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:42.322855] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:42.323032] [INFO ] [CONFIGURE ] AOD: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-27T19:21:42.323904] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Tests: 227/1890 | Remaining: 1663 | Rate: 88.7/min
[2025-11-27T19:21:42.324022] [INFO ] [CONFIGURE ] AOD: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:21:42.324073] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:21:42.439746] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:42.479903] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:42.535376] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:42.555059] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:42.750820] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:42.784597] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:42.789291] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:42.794888] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:43.024157] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:43.060330] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:43.067619] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:43.089843] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:43.256044] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:43.321185] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:43.380022] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:43.393650] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:43.489668] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:43.581375] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:43.581687] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:21:43.582523] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 228/1890 | Remaining: 1662 | Rate: 88.4/min
[2025-11-27T19:21:43.582643] [INFO ] [CONFIGURE ] AMH: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:21:43.582734] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-27T19:21:43.687985] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:43.701683] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:43.724762] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:43.852557] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:43.963668] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:43.995720] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:21:44.007771] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:44.127437] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:44.200042] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:44.293510] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:44.318381] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:44.401983] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:44.438346] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:44.599748] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:44.599928] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:21:44.600834] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 229/1890 | Remaining: 1661 | Rate: 88.2/min
[2025-11-27T19:21:44.600951] [INFO ] [CONFIGURE ] AFG: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:21:44.601001] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-11-27T19:21:44.639230] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:44.671261] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:44.679957] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:44.680256] [INFO ] [CONFIGURE ] AOD: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-27T19:21:44.681057] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 230/1890 | Remaining: 1660 | Rate: 88.5/min
[2025-11-27T19:21:44.681174] [INFO ] [CONFIGURE ] AOD: Testing feature 3/29: add_daily_returns
[2025-11-27T19:21:44.681271] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:21:44.909128] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:44.930114] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:44.939414] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:44.954256] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:45.179309] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:45.214883] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:45.217025] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:45.267980] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:45.268284] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_rsi (score: 40.00%)
[2025-11-27T19:21:45.269049] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Tests: 231/1890 | Remaining: 1659 | Rate: 88.6/min
[2025-11-27T19:21:45.269159] [INFO ] [CONFIGURE ] ANNX: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:21:45.269252] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_tick_distribution']
[2025-11-27T19:21:45.428060] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:45.494915] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:45.512017] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:45.521169] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:45.676051] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:45.755691] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:45.782627] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:45.825708] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:45.932549] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:21:45.999082] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:46.061652] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:46.132670] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:46.187339] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:46.239896] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:21:46.334107] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:21:46.334414] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:21:46.335298] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 232/1890 | Remaining: 1658 | Rate: 88.4/min
[2025-11-27T19:21:46.335414] [INFO ] [CONFIGURE ] AMH: Testing feature 28/29: add_volume_profile
[2025-11-27T19:21:46.335512] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-27T19:21:46.435559] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:46.442030] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:46.486357] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:46.606024] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:46.687374] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:46.730784] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:46.755699] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:46.860248] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:21:46.938267] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:46.978054] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:47.065918] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:47.123342] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:47.197996] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:47.198336] [INFO ] [CONFIGURE ] AOD: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:21:47.199111] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 233/1890 | Remaining: 1657 | Rate: 88.3/min
[2025-11-27T19:21:47.199232] [INFO ] [CONFIGURE ] AOD: Testing feature 4/29: add_ema
[2025-11-27T19:21:47.199334] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:21:47.225634] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:47.376862] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:47.383208] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:47.476699] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:47.508907] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:47.642273] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:21:47.689991] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:47.690318] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:21:47.691140] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Tests: 234/1890 | Remaining: 1656 | Rate: 88.4/min
[2025-11-27T19:21:47.691263] [INFO ] [CONFIGURE ] AFG: Testing feature 28/29: add_volume_profile
[2025-11-27T19:21:47.691369] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile']
[2025-11-27T19:21:47.727730] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:47.728000] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:21:47.728849] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Tests: 235/1890 | Remaining: 1655 | Rate: 88.7/min
[2025-11-27T19:21:47.728965] [INFO ] [CONFIGURE ] ANNX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:21:47.729055] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-11-27T19:21:47.816000] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:47.905975] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:47.980013] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:47.990817] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:48.119026] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:48.167077] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:21:48.228911] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:48.292358] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:48.425947] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:48.430669] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:48.485132] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:48.597392] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:48.695281] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:48.724761] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:48.740776] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:21:48.901287] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:48.958999] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:48.959280] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:21:48.960123] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Tests: 236/1890 | Remaining: 1654 | Rate: 88.4/min
[2025-11-27T19:21:48.960233] [INFO ] [CONFIGURE ] AMH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:21:48.960326] [INFO ] [CONFIGURE ] AMH: Best accuracy: 80.00%
[2025-11-27T19:21:48.960415] [INFO ] [CONFIGURE ] AMH: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:21:48.960504] [INFO ] [CONFIGURE ] AMH: Improvement over baseline: 10.00%
[2025-11-27T19:21:48.960605] [INFO ] [CONFIGURE ] AMH: Total time: 1.2 minutes
[2025-11-27T19:21:48.960691] [INFO ] [CONFIGURE ] AMH: Average time per feature: 2.7 seconds
[2025-11-27T19:21:48.960774] [INFO ] [CONFIGURE ] AMH: Average speed: 0.39 features/sec
[2025-11-27T19:21:48.961037] [INFO ] [LOCAL     ] Saved configuration for AMH: 2 features, 80.00% accuracy -> ./output/feature-sets/AMH.json
[2025-11-27T19:21:48.961138] [INFO ] [CONFIGURE ] AMH: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-27T19:21:48.961788] [INFO ] [sig       ] [6/63] AMH OK in 1m 17s. ETA: 25m 22s. Rate: 2.2 sym/min
[2025-11-27T19:21:48.965965] [INFO ] [CONFIGURE ] AOSL: Configurate test run.
[2025-11-27T19:21:48.966075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-11-27T19:21:48.977762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-11-27T19:21:48.978161] [INFO ] [CONFIGURE ] AOSL: Testing with 29 available features
[2025-11-27T19:21:48.978267] [INFO ] [CONFIGURE ] AOSL: Establishing baseline with no features...
[2025-11-27T19:21:48.997366] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:49.015962] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:49.150531] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:21:49.208489] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:49.251371] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:49.309667] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:49.322985] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:49.494886] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:49.505040] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:49.510356] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:49.619229] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:49.668183] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:49.762311] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:49.818029] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:49.844213] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:49.920207] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:50.020802] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:50.021515] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:50.124937] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:21:50.195021] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:50.218366] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:50.218704] [INFO ] [CONFIGURE ] AOD: DISCARDED add_ema (score: 20.00%)
[2025-11-27T19:21:50.219526] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 237/1890 | Remaining: 1653 | Rate: 88.1/min
[2025-11-27T19:21:50.219663] [INFO ] [CONFIGURE ] AOD: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:21:50.219765] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:21:50.280967] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:50.281244] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:21:50.282020] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Tests: 238/1890 | Remaining: 1652 | Rate: 88.4/min
[2025-11-27T19:21:50.282130] [INFO ] [CONFIGURE ] ANNX: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:21:50.282221] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-11-27T19:21:50.368927] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:50.443089] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:50.522587] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:50.543942] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:50.547467] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:50.720029] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:21:50.720183] [INFO ] [CONFIGURE ] AOSL: Baseline score (no features): 50.00%
[2025-11-27T19:21:50.720756] [INFO ] [CONFIGURE ] AOSL: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:21:50.720861] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:21:50.763493] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:50.763829] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:21:50.764630] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Tests: 240/1890 | Remaining: 1650 | Rate: 88.9/min
[2025-11-27T19:21:50.764753] [INFO ] [CONFIGURE ] AFG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:21:50.764857] [INFO ] [CONFIGURE ] AFG: Best accuracy: 80.00%
[2025-11-27T19:21:50.764959] [INFO ] [CONFIGURE ] AFG: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-27T19:21:50.765058] [INFO ] [CONFIGURE ] AFG: Improvement over baseline: 30.00%
[2025-11-27T19:21:50.765156] [INFO ] [CONFIGURE ] AFG: Total time: 1.3 minutes
[2025-11-27T19:21:50.765251] [INFO ] [CONFIGURE ] AFG: Average time per feature: 2.9 seconds
[2025-11-27T19:21:50.765346] [INFO ] [CONFIGURE ] AFG: Average speed: 0.36 features/sec
[2025-11-27T19:21:50.765654] [INFO ] [LOCAL     ] Saved configuration for AFG: 3 features, 80.00% accuracy -> ./output/feature-sets/AFG.json
[2025-11-27T19:21:50.765769] [INFO ] [CONFIGURE ] AFG: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-27T19:21:50.766819] [INFO ] [sig       ] [7/63] AFG OK in 1m 22s. ETA: 21m 36s. Rate: 2.6 sym/min
[2025-11-27T19:21:50.770118] [INFO ] [CONFIGURE ] AQN: Configurate test run.
[2025-11-27T19:21:50.770240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-11-27T19:21:50.783358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-11-27T19:21:50.784071] [INFO ] [CONFIGURE ] AQN: Testing with 29 available features
[2025-11-27T19:21:50.784367] [INFO ] [CONFIGURE ] AQN: Establishing baseline with no features...
[2025-11-27T19:21:50.819597] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:50.821730] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:50.941785] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:21:50.967699] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:51.086023] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:51.118676] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:51.154524] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:51.159554] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:51.335983] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:51.355775] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:51.375399] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:51.409503] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:51.523390] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:51.594815] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:51.629154] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:51.703170] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:51.707218] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:51.815605] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:21:51.888245] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:51.903201] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:52.001554] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:52.033727] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:52.068897] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:52.174291] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:52.252533] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:52.254837] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:52.305510] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:52.441183] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:52.444838] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:52.470909] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:52.597915] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:52.627122] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:52.627419] [INFO ] [CONFIGURE ] AQN: Baseline score (no features): 40.00%
[2025-11-27T19:21:52.627915] [INFO ] [CONFIGURE ] AQN: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:21:52.628034] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:21:52.691852] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:52.716478] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:52.855740] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:52.906455] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:52.913073] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:52.913357] [INFO ] [CONFIGURE ] AOSL: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-27T19:21:52.914211] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Tests: 242/1890 | Remaining: 1648 | Rate: 88.5/min
[2025-11-27T19:21:52.914319] [INFO ] [CONFIGURE ] AOSL: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:21:52.914410] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:21:52.989941] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:52.990236] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:21:52.991041] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Tests: 243/1890 | Remaining: 1647 | Rate: 88.8/min
[2025-11-27T19:21:52.991150] [INFO ] [CONFIGURE ] ANNX: Testing feature 28/29: add_volume_profile
[2025-11-27T19:21:52.991200] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_profile']
[2025-11-27T19:21:53.082638] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:53.181474] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:21:53.202700] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:53.202986] [INFO ] [CONFIGURE ] AOD: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-27T19:21:53.203793] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Tests: 244/1890 | Remaining: 1646 | Rate: 89.0/min
[2025-11-27T19:21:53.203915] [INFO ] [CONFIGURE ] AOD: Testing feature 6/29: add_failed_moves
[2025-11-27T19:21:53.204028] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:21:53.245852] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:53.307401] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:53.447669] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:53.451752] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:53.505626] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:53.540808] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:53.691794] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:53.719724] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:53.766696] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:53.773124] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:53.947165] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:53.990614] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:54.005926] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:54.026142] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:21:54.194011] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:54.235910] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:54.261872] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:54.288627] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:54.442848] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:54.465703] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:54.535653] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:54.564250] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:54.694038] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:54.696230] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:54.863286] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:54.869719] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:54.928022] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:54.928346] [INFO ] [CONFIGURE ] AQN: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-27T19:21:54.929151] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Tests: 245/1890 | Remaining: 1645 | Rate: 88.5/min
[2025-11-27T19:21:54.929268] [INFO ] [CONFIGURE ] AQN: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:21:54.929368] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:21:54.980866] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:55.142757] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:55.144087] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:55.208638] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:55.244508] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:55.417960] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:55.425198] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:55.483531] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:55.494177] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:55.692076] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:55.692353] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-27T19:21:55.693202] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Tests: 246/1890 | Remaining: 1644 | Rate: 88.4/min
[2025-11-27T19:21:55.693308] [INFO ] [CONFIGURE ] AOSL: Testing feature 3/29: add_daily_returns
[2025-11-27T19:21:55.693397] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:21:55.706278] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:55.706615] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:21:55.707430] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Tests: 247/1890 | Remaining: 1643 | Rate: 88.8/min
[2025-11-27T19:21:55.707568] [INFO ] [CONFIGURE ] ANNX: Testing feature 29/29: add_vwap
[2025-11-27T19:21:55.707695] [INFO ] [CONFIGURE ] ANNX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_vwap']
[2025-11-27T19:21:55.742225] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:55.742526] [INFO ] [CONFIGURE ] AOD: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:21:55.743589] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 248/1890 | Remaining: 1642 | Rate: 89.1/min
[2025-11-27T19:21:55.743666] [INFO ] [CONFIGURE ] AOD: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:21:55.743703] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:21:55.759468] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:55.925257] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:21:55.975931] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:55.995355] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:56.037042] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:56.157084] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:56.208678] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:56.278706] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:56.314704] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:56.390006] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:56.454114] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:56.562857] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:21:56.595422] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:56.626359] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:56.691286] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:56.841650] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:21:56.861179] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:21:56.869688] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:56.922242] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:57.100827] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:57.123015] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:21:57.151382] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:57.162054] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:57.338794] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:57.401426] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:21:57.402281] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:57.447832] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:21:57.578323] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:57.633924] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:21:57.668290] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:57.725217] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:57.725502] [INFO ] [CONFIGURE ] AQN: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:21:57.726322] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Tests: 249/1890 | Remaining: 1641 | Rate: 88.4/min
[2025-11-27T19:21:57.726444] [INFO ] [CONFIGURE ] AQN: Testing feature 3/29: add_daily_returns
[2025-11-27T19:21:57.726541] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:21:57.814811] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:21:57.869994] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:21:57.939544] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:57.962602] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:21:58.054539] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:58.054872] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:21:58.055857] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Tests: 250/1890 | Remaining: 1640 | Rate: 88.6/min
[2025-11-27T19:21:58.056123] [INFO ] [CONFIGURE ] AOSL: Testing feature 4/29: add_ema
[2025-11-27T19:21:58.056218] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:21:58.105718] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:21:58.106021] [INFO ] [CONFIGURE ] AOD: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:21:58.106872] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 251/1890 | Remaining: 1639 | Rate: 88.9/min
[2025-11-27T19:21:58.106994] [INFO ] [CONFIGURE ] AOD: Testing feature 8/29: add_macd
[2025-11-27T19:21:58.107093] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:21:58.206698] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:21:58.218219] [DEBUG] [FORECASTER] ANNX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:21:58.361565] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:21:58.494530] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:58.543509] [DEBUG] [FORECASTER] ANNX: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:21:58.543933] [INFO ] [CONFIGURE ] ANNX: DISCARDED add_vwap (score: 30.00%)
[2025-11-27T19:21:58.545060] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 252/1890 | Remaining: 1638 | Rate: 89.1/min
[2025-11-27T19:21:58.545211] [INFO ] [CONFIGURE ] ANNX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:21:58.545337] [INFO ] [CONFIGURE ] ANNX: Best accuracy: 60.00%
[2025-11-27T19:21:58.545462] [INFO ] [CONFIGURE ] ANNX: Best feature set (2 features): ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-27T19:21:58.545600] [INFO ] [CONFIGURE ] ANNX: Improvement over baseline: 40.00%
[2025-11-27T19:21:58.545726] [INFO ] [CONFIGURE ] ANNX: Total time: 1.3 minutes
[2025-11-27T19:21:58.545844] [INFO ] [CONFIGURE ] ANNX: Average time per feature: 2.6 seconds
[2025-11-27T19:21:58.545964] [INFO ] [CONFIGURE ] ANNX: Average speed: 0.38 features/sec
[2025-11-27T19:21:58.546368] [INFO ] [LOCAL     ] Saved configuration for ANNX: 2 features, 60.00% accuracy -> ./output/feature-sets/ANNX.json
[2025-11-27T19:21:58.546507] [INFO ] [CONFIGURE ] ANNX: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-11-27T19:21:58.547262] [INFO ] [sig       ] [8/63] ANNX OK in 1m 18s. ETA: 19m 27s. Rate: 2.8 sym/min
[2025-11-27T19:21:58.548738] [INFO ] [CONFIGURE ] ARCO: Configurate test run.
[2025-11-27T19:21:58.548903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-11-27T19:21:58.555491] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:21:58.563118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-11-27T19:21:58.563730] [INFO ] [CONFIGURE ] ARCO: Testing with 29 available features
[2025-11-27T19:21:58.563916] [INFO ] [CONFIGURE ] ARCO: Establishing baseline with no features...
[2025-11-27T19:21:58.736009] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:58.761184] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:21:58.792150] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:21:58.950530] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:21:59.001206] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:21:59.092855] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:21:59.113812] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:21:59.202978] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:21:59.338744] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:21:59.370538] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:21:59.396955] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:59.407115] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:59.573868] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:21:59.595848] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:59.692390] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:21:59.749416] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:21:59.751673] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:21:59.839918] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:21:59.933897] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:21:59.967631] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:00.081927] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:00.110372] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:00.118177] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:22:00.255108] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:00.287548] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:00.321348] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:00.321645] [INFO ] [CONFIGURE ] AQN: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-27T19:22:00.322406] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Tests: 253/1890 | Remaining: 1637 | Rate: 88.5/min
[2025-11-27T19:22:00.322525] [INFO ] [CONFIGURE ] AQN: Testing feature 4/29: add_ema
[2025-11-27T19:22:00.322650] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:22:00.467351] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:00.467544] [INFO ] [CONFIGURE ] ARCO: Baseline score (no features): 60.00%
[2025-11-27T19:22:00.468280] [INFO ] [CONFIGURE ] ARCO: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:22:00.468428] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:22:00.492565] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:00.532558] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:00.594780] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:00.701646] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:00.829739] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:00.875705] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:00.923055] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:01.072585] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:01.187448] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:01.256325] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:01.256470] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:22:01.259393] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 255/1890 | Remaining: 1635 | Rate: 88.7/min
[2025-11-27T19:22:01.259474] [INFO ] [CONFIGURE ] AOSL: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:22:01.259514] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:22:01.276743] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:01.433726] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:01.503057] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:01.596964] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:01.721234] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:01.829436] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:01.831238] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:01.884171] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:01.938602] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:02.153529] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:02.155457] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:02.229958] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:02.230142] [INFO ] [CONFIGURE ] AOD: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:22:02.231051] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Tests: 256/1890 | Remaining: 1634 | Rate: 88.6/min
[2025-11-27T19:22:02.231114] [INFO ] [CONFIGURE ] AOD: Testing feature 9/29: add_mfi
[2025-11-27T19:22:02.231153] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-27T19:22:02.251050] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:02.377039] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:02.444176] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:02.487440] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:02.529815] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:02.598665] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:02.739190] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:02.740589] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:02.805551] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:02.820429] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:02.820768] [INFO ] [CONFIGURE ] ARCO: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-27T19:22:02.821632] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 257/1890 | Remaining: 1633 | Rate: 88.6/min
[2025-11-27T19:22:02.821762] [INFO ] [CONFIGURE ] ARCO: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:22:02.821866] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:22:02.987269] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:03.037730] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:03.091685] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:03.101098] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:03.236365] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:03.326803] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:03.369915] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:03.383512] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:03.383839] [INFO ] [CONFIGURE ] AQN: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:22:03.384688] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 258/1890 | Remaining: 1632 | Rate: 88.7/min
[2025-11-27T19:22:03.384820] [INFO ] [CONFIGURE ] AQN: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:22:03.384927] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:22:03.492474] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:22:03.608363] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:03.643032] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:03.669978] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:03.748897] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:03.888134] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:03.911642] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:03.950482] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:04.003524] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:04.172850] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:04.183409] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:04.245218] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:04.254968] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:04.458961] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:04.468284] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:04.468613] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-27T19:22:04.469469] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 259/1890 | Remaining: 1631 | Rate: 88.5/min
[2025-11-27T19:22:04.469595] [INFO ] [CONFIGURE ] AOSL: Testing feature 6/29: add_failed_moves
[2025-11-27T19:22:04.469686] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:22:04.506344] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:04.544689] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:04.699996] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:04.731263] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:04.761741] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:04.762047] [INFO ] [CONFIGURE ] AOD: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:22:04.762905] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 260/1890 | Remaining: 1630 | Rate: 88.7/min
[2025-11-27T19:22:04.763021] [INFO ] [CONFIGURE ] AOD: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:22:04.763121] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:22:04.834940] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:04.943658] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:05.008300] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:05.094195] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:05.132661] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:05.175814] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:05.278189] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:05.410221] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:05.419914] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:05.427569] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:05.557001] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:05.557273] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:22:05.558094] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 261/1890 | Remaining: 1629 | Rate: 88.6/min
[2025-11-27T19:22:05.558222] [INFO ] [CONFIGURE ] ARCO: Testing feature 3/29: add_daily_returns
[2025-11-27T19:22:05.558313] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:22:05.661208] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:05.711676] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:05.756238] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:05.788349] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:05.892435] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.000304] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:06.021068] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:06.088483] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:06.124318] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:06.250691] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.283261] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:06.283586] [INFO ] [CONFIGURE ] AQN: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:22:06.284395] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 262/1890 | Remaining: 1628 | Rate: 88.6/min
[2025-11-27T19:22:06.284511] [INFO ] [CONFIGURE ] AQN: Testing feature 6/29: add_failed_moves
[2025-11-27T19:22:06.284627] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:22:06.365543] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.421732] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.496288] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:06.513883] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:06.609042] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.728276] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.750330] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.751941] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:06.849712] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.850004] [INFO ] [CONFIGURE ] AOSL: KEPT add_failed_moves (score: 70.00%)
[2025-11-27T19:22:06.850864] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 263/1890 | Remaining: 1627 | Rate: 88.6/min
[2025-11-27T19:22:06.850977] [INFO ] [CONFIGURE ] AOSL: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:22:06.851071] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf']
[2025-11-27T19:22:06.958406] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:06.986702] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:07.076591] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:07.092511] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:07.187199] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:07.227784] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:07.334898] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:07.403948] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:07.415655] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:07.469534] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:07.573367] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:07.646903] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:07.709010] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:07.735972] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:22:07.812415] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:07.880151] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:07.880444] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_daily_returns (score: 80.00%)
[2025-11-27T19:22:07.881287] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 264/1890 | Remaining: 1626 | Rate: 88.4/min
[2025-11-27T19:22:07.881409] [INFO ] [CONFIGURE ] ARCO: Testing feature 4/29: add_ema
[2025-11-27T19:22:07.881503] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:22:07.951144] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:08.049906] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:08.066695] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:08.067024] [INFO ] [CONFIGURE ] AOD: KEPT add_momentum_acceleration (score: 80.00%)
[2025-11-27T19:22:08.067927] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 265/1890 | Remaining: 1625 | Rate: 88.7/min
[2025-11-27T19:22:08.068056] [INFO ] [CONFIGURE ] AOD: Testing feature 11/29: add_obv_daily
[2025-11-27T19:22:08.068184] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-27T19:22:08.149539] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:08.193843] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:08.287635] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:08.416410] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:08.423390] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:08.426534] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:08.531273] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:08.655636] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:08.655955] [INFO ] [CONFIGURE ] AQN: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-27T19:22:08.656789] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 266/1890 | Remaining: 1624 | Rate: 88.7/min
[2025-11-27T19:22:08.656912] [INFO ] [CONFIGURE ] AQN: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:22:08.657015] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:22:08.684349] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:08.775066] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:08.777172] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:08.878861] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:08.952106] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:09.025785] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:09.103528] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:09.131611] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:09.225330] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:09.271788] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:09.272074] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-27T19:22:09.272923] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 267/1890 | Remaining: 1623 | Rate: 88.8/min
[2025-11-27T19:22:09.273040] [INFO ] [CONFIGURE ] AOSL: Testing feature 8/29: add_macd
[2025-11-27T19:22:09.273146] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-27T19:22:09.331219] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:09.491925] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:09.492287] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:09.557901] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:09.621335] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:09.766841] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:09.789413] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:09.844870] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:09.966129] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:10.020405] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:10.040299] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:10.200999] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:10.258243] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:10.302673] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:10.311918] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:10.496033] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:10.562825] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:10.582211] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:10.582515] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_ema (score: 80.00%)
[2025-11-27T19:22:10.583320] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 268/1890 | Remaining: 1622 | Rate: 88.5/min
[2025-11-27T19:22:10.583434] [INFO ] [CONFIGURE ] ARCO: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:22:10.583491] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:22:10.641890] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:10.732091] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:10.851931] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:10.929618] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:10.967308] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:10.967542] [INFO ] [CONFIGURE ] AQN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:22:10.968352] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 269/1890 | Remaining: 1621 | Rate: 88.6/min
[2025-11-27T19:22:10.968468] [INFO ] [CONFIGURE ] AQN: Testing feature 8/29: add_macd
[2025-11-27T19:22:10.968567] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:22:10.979214] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:11.122254] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:11.295213] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:11.301945] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:11.319838] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:11.389982] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:11.632204] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:11.660354] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:11.664944] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:11.668957] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:11.669276] [INFO ] [CONFIGURE ] AOD: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:22:11.670196] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 270/1890 | Remaining: 1620 | Rate: 88.6/min
[2025-11-27T19:22:11.670312] [INFO ] [CONFIGURE ] AOD: Testing feature 12/29: add_obv_interval
[2025-11-27T19:22:11.670414] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-27T19:22:11.935928] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:11.965132] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:12.001122] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:12.017202] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:12.204755] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:12.297996] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:12.340958] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:12.369988] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:12.482914] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:12.637893] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:12.681935] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:12.682124] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:22:12.682969] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 271/1890 | Remaining: 1619 | Rate: 88.4/min
[2025-11-27T19:22:12.683085] [INFO ] [CONFIGURE ] AOSL: Testing feature 9/29: add_mfi
[2025-11-27T19:22:12.683175] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi']
[2025-11-27T19:22:12.717447] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:12.754514] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:12.926303] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:12.976949] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:13.030233] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:13.064164] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:13.164608] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:13.304402] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:13.304702] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-11-27T19:22:13.305504] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 272/1890 | Remaining: 1618 | Rate: 88.4/min
[2025-11-27T19:22:13.305633] [INFO ] [CONFIGURE ] ARCO: Testing feature 6/29: add_failed_moves
[2025-11-27T19:22:13.305730] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:22:13.308150] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:13.404838] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:13.411669] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:13.526230] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:13.647532] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:13.651526] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:13.751731] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:13.768474] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:13.891630] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:13.977712] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:13.992389] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:14.124785] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:14.137247] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:14.204434] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:14.334545] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:14.334755] [INFO ] [CONFIGURE ] AQN: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:22:14.335666] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 273/1890 | Remaining: 1617 | Rate: 88.3/min
[2025-11-27T19:22:14.335791] [INFO ] [CONFIGURE ] AQN: Testing feature 9/29: add_mfi
[2025-11-27T19:22:14.335893] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:22:14.381642] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:14.430283] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:14.479228] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:14.572178] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:14.626388] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:14.655522] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:14.807654] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:14.828643] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:14.871004] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:14.884930] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:15.041938] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:15.109836] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:15.116380] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:15.116686] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_mfi (score: 70.00%)
[2025-11-27T19:22:15.117444] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 274/1890 | Remaining: 1616 | Rate: 88.2/min
[2025-11-27T19:22:15.117556] [INFO ] [CONFIGURE ] AOSL: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:22:15.117663] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:22:15.181377] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:15.181668] [INFO ] [CONFIGURE ] AOD: DISCARDED add_obv_interval (score: 20.00%)
[2025-11-27T19:22:15.182521] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 275/1890 | Remaining: 1615 | Rate: 88.5/min
[2025-11-27T19:22:15.182648] [INFO ] [CONFIGURE ] AOD: Testing feature 13/29: add_opening_strength
[2025-11-27T19:22:15.182749] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:22:15.277825] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:15.332331] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:15.435902] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:15.515511] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:15.553762] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:15.554052] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:22:15.554851] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 276/1890 | Remaining: 1614 | Rate: 88.7/min
[2025-11-27T19:22:15.554964] [INFO ] [CONFIGURE ] ARCO: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:22:15.555057] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:22:15.560788] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:15.753996] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:15.760730] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:15.771305] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:15.945220] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:15.985163] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:15.991678] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:16.084782] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:16.199413] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:16.231129] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:16.325907] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:16.407774] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:16.417296] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:16.474534] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:16.637150] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:16.707695] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:16.733421] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:16.733781] [INFO ] [CONFIGURE ] AQN: DISCARDED add_mfi (score: 40.00%)
[2025-11-27T19:22:16.734553] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 277/1890 | Remaining: 1613 | Rate: 88.4/min
[2025-11-27T19:22:16.734728] [INFO ] [CONFIGURE ] AQN: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:22:16.734827] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:22:16.736173] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:22:16.854377] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:17.045304] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:17.074182] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:17.075507] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:17.086157] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:17.293082] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:17.359051] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:17.401753] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:17.468281] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:17.517853] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:17.673143] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:17.725974] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:17.733451] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:17.733756] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:22:17.734517] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 278/1890 | Remaining: 1612 | Rate: 88.3/min
[2025-11-27T19:22:17.734642] [INFO ] [CONFIGURE ] ARCO: Testing feature 8/29: add_macd
[2025-11-27T19:22:17.734733] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:22:17.848980] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:17.993769] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:18.054983] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:18.056691] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:18.235289] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:18.306223] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:18.378495] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:18.382749] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:18.383033] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:22:18.383797] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 279/1890 | Remaining: 1611 | Rate: 88.3/min
[2025-11-27T19:22:18.383907] [INFO ] [CONFIGURE ] AOSL: Testing feature 11/29: add_obv_daily
[2025-11-27T19:22:18.383958] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily']
[2025-11-27T19:22:18.619647] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:18.629704] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:22:18.640880] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:18.704255] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:18.898953] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:18.934371] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:19.021260] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:19.021568] [INFO ] [CONFIGURE ] AOD: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:22:19.022450] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 280/1890 | Remaining: 1610 | Rate: 88.3/min
[2025-11-27T19:22:19.022584] [INFO ] [CONFIGURE ] AOD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:22:19.022688] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-27T19:22:19.033080] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:19.162141] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:19.252472] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:19.360071] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:19.385920] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:19.432190] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:19.567118] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:19.693159] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:19.700474] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:19.753937] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:19.892300] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:19.892437] [INFO ] [CONFIGURE ] AQN: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:22:19.893171] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 281/1890 | Remaining: 1609 | Rate: 88.2/min
[2025-11-27T19:22:19.893254] [INFO ] [CONFIGURE ] AQN: Testing feature 11/29: add_obv_daily
[2025-11-27T19:22:19.893308] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:22:19.978495] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:20.015417] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:20.136360] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:20.144135] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:20.241474] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:20.339246] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:20.392968] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:20.514140] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:20.521995] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:20.648239] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:20.672813] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:20.791497] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:20.880091] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:20.904613] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:20.999016] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:20.999327] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:22:21.000143] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 282/1890 | Remaining: 1608 | Rate: 88.0/min
[2025-11-27T19:22:21.000257] [INFO ] [CONFIGURE ] ARCO: Testing feature 9/29: add_mfi
[2025-11-27T19:22:21.000351] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:22:21.057092] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:21.057391] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-27T19:22:21.058236] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 283/1890 | Remaining: 1607 | Rate: 88.3/min
[2025-11-27T19:22:21.058346] [INFO ] [CONFIGURE ] AOSL: Testing feature 12/29: add_obv_interval
[2025-11-27T19:22:21.058440] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-11-27T19:22:21.158351] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:21.229672] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:21.247295] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:21.304952] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:21.411982] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:21.459600] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:21.553037] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:21.617937] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:21.669797] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:21.698664] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:21.805024] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:21.930946] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:21.933199] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:21.992389] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:22.054533] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:22.163059] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:22.192085] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:22.303349] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:22.363144] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:22:22.389709] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:22.450378] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:22.450681] [INFO ] [CONFIGURE ] AQN: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-27T19:22:22.451515] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 284/1890 | Remaining: 1606 | Rate: 88.0/min
[2025-11-27T19:22:22.451650] [INFO ] [CONFIGURE ] AQN: Testing feature 12/29: add_obv_interval
[2025-11-27T19:22:22.451753] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-27T19:22:22.551232] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:22.623607] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:22.689450] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:22.741145] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:22.741423] [INFO ] [CONFIGURE ] AOD: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:22:22.742334] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 285/1890 | Remaining: 1605 | Rate: 88.2/min
[2025-11-27T19:22:22.742454] [INFO ] [CONFIGURE ] AOD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:22:22.742556] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-27T19:22:22.802404] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:22.858618] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:22.926773] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:23.050378] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:23.094357] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:23.097726] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:23.162790] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:23.296477] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:23.324276] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:23.324599] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:22:23.325379] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 286/1890 | Remaining: 1604 | Rate: 88.2/min
[2025-11-27T19:22:23.325492] [INFO ] [CONFIGURE ] ARCO: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:22:23.325601] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:22:23.402613] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:23.448704] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:23.546877] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:23.547152] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:22:23.547932] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 287/1890 | Remaining: 1603 | Rate: 88.4/min
[2025-11-27T19:22:23.548040] [INFO ] [CONFIGURE ] AOSL: Testing feature 13/29: add_opening_strength
[2025-11-27T19:22:23.548151] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:22:23.637128] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:23.642665] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:23.808901] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:23.826790] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:23.880519] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:23.952614] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:24.105275] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:24.121550] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:24.161074] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:24.267183] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:24.365329] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:24.386492] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:24.519587] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:24.578289] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:24.607025] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:24.670001] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:24.854479] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:24.854670] [INFO ] [CONFIGURE ] AQN: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:22:24.855455] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 288/1890 | Remaining: 1602 | Rate: 88.1/min
[2025-11-27T19:22:24.855538] [INFO ] [CONFIGURE ] AQN: Testing feature 13/29: add_opening_strength
[2025-11-27T19:22:24.855608] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:22:24.878262] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:24.892077] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:24.957369] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:25.137365] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:25.204178] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:25.241779] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:25.242692] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:25.415935] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:25.526183] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:25.526694] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:25.607246] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:25.702035] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:25.812715] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:25.842216] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:25.966421] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:26.001272] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:26.099142] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:26.153823] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:26.281460] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:26.326252] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:26.326430] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-27T19:22:26.327374] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 289/1890 | Remaining: 1601 | Rate: 87.8/min
[2025-11-27T19:22:26.327493] [INFO ] [CONFIGURE ] AOD: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:22:26.327546] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-27T19:22:26.385134] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:26.385398] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:22:26.386166] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 290/1890 | Remaining: 1600 | Rate: 88.1/min
[2025-11-27T19:22:26.386281] [INFO ] [CONFIGURE ] AOSL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:22:26.386331] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-27T19:22:26.474604] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:26.474910] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-27T19:22:26.475698] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 291/1890 | Remaining: 1599 | Rate: 88.3/min
[2025-11-27T19:22:26.475812] [INFO ] [CONFIGURE ] ARCO: Testing feature 11/29: add_obv_daily
[2025-11-27T19:22:26.475907] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:22:26.567568] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:26.645244] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:26.686046] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:26.724182] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:26.845294] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:26.909636] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:26.981087] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:27.042727] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:27.118660] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:27.169891] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:27.242652] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:27.393445] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:27.397434] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:27.431767] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:27.502515] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:27.674480] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:27.674785] [INFO ] [CONFIGURE ] AQN: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:22:27.675545] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 292/1890 | Remaining: 1598 | Rate: 88.1/min
[2025-11-27T19:22:27.675680] [INFO ] [CONFIGURE ] AQN: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:22:27.675780] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-27T19:22:27.701205] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:27.762588] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:27.764695] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:27.926640] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:27.966240] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:28.024748] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:28.125992] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:28.174902] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:28.229000] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:28.277656] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:28.442938] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:28.488916] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:28.491062] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:28.530687] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:28.694650] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:28.753162] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:28.781188] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:28.862149] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:28.946615] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:29.017312] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:29.017605] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:22:29.018396] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 293/1890 | Remaining: 1597 | Rate: 87.8/min
[2025-11-27T19:22:29.018506] [INFO ] [CONFIGURE ] AOSL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:22:29.018612] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-27T19:22:29.031335] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:29.031669] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:22:29.032495] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 294/1890 | Remaining: 1596 | Rate: 88.1/min
[2025-11-27T19:22:29.032659] [INFO ] [CONFIGURE ] ARCO: Testing feature 12/29: add_obv_interval
[2025-11-27T19:22:29.032764] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-27T19:22:29.198944] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:29.227010] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:29.259223] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:29.271358] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:29.453110] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:29.495599] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:29.508191] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:29.587052] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:22:29.720802] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:29.733206] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:29.746853] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:29.945315] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:29.945483] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:22:29.946396] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 295/1890 | Remaining: 1595 | Rate: 88.0/min
[2025-11-27T19:22:29.946512] [INFO ] [CONFIGURE ] AOD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:22:29.946623] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-27T19:22:29.981964] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:29.988962] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:30.000003] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:30.230332] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:30.243603] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:30.284449] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:30.311627] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:30.311951] [INFO ] [CONFIGURE ] AQN: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:22:30.312742] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 296/1890 | Remaining: 1594 | Rate: 88.1/min
[2025-11-27T19:22:30.312857] [INFO ] [CONFIGURE ] AQN: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:22:30.312954] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:22:30.482912] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:30.483880] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:30.543762] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:30.633137] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:30.725710] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:30.729618] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:30.772217] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:30.964331] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:30.969206] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:30.971115] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:31.001716] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:31.209070] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:31.209868] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:31.235926] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:31.313355] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:31.445340] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:31.445639] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:22:31.446433] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 297/1890 | Remaining: 1593 | Rate: 87.9/min
[2025-11-27T19:22:31.446545] [INFO ] [CONFIGURE ] ARCO: Testing feature 13/29: add_opening_strength
[2025-11-27T19:22:31.446613] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:22:31.452080] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:31.452368] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:22:31.453124] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 298/1890 | Remaining: 1592 | Rate: 88.2/min
[2025-11-27T19:22:31.453233] [INFO ] [CONFIGURE ] AOSL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:22:31.453283] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-27T19:22:31.465224] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:31.652391] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:31.697629] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:31.714832] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:31.724137] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:31.929538] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:31.982923] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:31.987114] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:31.989797] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:32.157333] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:32.238346] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:32.254818] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:32.333863] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:32.389908] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:32.490277] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:32.527017] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:32.624930] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:32.625187] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:22:32.625986] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 299/1890 | Remaining: 1591 | Rate: 88.0/min
[2025-11-27T19:22:32.626104] [INFO ] [CONFIGURE ] AQN: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:22:32.626203] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-27T19:22:32.675860] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:32.750049] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:32.802917] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:22:32.868804] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:33.007375] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:33.021761] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:33.068648] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:33.107992] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:33.262077] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:33.332557] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:33.350441] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:33.362847] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:33.363137] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:22:33.363993] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 300/1890 | Remaining: 1590 | Rate: 88.0/min
[2025-11-27T19:22:33.364120] [INFO ] [CONFIGURE ] AOD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:22:33.364229] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-27T19:22:33.520419] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:33.597670] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:33.601430] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:33.703487] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:33.781294] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:33.856603] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:33.877513] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:34.041646] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:34.041916] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:22:34.042689] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 301/1890 | Remaining: 1589 | Rate: 88.0/min
[2025-11-27T19:22:34.042801] [INFO ] [CONFIGURE ] AOSL: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:22:34.042891] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-27T19:22:34.047746] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:34.114623] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:34.156128] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:34.156423] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:22:34.157218] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 302/1890 | Remaining: 1588 | Rate: 88.2/min
[2025-11-27T19:22:34.157330] [INFO ] [CONFIGURE ] ARCO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:22:34.157420] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-27T19:22:34.302881] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:34.380331] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:34.386314] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:34.409436] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:34.567023] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:34.634885] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:34.661729] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:34.722149] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:34.829752] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:34.898142] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:34.917285] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:35.057357] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:35.092742] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:35.166737] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:35.166785] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:35.167105] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-27T19:22:35.167900] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 303/1890 | Remaining: 1587 | Rate: 88.1/min
[2025-11-27T19:22:35.168018] [INFO ] [CONFIGURE ] AQN: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:22:35.168133] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-27T19:22:35.350734] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:35.389434] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:35.413881] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:35.418797] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:35.610390] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:35.666120] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:35.669220] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:35.721192] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:35.872305] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:35.911836] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:35.921206] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:36.051820] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:36.133004] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:36.162089] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:36.179329] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:36.390556] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:22:36.394323] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:36.416492] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:36.443125] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:36.657180] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:36.657453] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:22:36.658290] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 304/1890 | Remaining: 1586 | Rate: 87.7/min
[2025-11-27T19:22:36.658402] [INFO ] [CONFIGURE ] AOSL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:22:36.658500] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-27T19:22:36.679965] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:36.680249] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:22:36.681066] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 305/1890 | Remaining: 1585 | Rate: 88.0/min
[2025-11-27T19:22:36.681182] [INFO ] [CONFIGURE ] ARCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:22:36.681275] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:22:36.703186] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:36.724868] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:36.725116] [INFO ] [CONFIGURE ] AOD: KEPT add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-27T19:22:36.725892] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 306/1890 | Remaining: 1584 | Rate: 88.3/min
[2025-11-27T19:22:36.726008] [INFO ] [CONFIGURE ] AOD: Testing feature 20/29: add_price_rejection
[2025-11-27T19:22:36.726106] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-27T19:22:36.891860] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:36.910338] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:36.972886] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:37.077589] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:37.122505] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:37.131381] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:37.224043] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:37.350159] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:37.354374] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:37.430909] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:37.476291] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:37.571590] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:37.584223] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:37.730406] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:37.730718] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:22:37.731499] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 307/1890 | Remaining: 1583 | Rate: 88.2/min
[2025-11-27T19:22:37.731630] [INFO ] [CONFIGURE ] AQN: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:22:37.731730] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-27T19:22:37.785892] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:37.795907] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:37.817425] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:37.954031] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:38.026908] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:38.050073] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:38.138387] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:38.180464] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:38.249802] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:38.284559] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:38.420357] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:38.479977] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:38.520637] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:38.521986] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:38.655065] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:38.708626] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:38.760397] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:38.880969] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:38.891590] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:38.940073] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:38.940371] [INFO ] [CONFIGURE ] ARCO: KEPT add_pbf_morning_momentum (score: 90.00%)
[2025-11-27T19:22:38.941181] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 308/1890 | Remaining: 1582 | Rate: 87.9/min
[2025-11-27T19:22:38.941294] [INFO ] [CONFIGURE ] ARCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:22:38.941389] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-11-27T19:22:39.014352] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:39.014667] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:22:39.015437] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 309/1890 | Remaining: 1581 | Rate: 88.2/min
[2025-11-27T19:22:39.015546] [INFO ] [CONFIGURE ] AOSL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:22:39.015660] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-27T19:22:39.129469] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:39.190117] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:39.238075] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:39.248725] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:39.365825] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:39.440453] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:39.481945] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:39.610423] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:39.611019] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:39.693165] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:22:39.717648] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:39.852833] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:39.945185] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:39.952082] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:39.968988] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:40.090102] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:40.090395] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:22:40.091176] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 310/1890 | Remaining: 1580 | Rate: 88.0/min
[2025-11-27T19:22:40.091292] [INFO ] [CONFIGURE ] AQN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:22:40.091344] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-27T19:22:40.188001] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:40.212524] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:40.317470] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:40.333135] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:40.333421] [INFO ] [CONFIGURE ] AOD: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:22:40.334438] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 311/1890 | Remaining: 1579 | Rate: 88.2/min
[2025-11-27T19:22:40.334554] [INFO ] [CONFIGURE ] AOD: Testing feature 21/29: add_range_position
[2025-11-27T19:22:40.334667] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-27T19:22:40.421513] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:40.464804] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:40.538658] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:40.654112] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:40.704376] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:40.717635] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:40.761655] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:40.889742] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:40.971127] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:40.985167] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:41.071504] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:41.121120] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:41.208747] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:41.226282] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:41.356148] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:41.356445] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:22:41.357212] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 312/1890 | Remaining: 1578 | Rate: 88.1/min
[2025-11-27T19:22:41.357349] [INFO ] [CONFIGURE ] AOSL: Testing feature 20/29: add_price_rejection
[2025-11-27T19:22:41.357400] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection']
[2025-11-27T19:22:41.444337] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:41.449441] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:41.490177] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:41.490354] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-27T19:22:41.491165] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 313/1890 | Remaining: 1577 | Rate: 88.3/min
[2025-11-27T19:22:41.491285] [INFO ] [CONFIGURE ] ARCO: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:22:41.491380] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-11-27T19:22:41.613308] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:41.693918] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:41.751453] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:41.819138] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:41.869348] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:41.932159] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:42.001369] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:42.124989] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:42.162167] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:42.190229] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:42.252309] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:42.381097] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:42.409748] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:42.410068] [INFO ] [CONFIGURE ] AQN: KEPT add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:22:42.410886] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 314/1890 | Remaining: 1576 | Rate: 88.2/min
[2025-11-27T19:22:42.411007] [INFO ] [CONFIGURE ] AQN: Testing feature 20/29: add_price_rejection
[2025-11-27T19:22:42.411109] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-27T19:22:42.505054] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:42.569282] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:42.640832] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:42.696684] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:42.759400] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:42.902534] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:42.946093] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:42.946501] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:43.015979] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:43.162442] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:43.194939] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:43.267495] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:43.320281] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:43.421324] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:43.445723] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:43.523045] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:43.679471] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:43.693213] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:43.695058] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:43.783351] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:43.941868] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:43.942153] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:22:43.942924] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 315/1890 | Remaining: 1575 | Rate: 87.8/min
[2025-11-27T19:22:43.943032] [INFO ] [CONFIGURE ] AOSL: Testing feature 21/29: add_range_position
[2025-11-27T19:22:43.943083] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position']
[2025-11-27T19:22:43.949078] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:44.047520] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:44.047716] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:22:44.048497] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 316/1890 | Remaining: 1574 | Rate: 88.1/min
[2025-11-27T19:22:44.048569] [INFO ] [CONFIGURE ] ARCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:22:44.048638] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-11-27T19:22:44.068797] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:44.069076] [INFO ] [CONFIGURE ] AOD: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:22:44.069860] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 317/1890 | Remaining: 1573 | Rate: 88.4/min
[2025-11-27T19:22:44.069978] [INFO ] [CONFIGURE ] AOD: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:22:44.070077] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-27T19:22:44.202028] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:44.213557] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:44.282427] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:44.456224] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:44.487815] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:44.508157] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:44.519460] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:44.713135] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:44.755995] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:44.765083] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:44.948904] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:44.971183] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:44.971462] [INFO ] [CONFIGURE ] AQN: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:22:44.972244] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 318/1890 | Remaining: 1572 | Rate: 88.3/min
[2025-11-27T19:22:44.972364] [INFO ] [CONFIGURE ] AQN: Testing feature 21/29: add_range_position
[2025-11-27T19:22:44.972462] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-27T19:22:44.994588] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:45.038541] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:45.228508] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:45.236076] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:45.313964] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:45.388537] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:45.469063] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:45.503331] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:45.590815] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:45.701398] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:45.770305] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:45.827838] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:45.871889] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:45.938725] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:46.040820] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:46.162411] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:46.171763] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:46.264247] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:46.308306] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:46.408609] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:46.408925] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:22:46.409756] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 319/1890 | Remaining: 1571 | Rate: 88.0/min
[2025-11-27T19:22:46.409878] [INFO ] [CONFIGURE ] ARCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:22:46.409974] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-11-27T19:22:46.460495] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:46.578063] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:46.653085] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:46.708473] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:46.740138] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:46.740458] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_range_position (score: 30.00%)
[2025-11-27T19:22:46.741256] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 320/1890 | Remaining: 1570 | Rate: 88.1/min
[2025-11-27T19:22:46.741371] [INFO ] [CONFIGURE ] AOSL: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:22:46.741461] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility']
[2025-11-27T19:22:46.851953] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:46.889511] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:47.106985] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:47.120424] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:47.125252] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:47.152738] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:47.352299] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:47.389513] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:47.441648] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:47.579474] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:47.587916] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:47.659863] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:47.660189] [INFO ] [CONFIGURE ] AQN: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:22:47.661007] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 321/1890 | Remaining: 1569 | Rate: 88.0/min
[2025-11-27T19:22:47.661124] [INFO ] [CONFIGURE ] AQN: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:22:47.661224] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-27T19:22:47.777875] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:47.811861] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:47.996612] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:48.038248] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:48.038935] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:48.110228] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:48.265943] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:48.334876] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:48.447319] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:48.496443] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:48.508322] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:48.508629] [INFO ] [CONFIGURE ] AOD: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-27T19:22:48.509443] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 322/1890 | Remaining: 1568 | Rate: 87.9/min
[2025-11-27T19:22:48.509587] [INFO ] [CONFIGURE ] AOD: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:22:48.509711] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-27T19:22:48.671455] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:48.731844] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:48.732039] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-27T19:22:48.732930] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 323/1890 | Remaining: 1567 | Rate: 88.1/min
[2025-11-27T19:22:48.733046] [INFO ] [CONFIGURE ] ARCO: Testing feature 20/29: add_price_rejection
[2025-11-27T19:22:48.733138] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-11-27T19:22:48.785881] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:48.876247] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:48.992284] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:49.020164] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:49.130914] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:49.242906] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:49.248139] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:49.371378] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:49.472317] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:49.500817] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:49.607815] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:49.713010] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:49.753390] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:49.821476] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:49.975341] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:50.007016] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:50.057170] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:50.162768] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:50.163059] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:22:50.163884] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 324/1890 | Remaining: 1566 | Rate: 87.8/min
[2025-11-27T19:22:50.164002] [INFO ] [CONFIGURE ] AOSL: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:22:50.164097] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context']
[2025-11-27T19:22:50.254301] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:50.343482] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:50.397100] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:50.411063] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:50.506070] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:50.671206] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:50.713176] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:50.737262] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:50.758953] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:50.922263] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:51.012895] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:51.082013] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:51.082486] [INFO ] [CONFIGURE ] AQN: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-27T19:22:51.083429] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 325/1890 | Remaining: 1565 | Rate: 87.7/min
[2025-11-27T19:22:51.083546] [INFO ] [CONFIGURE ] AQN: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:22:51.083663] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-27T19:22:51.093421] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:51.181785] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:51.266718] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:51.267025] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-27T19:22:51.267812] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 326/1890 | Remaining: 1564 | Rate: 87.9/min
[2025-11-27T19:22:51.267923] [INFO ] [CONFIGURE ] ARCO: Testing feature 21/29: add_range_position
[2025-11-27T19:22:51.268014] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position']
[2025-11-27T19:22:51.323667] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:51.439061] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:51.459618] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:51.570236] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:51.617601] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:51.728848] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:51.896085] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:51.899131] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:51.944213] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:52.036266] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:52.281640] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:52.282861] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:52.350821] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:52.351196] [INFO ] [CONFIGURE ] AOD: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:22:52.352206] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 327/1890 | Remaining: 1563 | Rate: 87.8/min
[2025-11-27T19:22:52.352352] [INFO ] [CONFIGURE ] AOD: Testing feature 24/29: add_rsi
[2025-11-27T19:22:52.352477] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-27T19:22:52.368523] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:52.543006] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:52.557360] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:52.634034] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:52.793072] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:52.825787] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:52.832973] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:52.891535] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:52.891866] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:22:52.892638] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 328/1890 | Remaining: 1562 | Rate: 87.8/min
[2025-11-27T19:22:52.892748] [INFO ] [CONFIGURE ] AOSL: Testing feature 24/29: add_rsi
[2025-11-27T19:22:52.892840] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-27T19:22:53.069034] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:53.088359] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:53.190065] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:53.232476] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:53.316907] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:53.348168] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:53.486823] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:53.565739] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:53.615536] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:53.635182] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:53.792221] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:53.826741] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:53.827064] [INFO ] [CONFIGURE ] AQN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:22:53.827945] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 329/1890 | Remaining: 1561 | Rate: 87.7/min
[2025-11-27T19:22:53.828085] [INFO ] [CONFIGURE ] AQN: Testing feature 24/29: add_rsi
[2025-11-27T19:22:53.828231] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-27T19:22:53.884811] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:54.045530] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:54.112492] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:54.142624] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:54.154905] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:54.155199] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_range_position (score: 90.00%)
[2025-11-27T19:22:54.156013] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 330/1890 | Remaining: 1560 | Rate: 87.9/min
[2025-11-27T19:22:54.156118] [INFO ] [CONFIGURE ] ARCO: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:22:54.156226] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-11-27T19:22:54.445650] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:54.453726] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:54.468647] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:54.492525] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:54.767599] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:54.772678] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:54.823089] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:54.864620] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:55.086214] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:55.097865] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:55.157979] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:55.274801] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:55.389503] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:55.426521] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:55.500208] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:55.684526] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:55.691765] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:55.743823] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:55.848337] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:55.995291] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:56.056353] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:56.056535] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:22:56.057302] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 331/1890 | Remaining: 1559 | Rate: 87.4/min
[2025-11-27T19:22:56.057378] [INFO ] [CONFIGURE ] AOSL: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:22:56.057429] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution']
[2025-11-27T19:22:56.090537] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:22:56.179385] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:56.296918] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:56.297517] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:56.497225] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:56.497483] [INFO ] [CONFIGURE ] AOD: DISCARDED add_rsi (score: 30.00%)
[2025-11-27T19:22:56.498266] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 332/1890 | Remaining: 1558 | Rate: 87.5/min
[2025-11-27T19:22:56.498382] [INFO ] [CONFIGURE ] AOD: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:22:56.498482] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-27T19:22:56.528518] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:56.542078] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:56.593197] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:56.782273] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:56.837785] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:22:56.885628] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:56.898661] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:56.898962] [INFO ] [CONFIGURE ] AQN: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:22:56.899739] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 333/1890 | Remaining: 1557 | Rate: 87.6/min
[2025-11-27T19:22:56.899858] [INFO ] [CONFIGURE ] AQN: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:22:56.899910] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-27T19:22:57.031855] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:57.127741] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:57.172654] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:57.238001] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:57.284162] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:57.360213] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:57.508881] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:57.540240] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:57.590177] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:22:57.590449] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-27T19:22:57.591222] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 334/1890 | Remaining: 1556 | Rate: 87.6/min
[2025-11-27T19:22:57.591332] [INFO ] [CONFIGURE ] ARCO: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:22:57.591382] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-11-27T19:22:57.595711] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:22:57.786993] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:57.838283] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:57.851234] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:22:57.864865] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:58.037018] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:58.074456] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:22:58.089208] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:22:58.206766] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:58.289716] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:58.313462] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:22:58.330617] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:22:58.537723] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:58.538041] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:22:58.538896] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 335/1890 | Remaining: 1555 | Rate: 87.5/min
[2025-11-27T19:22:58.539012] [INFO ] [CONFIGURE ] AOSL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:22:58.539107] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-27T19:22:58.552966] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:58.564169] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:58.565675] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:22:58.792340] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:22:58.800061] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:22:58.803586] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:58.894082] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:22:59.034851] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:22:59.042389] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:22:59.045364] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:22:59.237137] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:59.271976] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:59.272248] [INFO ] [CONFIGURE ] AQN: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:22:59.273051] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 336/1890 | Remaining: 1554 | Rate: 87.5/min
[2025-11-27T19:22:59.273171] [INFO ] [CONFIGURE ] AQN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:22:59.273271] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-27T19:22:59.280497] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:22:59.301478] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:22:59.511049] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:22:59.534020] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:22:59.564517] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:22:59.590558] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:22:59.752810] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:22:59.776724] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:22:59.810072] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:22:59.941037] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:22:59.941374] [INFO ] [CONFIGURE ] AOD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:22:59.942163] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 337/1890 | Remaining: 1553 | Rate: 87.5/min
[2025-11-27T19:22:59.942282] [INFO ] [CONFIGURE ] AOD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:22:59.942401] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-27T19:22:59.995640] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:00.020179] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:00.020654] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_recent_range_context (score: 90.00%)
[2025-11-27T19:23:00.021436] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 338/1890 | Remaining: 1552 | Rate: 87.7/min
[2025-11-27T19:23:00.021546] [INFO ] [CONFIGURE ] ARCO: Testing feature 24/29: add_rsi
[2025-11-27T19:23:00.021658] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-11-27T19:23:00.056392] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:00.249709] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:00.309255] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:00.331261] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:23:00.481365] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:00.629562] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:00.759225] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:00.789277] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:00.817722] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:00.937737] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:01.040782] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:01.118208] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:01.182449] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:01.299818] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:01.301351] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:01.301570] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:23:01.302358] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 339/1890 | Remaining: 1551 | Rate: 87.5/min
[2025-11-27T19:23:01.302477] [INFO ] [CONFIGURE ] AOSL: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:23:01.302589] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-27T19:23:01.417054] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:01.452881] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:01.556434] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:23:01.667690] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:01.704158] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:01.719506] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:01.850198] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:01.958740] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:01.959036] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:23:01.959838] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 340/1890 | Remaining: 1550 | Rate: 87.5/min
[2025-11-27T19:23:01.959944] [INFO ] [CONFIGURE ] AQN: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:23:01.960034] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-27T19:23:02.014603] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:02.033735] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:02.132838] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:02.214005] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:02.310431] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:02.383486] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:02.418015] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:02.462102] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:23:02.601318] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:02.701639] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:02.713733] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:02.737932] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:02.891063] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:02.958723] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:02.972677] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:03.086763] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:03.181159] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:03.181443] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_rsi (score: 80.00%)
[2025-11-27T19:23:03.182229] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 341/1890 | Remaining: 1549 | Rate: 87.3/min
[2025-11-27T19:23:03.182339] [INFO ] [CONFIGURE ] ARCO: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:23:03.182430] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-11-27T19:23:03.215329] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:03.228426] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:03.410028] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:23:03.442062] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:03.471242] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:03.483743] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:03.637862] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:03.730933] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:03.738343] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:03.797722] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:03.797896] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-27T19:23:03.798678] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 342/1890 | Remaining: 1548 | Rate: 87.3/min
[2025-11-27T19:23:03.798798] [INFO ] [CONFIGURE ] AOD: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:23:03.798950] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-27T19:23:03.868778] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:03.990058] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:03.990381] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:23:03.991181] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 343/1890 | Remaining: 1547 | Rate: 87.5/min
[2025-11-27T19:23:03.991304] [INFO ] [CONFIGURE ] AOSL: Testing feature 28/29: add_volume_profile
[2025-11-27T19:23:03.991406] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile']
[2025-11-27T19:23:03.997528] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:04.097708] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:04.158702] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:04.245491] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:23:04.263779] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:04.328036] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:04.498248] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:04.522613] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:04.524413] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:04.524732] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:23:04.525506] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 344/1890 | Remaining: 1546 | Rate: 87.6/min
[2025-11-27T19:23:04.525629] [INFO ] [CONFIGURE ] AQN: Testing feature 28/29: add_volume_profile
[2025-11-27T19:23:04.525719] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-27T19:23:04.558533] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:04.744964] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:04.772724] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:04.788637] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:04.885806] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:05.001135] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:05.020074] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:05.022292] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:23:05.251707] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:05.252789] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:05.253820] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:05.272064] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:05.486514] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:05.486797] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-27T19:23:05.487553] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 345/1890 | Remaining: 1545 | Rate: 87.5/min
[2025-11-27T19:23:05.487675] [INFO ] [CONFIGURE ] ARCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:23:05.487766] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-11-27T19:23:05.513268] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:05.527460] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:05.643304] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:05.731749] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:05.772812] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:05.786137] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:05.979202] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:06.026765] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:06.040531] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:06.040980] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:06.219769] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:06.297250] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:06.309144] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:06.403534] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:06.470723] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:06.556069] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:06.575342] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:06.575665] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:23:06.576654] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 346/1890 | Remaining: 1544 | Rate: 87.3/min
[2025-11-27T19:23:06.576773] [INFO ] [CONFIGURE ] AOSL: Testing feature 29/29: add_vwap
[2025-11-27T19:23:06.576874] [INFO ] [CONFIGURE ] AOSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap']
[2025-11-27T19:23:06.709800] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:06.789783] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:06.822072] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:06.841232] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:23:06.955653] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:07.081001] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:07.081298] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:23:07.082091] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 347/1890 | Remaining: 1543 | Rate: 87.4/min
[2025-11-27T19:23:07.082200] [INFO ] [CONFIGURE ] AQN: Testing feature 29/29: add_vwap
[2025-11-27T19:23:07.082291] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-11-27T19:23:07.107534] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:07.180371] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:07.200679] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:07.344076] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:07.378888] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:07.446595] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:07.572756] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:07.573066] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:23:07.573904] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 348/1890 | Remaining: 1542 | Rate: 87.4/min
[2025-11-27T19:23:07.574026] [INFO ] [CONFIGURE ] AOD: Testing feature 28/29: add_volume_profile
[2025-11-27T19:23:07.574129] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-27T19:23:07.603911] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:23:07.649067] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:07.690514] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:07.862927] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:07.920183] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:07.939185] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:07.939466] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:23:07.940230] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 349/1890 | Remaining: 1541 | Rate: 87.6/min
[2025-11-27T19:23:07.940339] [INFO ] [CONFIGURE ] ARCO: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:23:07.940429] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-11-27T19:23:07.948164] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:08.120443] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:08.188752] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:08.194173] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:23:08.318894] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:08.378136] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:08.445200] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:08.458187] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:08.646667] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:08.683952] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:08.699294] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:08.730485] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:08.927338] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:08.955814] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:09.001987] [DEBUG] [FORECASTER] AOSL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:09.048455] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:09.196691] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:09.218359] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:09.282153] [DEBUG] [FORECASTER] AOSL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:09.282349] [INFO ] [CONFIGURE ] AOSL: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:23:09.283330] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 350/1890 | Remaining: 1540 | Rate: 87.3/min
[2025-11-27T19:23:09.283450] [INFO ] [CONFIGURE ] AOSL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:23:09.283503] [INFO ] [CONFIGURE ] AOSL: Best accuracy: 70.00%
[2025-11-27T19:23:09.283612] [INFO ] [CONFIGURE ] AOSL: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:23:09.283710] [INFO ] [CONFIGURE ] AOSL: Improvement over baseline: 20.00%
[2025-11-27T19:23:09.283757] [INFO ] [CONFIGURE ] AOSL: Total time: 1.3 minutes
[2025-11-27T19:23:09.283848] [INFO ] [CONFIGURE ] AOSL: Average time per feature: 2.7 seconds
[2025-11-27T19:23:09.283945] [INFO ] [CONFIGURE ] AOSL: Average speed: 0.37 features/sec
[2025-11-27T19:23:09.284199] [INFO ] [LOCAL     ] Saved configuration for AOSL: 2 features, 70.00% accuracy -> ./output/feature-sets/AOSL.json
[2025-11-27T19:23:09.284312] [INFO ] [CONFIGURE ] AOSL: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-27T19:23:09.285061] [INFO ] [sig       ] [9/63] AOSL OK in 1m 20s. ETA: 24m 3s. Rate: 2.2 sym/min
[2025-11-27T19:23:09.288717] [INFO ] [CONFIGURE ] ARLP: Configurate test run.
[2025-11-27T19:23:09.288895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-11-27T19:23:09.415847] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:09.462220] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:09.468356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-11-27T19:23:09.469031] [INFO ] [CONFIGURE ] ARLP: Testing with 29 available features
[2025-11-27T19:23:09.469148] [INFO ] [CONFIGURE ] ARLP: Establishing baseline with no features...
[2025-11-27T19:23:09.484863] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:09.646195] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:09.727846] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:09.728164] [INFO ] [CONFIGURE ] AQN: DISCARDED add_vwap (score: 40.00%)
[2025-11-27T19:23:09.728984] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 351/1890 | Remaining: 1539 | Rate: 87.4/min
[2025-11-27T19:23:09.729100] [INFO ] [CONFIGURE ] AQN: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:23:09.729194] [INFO ] [CONFIGURE ] AQN: Best accuracy: 60.00%
[2025-11-27T19:23:09.729284] [INFO ] [CONFIGURE ] AQN: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-27T19:23:09.729331] [INFO ] [CONFIGURE ] AQN: Improvement over baseline: 20.00%
[2025-11-27T19:23:09.729417] [INFO ] [CONFIGURE ] AQN: Total time: 1.3 minutes
[2025-11-27T19:23:09.729501] [INFO ] [CONFIGURE ] AQN: Average time per feature: 2.7 seconds
[2025-11-27T19:23:09.729546] [INFO ] [CONFIGURE ] AQN: Average speed: 0.38 features/sec
[2025-11-27T19:23:09.729848] [INFO ] [LOCAL     ] Saved configuration for AQN: 2 features, 60.00% accuracy -> ./output/feature-sets/AQN.json
[2025-11-27T19:23:09.729908] [INFO ] [CONFIGURE ] AQN: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-11-27T19:23:09.730649] [INFO ] [sig       ] [10/63] AQN OK in 1m 19s. ETA: 21m 17s. Rate: 2.5 sym/min
[2025-11-27T19:23:09.731374] [INFO ] [CONFIGURE ] ASTE: Configurate test run.
[2025-11-27T19:23:09.731435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-11-27T19:23:09.743546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-11-27T19:23:09.743992] [INFO ] [CONFIGURE ] ASTE: Testing with 29 available features
[2025-11-27T19:23:09.744217] [INFO ] [CONFIGURE ] ASTE: Establishing baseline with no features...
[2025-11-27T19:23:09.745898] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:09.775497] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:09.820746] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:09.924054] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:09.995285] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:10.008017] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:10.112951] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:10.141344] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:10.169489] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:10.271663] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:10.301482] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:10.342829] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:10.483658] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:10.494885] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:10.516204] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:10.530590] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:10.530797] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-27T19:23:10.531558] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 352/1890 | Remaining: 1538 | Rate: 87.4/min
[2025-11-27T19:23:10.531683] [INFO ] [CONFIGURE ] ARCO: Testing feature 28/29: add_volume_profile
[2025-11-27T19:23:10.531773] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-11-27T19:23:10.668328] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:10.689770] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:10.778479] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:23:10.854382] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:10.858767] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:10.863770] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:11.025821] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:11.039743] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:11.055740] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:11.214448] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:11.214745] [INFO ] [CONFIGURE ] ARLP: Baseline score (no features): 60.00%
[2025-11-27T19:23:11.215199] [INFO ] [CONFIGURE ] ARLP: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:23:11.215319] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:23:11.219637] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:11.219979] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:23:11.220815] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 354/1890 | Remaining: 1536 | Rate: 87.6/min
[2025-11-27T19:23:11.220942] [INFO ] [CONFIGURE ] AOD: Testing feature 29/29: add_vwap
[2025-11-27T19:23:11.221050] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-11-27T19:23:11.244516] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:11.272995] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:11.431086] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:11.444125] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:11.521454] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:11.579316] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:11.646326] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:11.647385] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:11.647696] [INFO ] [CONFIGURE ] ASTE: Baseline score (no features): 40.00%
[2025-11-27T19:23:11.648174] [INFO ] [CONFIGURE ] ASTE: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:23:11.648284] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:23:11.771593] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:11.865143] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:11.890474] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:11.940163] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:12.023806] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:12.085648] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:12.139603] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:12.280965] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:12.304161] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:12.316539] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:12.357989] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:12.523458] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:12.532995] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:12.575447] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:12.686706] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:12.738703] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:12.781978] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:12.793868] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:12.958667] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:13.026335] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:13.038123] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:13.038384] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:23:13.039151] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 356/1890 | Remaining: 1534 | Rate: 87.5/min
[2025-11-27T19:23:13.039262] [INFO ] [CONFIGURE ] ARCO: Testing feature 29/29: add_vwap
[2025-11-27T19:23:13.039352] [INFO ] [CONFIGURE ] ARCO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap']
[2025-11-27T19:23:13.064403] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:13.180892] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:13.259599] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:13.289915] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:23:13.399544] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:13.399737] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-27T19:23:13.400559] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 357/1890 | Remaining: 1533 | Rate: 87.6/min
[2025-11-27T19:23:13.400763] [INFO ] [CONFIGURE ] ARLP: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:23:13.400862] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:23:13.426975] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:13.491968] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:13.540760] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:13.630154] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:13.727863] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:13.792841] [DEBUG] [FORECASTER] ARCO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:13.793962] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:13.859242] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:13.959037] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:13.959336] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-11-27T19:23:13.960163] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 358/1890 | Remaining: 1532 | Rate: 87.6/min
[2025-11-27T19:23:13.960278] [INFO ] [CONFIGURE ] ASTE: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:23:13.960372] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:23:14.041753] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:14.093458] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:14.168903] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:14.207814] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:14.292558] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:14.329542] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:14.445135] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:14.547264] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:14.551182] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:14.561514] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:14.715693] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:14.796239] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:14.802330] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:14.932570] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:14.933040] [INFO ] [CONFIGURE ] AOD: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:23:14.934019] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 359/1890 | Remaining: 1531 | Rate: 87.5/min
[2025-11-27T19:23:14.934091] [INFO ] [CONFIGURE ] AOD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:23:14.934137] [INFO ] [CONFIGURE ] AOD: Best accuracy: 90.00%
[2025-11-27T19:23:14.934239] [INFO ] [CONFIGURE ] AOD: Best feature set (4 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-27T19:23:14.934353] [INFO ] [CONFIGURE ] AOD: Improvement over baseline: 40.00%
[2025-11-27T19:23:14.934449] [INFO ] [CONFIGURE ] AOD: Total time: 1.6 minutes
[2025-11-27T19:23:14.934496] [INFO ] [CONFIGURE ] AOD: Average time per feature: 3.4 seconds
[2025-11-27T19:23:14.934602] [INFO ] [CONFIGURE ] AOD: Average speed: 0.31 features/sec
[2025-11-27T19:23:14.934908] [INFO ] [LOCAL     ] Saved configuration for AOD: 4 features, 90.00% accuracy -> ./output/feature-sets/AOD.json
[2025-11-27T19:23:14.934968] [INFO ] [CONFIGURE ] AOD: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-27T19:23:14.936105] [INFO ] [sig       ] [11/63] AOD OK in 1m 37s. ETA: 19m 24s. Rate: 2.7 sym/min
[2025-11-27T19:23:14.938970] [INFO ] [CONFIGURE ] ASX: Configurate test run.
[2025-11-27T19:23:14.939025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-11-27T19:23:14.950632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-11-27T19:23:14.951020] [INFO ] [CONFIGURE ] ASX: Testing with 29 available features
[2025-11-27T19:23:14.951204] [INFO ] [CONFIGURE ] ASX: Establishing baseline with no features...
[2025-11-27T19:23:14.953843] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:15.041503] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:15.059295] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:15.135990] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:15.188603] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:15.287798] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:15.316400] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:15.322258] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:15.428646] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:15.517670] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:15.524883] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:15.580802] [DEBUG] [FORECASTER] ARCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:15.580961] [INFO ] [CONFIGURE ] ARCO: DISCARDED add_vwap (score: 80.00%)
[2025-11-27T19:23:15.581939] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 360/1890 | Remaining: 1530 | Rate: 87.5/min
[2025-11-27T19:23:15.582000] [INFO ] [CONFIGURE ] ARCO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:23:15.582035] [INFO ] [CONFIGURE ] ARCO: Best accuracy: 90.00%
[2025-11-27T19:23:15.582068] [INFO ] [CONFIGURE ] ARCO: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:23:15.582099] [INFO ] [CONFIGURE ] ARCO: Improvement over baseline: 30.00%
[2025-11-27T19:23:15.582128] [INFO ] [CONFIGURE ] ARCO: Total time: 1.3 minutes
[2025-11-27T19:23:15.582158] [INFO ] [CONFIGURE ] ARCO: Average time per feature: 2.6 seconds
[2025-11-27T19:23:15.582187] [INFO ] [CONFIGURE ] ARCO: Average speed: 0.39 features/sec
[2025-11-27T19:23:15.582420] [INFO ] [LOCAL     ] Saved configuration for ARCO: 2 features, 90.00% accuracy -> ./output/feature-sets/ARCO.json
[2025-11-27T19:23:15.582465] [INFO ] [CONFIGURE ] ARCO: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-27T19:23:15.583632] [INFO ] [sig       ] [12/63] ARCO OK in 1m 17s. ETA: 17m 29s. Rate: 2.9 sym/min
[2025-11-27T19:23:15.584980] [INFO ] [CONFIGURE ] ATHA: Configurate test run.
[2025-11-27T19:23:15.585039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-11-27T19:23:15.595793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-11-27T19:23:15.596122] [INFO ] [CONFIGURE ] ATHA: Testing with 29 available features
[2025-11-27T19:23:15.596178] [INFO ] [CONFIGURE ] ATHA: Establishing baseline with no features...
[2025-11-27T19:23:15.664256] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:15.703935] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:15.759086] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:15.759384] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:23:15.760298] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Tests: 361/1890 | Remaining: 1529 | Rate: 87.7/min
[2025-11-27T19:23:15.760419] [INFO ] [CONFIGURE ] ARLP: Testing feature 3/29: add_daily_returns
[2025-11-27T19:23:15.760530] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns']
[2025-11-27T19:23:15.773247] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:15.890829] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:15.897795] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:15.949811] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:15.954035] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:16.073202] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:16.135611] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:16.136116] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:16.140272] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:16.256976] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:16.316288] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:16.331103] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:16.370520] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:16.370846] [INFO ] [CONFIGURE ] ASTE: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-27T19:23:16.371637] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Tests: 362/1890 | Remaining: 1528 | Rate: 87.7/min
[2025-11-27T19:23:16.371744] [INFO ] [CONFIGURE ] ASTE: Testing feature 3/29: add_daily_returns
[2025-11-27T19:23:16.371794] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:23:16.454004] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:16.495018] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:16.521950] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:16.616156] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:16.639147] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:16.675808] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:16.713287] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:16.829542] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:16.829844] [INFO ] [CONFIGURE ] ASX: Baseline score (no features): 50.00%
[2025-11-27T19:23:16.830290] [INFO ] [CONFIGURE ] ASX: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:23:16.830409] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:23:16.859980] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:16.864318] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:16.907209] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:17.039219] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:17.055242] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:17.098460] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:17.149337] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:17.220279] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:17.285660] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:23:17.289479] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:17.397468] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:17.404357] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:17.404606] [INFO ] [CONFIGURE ] ATHA: Baseline score (no features): 50.00%
[2025-11-27T19:23:17.405052] [INFO ] [CONFIGURE ] ATHA: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:23:17.405155] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:23:17.485116] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:17.535393] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:17.629910] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:17.654543] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:17.681328] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:17.681615] [INFO ] [CONFIGURE ] ARLP: KEPT add_daily_returns (score: 70.00%)
[2025-11-27T19:23:17.682533] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Tests: 365/1890 | Remaining: 1525 | Rate: 88.0/min
[2025-11-27T19:23:17.682676] [INFO ] [CONFIGURE ] ARLP: Testing feature 4/29: add_ema
[2025-11-27T19:23:17.682784] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-27T19:23:17.768502] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:17.859526] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:17.921422] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:17.932055] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:18.004941] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:18.081354] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:18.180199] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:18.182292] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:18.245025] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:18.300625] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:18.427807] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:18.470138] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:18.486058] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:18.522655] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:18.695103] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:18.719665] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:18.734959] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:18.744567] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:18.944774] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:18.951880] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:18.970818] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:18.989966] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:18.990259] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:23:18.991053] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Tests: 366/1890 | Remaining: 1524 | Rate: 87.8/min
[2025-11-27T19:23:18.991163] [INFO ] [CONFIGURE ] ASTE: Testing feature 4/29: add_ema
[2025-11-27T19:23:18.991251] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:23:19.191634] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:19.193918] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:19.196109] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:19.196420] [INFO ] [CONFIGURE ] ASX: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:23:19.197231] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Tests: 367/1890 | Remaining: 1523 | Rate: 87.9/min
[2025-11-27T19:23:19.197350] [INFO ] [CONFIGURE ] ASX: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:23:19.197450] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:23:19.281558] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:19.412801] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:19.436996] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:19.442286] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:19.568021] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:19.635429] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:19.635705] [INFO ] [CONFIGURE ] ATHA: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-27T19:23:19.636461] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Tests: 368/1890 | Remaining: 1522 | Rate: 88.0/min
[2025-11-27T19:23:19.636620] [INFO ] [CONFIGURE ] ATHA: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:23:19.636718] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:23:19.680927] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:23:19.693345] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:19.863763] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:19.902214] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:19.932767] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:19.955848] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:20.155666] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:20.165476] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:20.173246] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:20.215657] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:20.216151] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:23:20.217015] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Tests: 369/1890 | Remaining: 1521 | Rate: 88.1/min
[2025-11-27T19:23:20.217082] [INFO ] [CONFIGURE ] ARLP: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:23:20.217186] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:23:20.423382] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:20.433218] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:20.460397] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:20.469367] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:20.676516] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:20.698452] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:20.718283] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:20.753475] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:20.919774] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:20.965177] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:20.970192] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:21.053109] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:21.170970] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:21.219807] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:21.235110] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:21.350386] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:21.423239] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:21.466797] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:21.499022] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:21.649516] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:21.681404] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:21.681769] [INFO ] [CONFIGURE ] ASX: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-11-27T19:23:21.682669] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Tests: 370/1890 | Remaining: 1520 | Rate: 87.8/min
[2025-11-27T19:23:21.682819] [INFO ] [CONFIGURE ] ASX: Testing feature 3/29: add_daily_returns
[2025-11-27T19:23:21.682952] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_daily_returns']
[2025-11-27T19:23:21.721157] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:21.769867] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:21.892284] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:21.953039] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:21.953367] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:23:21.954198] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Tests: 371/1890 | Remaining: 1519 | Rate: 87.9/min
[2025-11-27T19:23:21.954306] [INFO ] [CONFIGURE ] ASTE: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:23:21.954395] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:23:21.978004] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:22.040296] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:22.098305] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:22.233880] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:22.245601] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:22.304524] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:22.304812] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:23:22.305603] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 372/1890 | Remaining: 1518 | Rate: 88.0/min
[2025-11-27T19:23:22.305713] [INFO ] [CONFIGURE ] ATHA: Testing feature 3/29: add_daily_returns
[2025-11-27T19:23:22.305804] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:23:22.306716] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:22.486973] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:22.514683] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:22.535987] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:22.537379] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:22.725144] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:22.746659] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:22.746839] [INFO ] [CONFIGURE ] ARLP: KEPT add_exhaustion_signals (score: 90.00%)
[2025-11-27T19:23:22.747655] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 373/1890 | Remaining: 1517 | Rate: 88.1/min
[2025-11-27T19:23:22.747740] [INFO ] [CONFIGURE ] ARLP: Testing feature 6/29: add_failed_moves
[2025-11-27T19:23:22.747807] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:23:22.769212] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:22.832899] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:22.934005] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:23.005453] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:23.006997] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:23.135925] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:23.141905] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:23.237355] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:23.262127] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:23.343904] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:23.434105] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:23.471077] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:23.517851] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:23.543382] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:23.705297] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:23.738069] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:23.746841] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:23.747143] [INFO ] [CONFIGURE ] ASX: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-27T19:23:23.747948] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 374/1890 | Remaining: 1516 | Rate: 88.0/min
[2025-11-27T19:23:23.748061] [INFO ] [CONFIGURE ] ASX: Testing feature 4/29: add_ema
[2025-11-27T19:23:23.748173] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_ema']
[2025-11-27T19:23:23.777123] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:23.943177] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:23.982237] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:24.036873] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:24.055880] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:24.180743] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:24.223624] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:24.298254] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:24.358687] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:24.421890] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:24.472309] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:24.557113] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:24.659925] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:24.678946] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:24.679240] [INFO ] [CONFIGURE ] ATHA: KEPT add_daily_returns (score: 70.00%)
[2025-11-27T19:23:24.680069] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 375/1890 | Remaining: 1515 | Rate: 87.9/min
[2025-11-27T19:23:24.680192] [INFO ] [CONFIGURE ] ATHA: Testing feature 4/29: add_ema
[2025-11-27T19:23:24.680281] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-27T19:23:24.715745] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:24.818335] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:24.966498] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:24.970361] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:24.973815] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:24.974094] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:23:24.974883] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 376/1890 | Remaining: 1514 | Rate: 88.1/min
[2025-11-27T19:23:24.974991] [INFO ] [CONFIGURE ] ASTE: Testing feature 6/29: add_failed_moves
[2025-11-27T19:23:24.975081] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:23:25.079233] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:25.210776] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:25.218411] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:25.253947] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:25.357770] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:25.358068] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_failed_moves (score: 90.00%)
[2025-11-27T19:23:25.358926] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 377/1890 | Remaining: 1513 | Rate: 88.2/min
[2025-11-27T19:23:25.359038] [INFO ] [CONFIGURE ] ARLP: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:23:25.359160] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-27T19:23:25.446452] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:25.469221] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:25.540814] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:25.612360] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:25.681062] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:25.720876] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:25.828960] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:25.869123] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:25.918382] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:25.968182] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:26.123358] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:26.124065] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:26.156762] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:26.210971] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:26.211290] [INFO ] [CONFIGURE ] ASX: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:23:26.212110] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 378/1890 | Remaining: 1512 | Rate: 88.1/min
[2025-11-27T19:23:26.212227] [INFO ] [CONFIGURE ] ASX: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:23:26.212325] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:23:26.380364] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:26.396751] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:26.425057] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:26.465649] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:26.635086] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:26.637461] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:26.708422] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:26.723422] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:26.890698] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:26.898755] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:26.960263] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:27.024746] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:27.143081] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:27.146096] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:27.205293] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:27.327420] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:27.385134] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:27.385307] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_failed_moves (score: 30.00%)
[2025-11-27T19:23:27.386164] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 379/1890 | Remaining: 1511 | Rate: 87.9/min
[2025-11-27T19:23:27.386275] [INFO ] [CONFIGURE ] ASTE: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:23:27.386327] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:23:27.403198] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:27.449651] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:27.614473] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:27.633470] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:27.633776] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:23:27.634561] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 380/1890 | Remaining: 1510 | Rate: 88.1/min
[2025-11-27T19:23:27.634686] [INFO ] [CONFIGURE ] ATHA: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:23:27.634794] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:23:27.657064] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:27.689685] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:27.845218] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:27.918743] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:27.919044] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:23:27.919908] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 381/1890 | Remaining: 1509 | Rate: 88.2/min
[2025-11-27T19:23:27.919975] [INFO ] [CONFIGURE ] ARLP: Testing feature 8/29: add_macd
[2025-11-27T19:23:27.920075] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-27T19:23:27.928981] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:27.938084] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:28.071465] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:28.183883] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:28.221240] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:28.246191] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:28.298979] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:28.446078] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:28.510052] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:28.526079] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:28.584891] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:28.696501] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:28.696848] [INFO ] [CONFIGURE ] ASX: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-27T19:23:28.697696] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 382/1890 | Remaining: 1508 | Rate: 88.2/min
[2025-11-27T19:23:28.697817] [INFO ] [CONFIGURE ] ASX: Testing feature 6/29: add_failed_moves
[2025-11-27T19:23:28.697918] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_failed_moves']
[2025-11-27T19:23:28.755234] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:28.804710] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:28.889599] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:28.914296] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:28.983107] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:29.080677] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:29.099733] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:29.213625] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:29.241154] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:29.275772] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:29.394114] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:29.449543] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:29.466041] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:29.567437] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:29.662610] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:29.683160] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:29.683436] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:23:29.684229] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 383/1890 | Remaining: 1507 | Rate: 88.1/min
[2025-11-27T19:23:29.684342] [INFO ] [CONFIGURE ] ASTE: Testing feature 8/29: add_macd
[2025-11-27T19:23:29.684433] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:23:29.695969] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:29.854942] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:29.894346] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:29.999456] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:30.026934] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:30.050356] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:30.222223] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:30.242522] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:30.297496] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:30.364052] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:30.442976] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:30.553188] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:30.593888] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:30.594190] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:23:30.595001] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 384/1890 | Remaining: 1506 | Rate: 88.0/min
[2025-11-27T19:23:30.595118] [INFO ] [CONFIGURE ] ATHA: Testing feature 6/29: add_failed_moves
[2025-11-27T19:23:30.595169] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-27T19:23:30.642126] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:30.642500] [INFO ] [CONFIGURE ] ASX: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-27T19:23:30.643563] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 385/1890 | Remaining: 1505 | Rate: 88.2/min
[2025-11-27T19:23:30.643728] [INFO ] [CONFIGURE ] ASX: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:23:30.643855] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_lag_shelf']
[2025-11-27T19:23:30.702265] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:30.825810] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:30.843151] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:30.887901] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:31.005281] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:31.039473] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:31.088385] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:31.184208] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:31.220349] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:31.220691] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_macd (score: 80.00%)
[2025-11-27T19:23:31.221553] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 386/1890 | Remaining: 1504 | Rate: 88.3/min
[2025-11-27T19:23:31.221725] [INFO ] [CONFIGURE ] ARLP: Testing feature 9/29: add_mfi
[2025-11-27T19:23:31.221825] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-27T19:23:31.328701] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:31.363195] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:31.380109] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:31.487200] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:31.542512] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:31.570555] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:31.721613] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:31.722357] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:31.754039] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:31.818829] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:31.921761] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:32.020289] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:32.065181] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:32.067842] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:32.106723] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:32.286820] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:32.290010] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:32.319044] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:32.408380] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:32.467644] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:32.467903] [INFO ] [CONFIGURE ] ASX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:23:32.468748] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 387/1890 | Remaining: 1503 | Rate: 88.1/min
[2025-11-27T19:23:32.468863] [INFO ] [CONFIGURE ] ASX: Testing feature 8/29: add_macd
[2025-11-27T19:23:32.468983] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:23:32.558097] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:32.567280] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:32.753086] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:32.759002] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:32.816742] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:32.832238] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:33.052807] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:33.059476] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:33.059763] [INFO ] [CONFIGURE ] ATHA: KEPT add_failed_moves (score: 80.00%)
[2025-11-27T19:23:33.060529] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 388/1890 | Remaining: 1502 | Rate: 88.1/min
[2025-11-27T19:23:33.060653] [INFO ] [CONFIGURE ] ATHA: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:23:33.060704] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_lag_shelf']
[2025-11-27T19:23:33.102061] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:33.102361] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_macd (score: 30.00%)
[2025-11-27T19:23:33.103133] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 389/1890 | Remaining: 1501 | Rate: 88.3/min
[2025-11-27T19:23:33.103243] [INFO ] [CONFIGURE ] ASTE: Testing feature 9/29: add_mfi
[2025-11-27T19:23:33.103293] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-27T19:23:33.105216] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:33.308614] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:33.345330] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:33.346172] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:33.375057] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:33.560325] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:33.591182] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:33.637537] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:33.644459] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:33.805380] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:33.835301] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:33.912874] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:33.913070] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_mfi (score: 90.00%)
[2025-11-27T19:23:33.913825] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 390/1890 | Remaining: 1500 | Rate: 88.3/min
[2025-11-27T19:23:33.913899] [INFO ] [CONFIGURE ] ARLP: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:23:33.913946] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:23:33.932046] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:34.071106] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:34.080279] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:34.237864] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:34.262261] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:34.324802] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:34.329121] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:34.537851] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:34.573476] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:34.580932] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:34.610370] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:34.820035] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:34.834546] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:34.840489] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:34.964399] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:35.082997] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:35.088308] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:35.142429] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:35.310322] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:35.338301] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:35.344523] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:35.440607] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:35.440924] [INFO ] [CONFIGURE ] ASX: DISCARDED add_macd (score: 30.00%)
[2025-11-27T19:23:35.441708] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 391/1890 | Remaining: 1499 | Rate: 88.0/min
[2025-11-27T19:23:35.441827] [INFO ] [CONFIGURE ] ASX: Testing feature 9/29: add_mfi
[2025-11-27T19:23:35.441927] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi']
[2025-11-27T19:23:35.589891] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:35.590195] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:23:35.590982] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 392/1890 | Remaining: 1498 | Rate: 88.2/min
[2025-11-27T19:23:35.591093] [INFO ] [CONFIGURE ] ASTE: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:23:35.591184] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:23:35.605169] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:35.605461] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:23:35.606265] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 393/1890 | Remaining: 1497 | Rate: 88.4/min
[2025-11-27T19:23:35.606380] [INFO ] [CONFIGURE ] ATHA: Testing feature 8/29: add_macd
[2025-11-27T19:23:35.606430] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-27T19:23:35.636931] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:35.657377] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:35.831062] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:35.911601] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:35.981056] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:36.001995] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:36.027478] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:36.224849] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:36.235009] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:36.350042] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:36.363328] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:36.421045] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:36.573263] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:36.619774] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:36.712351] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:36.722051] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:36.819055] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:36.906697] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:37.020499] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:37.071439] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:37.085224] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:37.223854] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:37.244487] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:37.423993] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:37.424243] [INFO ] [CONFIGURE ] ASX: KEPT add_mfi (score: 70.00%)
[2025-11-27T19:23:37.425035] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 394/1890 | Remaining: 1496 | Rate: 88.0/min
[2025-11-27T19:23:37.425152] [INFO ] [CONFIGURE ] ASX: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:23:37.425252] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:23:37.426118] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:37.441909] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:37.442192] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-11-27T19:23:37.442998] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 395/1890 | Remaining: 1495 | Rate: 88.2/min
[2025-11-27T19:23:37.443122] [INFO ] [CONFIGURE ] ARLP: Testing feature 11/29: add_obv_daily
[2025-11-27T19:23:37.443224] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-27T19:23:37.578877] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:37.715516] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:37.737539] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:37.786545] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:37.913118] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:38.006405] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:23:38.023288] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:38.143533] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:38.245040] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:38.298808] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:38.307921] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:38.504357] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:38.586127] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:38.590831] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:38.601243] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:38.876682] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:38.880872] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:38.886206] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:38.927147] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:38.927440] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:23:38.928257] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 396/1890 | Remaining: 1494 | Rate: 88.0/min
[2025-11-27T19:23:38.928367] [INFO ] [CONFIGURE ] ASTE: Testing feature 11/29: add_obv_daily
[2025-11-27T19:23:38.928458] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:23:39.160894] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:39.182324] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:39.194553] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:39.259555] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:39.259872] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:23:39.260674] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 397/1890 | Remaining: 1493 | Rate: 88.1/min
[2025-11-27T19:23:39.260787] [INFO ] [CONFIGURE ] ATHA: Testing feature 9/29: add_mfi
[2025-11-27T19:23:39.260883] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_mfi']
[2025-11-27T19:23:39.461371] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:39.467671] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:39.495995] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:39.543929] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:39.783460] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:39.799873] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:39.814160] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:39.820677] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:40.116736] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:40.153179] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:40.155269] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:40.220217] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:40.386973] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:40.439169] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:40.485732] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:40.486062] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:23:40.487123] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 398/1890 | Remaining: 1492 | Rate: 87.9/min
[2025-11-27T19:23:40.487247] [INFO ] [CONFIGURE ] ARLP: Testing feature 12/29: add_obv_interval
[2025-11-27T19:23:40.487302] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-27T19:23:40.557744] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:40.557950] [INFO ] [CONFIGURE ] ASX: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-27T19:23:40.558810] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 399/1890 | Remaining: 1491 | Rate: 88.1/min
[2025-11-27T19:23:40.559033] [INFO ] [CONFIGURE ] ASX: Testing feature 11/29: add_obv_daily
[2025-11-27T19:23:40.559171] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-11-27T19:23:40.649474] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:40.718610] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:40.755134] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:40.796547] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:40.907598] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:40.984367] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:41.015284] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:41.029095] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:41.165472] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:41.246849] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:41.262101] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:41.273766] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:41.430148] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:41.493496] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:41.514386] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:41.538473] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:41.705279] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:41.727487] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:41.783594] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:41.783885] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-27T19:23:41.784725] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 400/1890 | Remaining: 1490 | Rate: 87.9/min
[2025-11-27T19:23:41.784834] [INFO ] [CONFIGURE ] ASTE: Testing feature 12/29: add_obv_interval
[2025-11-27T19:23:41.784924] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-27T19:23:41.802308] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:41.963507] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:41.986603] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:41.986937] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:23:41.987721] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 401/1890 | Remaining: 1489 | Rate: 88.1/min
[2025-11-27T19:23:41.987833] [INFO ] [CONFIGURE ] ATHA: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:23:41.987925] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:23:42.033563] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:42.062472] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:42.199544] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:42.295171] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:42.322229] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:42.325352] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:42.450334] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:42.561079] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:42.587294] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:23:42.654344] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:42.699965] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:42.813537] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:42.847025] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:42.946698] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:42.946999] [INFO ] [CONFIGURE ] ASX: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:23:42.947870] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 402/1890 | Remaining: 1488 | Rate: 88.0/min
[2025-11-27T19:23:42.948010] [INFO ] [CONFIGURE ] ASX: Testing feature 12/29: add_obv_interval
[2025-11-27T19:23:42.948144] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-11-27T19:23:42.984911] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:43.061396] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:43.108895] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:43.109191] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-27T19:23:43.109995] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 403/1890 | Remaining: 1487 | Rate: 88.1/min
[2025-11-27T19:23:43.110115] [INFO ] [CONFIGURE ] ARLP: Testing feature 13/29: add_opening_strength
[2025-11-27T19:23:43.110213] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-11-27T19:23:43.176220] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:43.312285] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:43.321628] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:43.385849] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:43.397097] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:43.563966] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:43.627410] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:43.652883] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:43.666327] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:43.814425] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:43.856232] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:43.945125] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:43.987866] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:44.066675] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:44.086859] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:44.228598] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:44.314604] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:44.323875] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:44.324168] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:23:44.324953] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 404/1890 | Remaining: 1486 | Rate: 88.0/min
[2025-11-27T19:23:44.325063] [INFO ] [CONFIGURE ] ASTE: Testing feature 13/29: add_opening_strength
[2025-11-27T19:23:44.325152] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:23:44.325542] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:44.509388] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:44.546309] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:44.610209] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:44.668930] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:44.781932] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:44.794361] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:44.899633] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:45.013449] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:45.018562] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:45.080890] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:45.195355] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:45.252150] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:45.252470] [INFO ] [CONFIGURE ] ASX: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-27T19:23:45.253260] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 405/1890 | Remaining: 1485 | Rate: 87.9/min
[2025-11-27T19:23:45.253382] [INFO ] [CONFIGURE ] ASX: Testing feature 13/29: add_opening_strength
[2025-11-27T19:23:45.253487] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:23:45.360456] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:45.360782] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-27T19:23:45.361616] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 406/1890 | Remaining: 1484 | Rate: 88.1/min
[2025-11-27T19:23:45.361729] [INFO ] [CONFIGURE ] ATHA: Testing feature 11/29: add_obv_daily
[2025-11-27T19:23:45.361825] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_obv_daily']
[2025-11-27T19:23:45.373306] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:45.484966] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:45.521478] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:45.640780] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:45.667162] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:45.770602] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:45.787980] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:45.926717] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:45.973009] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:45.973309] [INFO ] [CONFIGURE ] ARLP: KEPT add_opening_strength (score: 100.00%)
[2025-11-27T19:23:45.974169] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 407/1890 | Remaining: 1483 | Rate: 88.1/min
[2025-11-27T19:23:45.974303] [INFO ] [CONFIGURE ] ARLP: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:23:45.974433] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-27T19:23:46.055556] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:46.057460] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:46.200216] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:46.298567] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:46.325187] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:46.339651] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:46.475138] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:46.616840] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:46.628653] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:46.629190] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:46.771421] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:46.892097] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:46.914604] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:46.941399] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:47.058332] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:47.165136] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:47.209696] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:47.209914] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:23:47.210764] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 408/1890 | Remaining: 1482 | Rate: 87.9/min
[2025-11-27T19:23:47.210876] [INFO ] [CONFIGURE ] ASTE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:23:47.210965] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:23:47.269249] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:47.342485] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:47.438824] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:47.478265] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:47.592521] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:47.625275] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:47.717286] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:47.748254] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:47.901560] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:47.925004] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:47.993062] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:47.993374] [INFO ] [CONFIGURE ] ASX: DISCARDED add_opening_strength (score: 10.00%)
[2025-11-27T19:23:47.994225] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 409/1890 | Remaining: 1481 | Rate: 87.9/min
[2025-11-27T19:23:47.994345] [INFO ] [CONFIGURE ] ASX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:23:47.994447] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-11-27T19:23:48.017136] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:48.176878] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:48.177138] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:23:48.177938] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 410/1890 | Remaining: 1480 | Rate: 88.0/min
[2025-11-27T19:23:48.178047] [INFO ] [CONFIGURE ] ATHA: Testing feature 12/29: add_obv_interval
[2025-11-27T19:23:48.178164] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_obv_interval']
[2025-11-27T19:23:48.240957] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:48.258058] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:23:48.291705] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:48.437734] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:48.495520] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:48.562318] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:48.587450] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:48.698694] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:48.739435] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:48.846856] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:48.925408] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:48.959055] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:48.993767] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:49.118820] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:49.221746] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:49.253228] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:49.253935] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:49.254248] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_order_flow_imbalance (score: 100.00%)
[2025-11-27T19:23:49.255074] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 411/1890 | Remaining: 1479 | Rate: 87.9/min
[2025-11-27T19:23:49.255197] [INFO ] [CONFIGURE ] ARLP: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:23:49.255300] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-27T19:23:49.392096] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:49.497165] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:23:49.503762] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:49.551088] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:49.661328] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:49.747445] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:49.762405] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:49.854542] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:49.935010] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:49.935239] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-27T19:23:49.936018] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 412/1890 | Remaining: 1478 | Rate: 87.9/min
[2025-11-27T19:23:49.936128] [INFO ] [CONFIGURE ] ASTE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:23:49.936218] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-27T19:23:50.005474] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:50.028980] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:50.141805] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:50.170990] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:50.251165] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:50.292214] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:50.406907] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:50.437755] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:50.487036] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:50.487354] [INFO ] [CONFIGURE ] ASX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:23:50.488222] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 413/1890 | Remaining: 1477 | Rate: 88.0/min
[2025-11-27T19:23:50.488359] [INFO ] [CONFIGURE ] ASX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:23:50.488474] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-11-27T19:23:50.558908] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:50.647684] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:50.695810] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:50.730223] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:50.820623] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:50.820948] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-27T19:23:50.821730] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 414/1890 | Remaining: 1476 | Rate: 88.1/min
[2025-11-27T19:23:50.821841] [INFO ] [CONFIGURE ] ATHA: Testing feature 13/29: add_opening_strength
[2025-11-27T19:23:50.821932] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_opening_strength']
[2025-11-27T19:23:50.883621] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:50.907377] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:51.015139] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:51.099446] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:51.118018] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:51.124312] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:51.307064] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:51.335130] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:51.363471] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:51.379832] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:51.549211] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:51.596840] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:51.602227] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:51.657119] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:51.765646] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:51.847418] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:51.887151] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:51.935769] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:51.994944] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:52.090263] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:23:52.178396] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:52.178692] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-11-27T19:23:52.179467] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 415/1890 | Remaining: 1475 | Rate: 87.9/min
[2025-11-27T19:23:52.179599] [INFO ] [CONFIGURE ] ARLP: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:23:52.179702] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-27T19:23:52.207284] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:52.214717] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:52.339480] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:52.339742] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-27T19:23:52.340503] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 416/1890 | Remaining: 1474 | Rate: 88.0/min
[2025-11-27T19:23:52.340625] [INFO ] [CONFIGURE ] ASTE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:23:52.340717] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-27T19:23:52.424380] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:52.483490] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:52.495439] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:52.592199] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:52.638848] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:52.639130] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:23:52.639948] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 417/1890 | Remaining: 1473 | Rate: 88.1/min
[2025-11-27T19:23:52.640065] [INFO ] [CONFIGURE ] ASX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:23:52.640115] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-11-27T19:23:52.774721] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:52.803309] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:52.844145] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:23:52.865264] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:53.053752] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:53.096764] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:23:53.099893] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:53.116320] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:53.320884] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:23:53.335814] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:53.358140] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:53.421851] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:53.544523] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:53.611917] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:53.617773] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:53.618094] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:23:53.618926] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 418/1890 | Remaining: 1472 | Rate: 88.1/min
[2025-11-27T19:23:53.619052] [INFO ] [CONFIGURE ] ATHA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:23:53.619156] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-27T19:23:53.726897] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:53.782114] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:53.870361] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:53.899957] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:54.015636] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:54.029245] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:54.132691] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:54.183302] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:54.253090] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:54.333507] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:54.407560] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:54.461327] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:54.493723] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:54.646350] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:54.676098] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:54.736851] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:23:54.741455] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:54.951684] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:54.951971] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-27T19:23:54.952782] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 419/1890 | Remaining: 1471 | Rate: 87.9/min
[2025-11-27T19:23:54.952896] [INFO ] [CONFIGURE ] ASTE: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:23:54.952989] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-27T19:23:54.955951] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:54.981623] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:54.981826] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_overnight_gap (score: 10.00%)
[2025-11-27T19:23:54.982758] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 420/1890 | Remaining: 1470 | Rate: 88.1/min
[2025-11-27T19:23:54.982886] [INFO ] [CONFIGURE ] ASX: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:23:54.982938] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-11-27T19:23:55.025833] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:55.224079] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:55.226362] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:55.263436] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:55.263749] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-11-27T19:23:55.264515] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 421/1890 | Remaining: 1469 | Rate: 88.2/min
[2025-11-27T19:23:55.264646] [INFO ] [CONFIGURE ] ARLP: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:23:55.264747] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-27T19:23:55.311642] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:55.466534] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:55.501396] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:55.576022] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:55.590731] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:23:55.707534] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:55.772331] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:55.872293] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:55.887419] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:55.961598] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:56.042836] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:56.159912] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:56.195869] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:56.205479] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:56.309274] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:56.443820] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:56.444097] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:23:56.444916] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 422/1890 | Remaining: 1468 | Rate: 88.0/min
[2025-11-27T19:23:56.445026] [INFO ] [CONFIGURE ] ATHA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:23:56.445117] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-27T19:23:56.449816] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:56.524699] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:56.576837] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:56.696614] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:56.701349] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:56.841922] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:56.844397] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:56.939719] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:56.954079] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:57.107497] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:57.182689] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:23:57.189296] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:57.204429] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:23:57.386030] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:57.445175] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:57.445478] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:23:57.446330] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 423/1890 | Remaining: 1467 | Rate: 87.9/min
[2025-11-27T19:23:57.446454] [INFO ] [CONFIGURE ] ASX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:23:57.446621] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-11-27T19:23:57.460169] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:57.512640] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:57.657897] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:57.658200] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:23:57.658993] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 424/1890 | Remaining: 1466 | Rate: 88.1/min
[2025-11-27T19:23:57.659102] [INFO ] [CONFIGURE ] ASTE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:23:57.659191] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-27T19:23:57.663483] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:57.715457] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:23:57.836808] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:57.881694] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:23:57.899776] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:57.969243] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:58.099499] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:58.142298] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:58.170924] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:58.226859] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:58.318440] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:58.394721] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:58.480483] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:23:58.491095] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:58.491420] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-27T19:23:58.492235] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 425/1890 | Remaining: 1465 | Rate: 88.0/min
[2025-11-27T19:23:58.492360] [INFO ] [CONFIGURE ] ARLP: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:23:58.492412] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-27T19:23:58.540053] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:58.639384] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:23:58.738474] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:58.758060] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:58.802183] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:23:58.891852] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:23:58.966946] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:23:58.991077] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:23:58.991330] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:23:58.992096] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 426/1890 | Remaining: 1464 | Rate: 88.1/min
[2025-11-27T19:23:58.992206] [INFO ] [CONFIGURE ] ATHA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:23:58.992297] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-27T19:23:59.092254] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:59.160718] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:23:59.175472] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:23:59.257932] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:23:59.382227] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:23:59.384685] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:23:59.407171] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:23:59.530667] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:23:59.592294] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:23:59.592592] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:23:59.593383] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 427/1890 | Remaining: 1463 | Rate: 88.1/min
[2025-11-27T19:23:59.593505] [INFO ] [CONFIGURE ] ASX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:23:59.593640] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-11-27T19:23:59.650250] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:23:59.671173] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:23:59.795658] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:23:59.811340] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:23:59.908717] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:23:59.960061] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:23:59.995727] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:00.089054] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:00.170980] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:00.171324] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:24:00.172119] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 428/1890 | Remaining: 1462 | Rate: 88.1/min
[2025-11-27T19:24:00.172233] [INFO ] [CONFIGURE ] ASTE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:24:00.172328] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-27T19:24:00.196004] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:00.259785] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:00.374446] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:00.478084] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:00.554885] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:00.627550] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:00.731798] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:00.854734] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:00.880389] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:00.932828] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:01.038738] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:01.112460] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:01.166874] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:01.227429] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:01.253765] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:01.403944] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:01.444893] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:01.471087] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:01.604245] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:01.604540] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_pbf_volatility_5d (score: 100.00%)
[2025-11-27T19:24:01.605357] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 429/1890 | Remaining: 1461 | Rate: 87.9/min
[2025-11-27T19:24:01.605477] [INFO ] [CONFIGURE ] ARLP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:24:01.605597] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-27T19:24:01.643243] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:01.686899] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:01.726024] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:01.880811] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:01.888596] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:01.899861] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:01.900019] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:24:01.900755] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 430/1890 | Remaining: 1460 | Rate: 88.0/min
[2025-11-27T19:24:01.900817] [INFO ] [CONFIGURE ] ASX: Testing feature 20/29: add_price_rejection
[2025-11-27T19:24:01.900856] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-11-27T19:24:01.998453] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:01.998660] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:24:01.999390] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 431/1890 | Remaining: 1459 | Rate: 88.2/min
[2025-11-27T19:24:01.999452] [INFO ] [CONFIGURE ] ATHA: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:24:01.999488] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-27T19:24:02.115304] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:02.143094] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:02.171889] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:02.281090] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:02.354319] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:02.386282] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:02.461552] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:02.560263] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:02.594738] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:02.623380] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:02.740877] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:02.831202] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:02.831521] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-27T19:24:02.832322] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 432/1890 | Remaining: 1458 | Rate: 88.2/min
[2025-11-27T19:24:02.832381] [INFO ] [CONFIGURE ] ASTE: Testing feature 20/29: add_price_rejection
[2025-11-27T19:24:02.832417] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-27T19:24:02.850131] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:02.863560] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:03.019914] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:03.086588] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:03.103222] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:03.119908] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:03.305605] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:03.339998] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:03.340333] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:03.408310] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:03.580306] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:03.595191] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:03.597393] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:03.691235] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:03.819412] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:03.854607] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:03.884718] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:03.971015] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:04.058963] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:04.109161] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:04.167114] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:04.254691] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:04.305226] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:04.305525] [INFO ] [CONFIGURE ] ASX: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:24:04.306397] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 433/1890 | Remaining: 1457 | Rate: 87.9/min
[2025-11-27T19:24:04.306506] [INFO ] [CONFIGURE ] ASX: Testing feature 21/29: add_range_position
[2025-11-27T19:24:04.306619] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_range_position']
[2025-11-27T19:24:04.369142] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:04.456796] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:04.457087] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_pbf_vs_sma_5 (score: 100.00%)
[2025-11-27T19:24:04.457908] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 434/1890 | Remaining: 1456 | Rate: 88.1/min
[2025-11-27T19:24:04.458024] [INFO ] [CONFIGURE ] ARLP: Testing feature 20/29: add_price_rejection
[2025-11-27T19:24:04.458139] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_price_rejection']
[2025-11-27T19:24:04.531362] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:04.563150] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:04.627889] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:04.764523] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:04.810897] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:04.811188] [INFO ] [CONFIGURE ] ATHA: KEPT add_pbf_return_2d (score: 90.00%)
[2025-11-27T19:24:04.812101] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 435/1890 | Remaining: 1455 | Rate: 88.2/min
[2025-11-27T19:24:04.812223] [INFO ] [CONFIGURE ] ATHA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:24:04.812324] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-27T19:24:04.820718] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:24:04.889224] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:05.067280] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:05.071444] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:05.092501] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:05.147225] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:05.311387] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:05.374110] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:05.380008] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:05.410030] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:05.410204] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-27T19:24:05.411066] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 436/1890 | Remaining: 1454 | Rate: 88.2/min
[2025-11-27T19:24:05.411176] [INFO ] [CONFIGURE ] ASTE: Testing feature 21/29: add_range_position
[2025-11-27T19:24:05.411226] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-27T19:24:05.552859] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:05.672619] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:05.682319] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:05.689012] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:05.798491] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:05.954040] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:05.964123] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:06.003923] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:06.042686] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:06.222939] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:06.246900] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:06.284992] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:06.313977] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:06.494784] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:06.531219] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:06.534963] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:06.633372] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:06.764444] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:06.776690] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:06.776976] [INFO ] [CONFIGURE ] ASX: DISCARDED add_range_position (score: 30.00%)
[2025-11-27T19:24:06.777818] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 437/1890 | Remaining: 1453 | Rate: 88.0/min
[2025-11-27T19:24:06.777925] [INFO ] [CONFIGURE ] ASX: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:24:06.778014] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-11-27T19:24:06.818554] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:06.961880] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:07.035788] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:07.082402] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:07.107432] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:07.280540] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:07.310076] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:07.391504] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:07.398077] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:07.582367] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:07.593675] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:07.594011] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_price_rejection (score: 90.00%)
[2025-11-27T19:24:07.594796] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 438/1890 | Remaining: 1452 | Rate: 88.0/min
[2025-11-27T19:24:07.594953] [INFO ] [CONFIGURE ] ARLP: Testing feature 21/29: add_range_position
[2025-11-27T19:24:07.595056] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_range_position']
[2025-11-27T19:24:07.689118] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:07.689414] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:24:07.690275] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 439/1890 | Remaining: 1451 | Rate: 88.1/min
[2025-11-27T19:24:07.690389] [INFO ] [CONFIGURE ] ATHA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:24:07.690492] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-27T19:24:07.695224] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:07.854038] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:07.914977] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:07.966629] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:08.000047] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:08.125876] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:08.126152] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:24:08.126957] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 440/1890 | Remaining: 1450 | Rate: 88.2/min
[2025-11-27T19:24:08.127066] [INFO ] [CONFIGURE ] ASTE: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:24:08.127156] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-27T19:24:08.236641] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:08.243731] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:08.308442] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:08.459101] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:08.523237] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:08.558186] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:08.615142] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:08.793906] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:08.802100] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:08.908459] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:08.923746] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:09.079966] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:09.129885] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:09.234388] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:09.252628] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:09.361422] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:09.465105] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:09.551942] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:09.584094] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:09.644151] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:09.802332] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:09.880151] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:09.880394] [INFO ] [CONFIGURE ] ASX: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:24:09.881246] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 441/1890 | Remaining: 1449 | Rate: 87.9/min
[2025-11-27T19:24:09.881353] [INFO ] [CONFIGURE ] ASX: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:24:09.881444] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-11-27T19:24:09.929170] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:09.932408] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:10.103336] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:10.138637] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:10.240530] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:10.285083] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:10.327970] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:24:10.474925] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:10.525634] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:10.525950] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:24:10.526885] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 442/1890 | Remaining: 1448 | Rate: 87.9/min
[2025-11-27T19:24:10.527004] [INFO ] [CONFIGURE ] ATHA: Testing feature 20/29: add_price_rejection
[2025-11-27T19:24:10.527106] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-27T19:24:10.553886] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:10.627158] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:10.776817] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:10.814126] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:10.831422] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:10.960920] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:10.961240] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_range_position (score: 100.00%)
[2025-11-27T19:24:10.962072] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 443/1890 | Remaining: 1447 | Rate: 88.0/min
[2025-11-27T19:24:10.962202] [INFO ] [CONFIGURE ] ARLP: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:24:10.962312] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_realized_volatility']
[2025-11-27T19:24:10.995849] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:11.132978] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:11.153858] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:11.216763] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:11.359036] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:11.436791] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:11.438486] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:11.495871] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:11.496156] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_realized_volatility (score: 20.00%)
[2025-11-27T19:24:11.496940] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 444/1890 | Remaining: 1446 | Rate: 88.0/min
[2025-11-27T19:24:11.497047] [INFO ] [CONFIGURE ] ASTE: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:24:11.497136] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-27T19:24:11.661030] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:11.740169] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:11.742082] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:11.750372] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:11.886816] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:11.989212] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:12.076801] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:12.117985] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:12.118286] [INFO ] [CONFIGURE ] ASX: DISCARDED add_recent_range_context (score: 20.00%)
[2025-11-27T19:24:12.119138] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 445/1890 | Remaining: 1445 | Rate: 88.0/min
[2025-11-27T19:24:12.119248] [INFO ] [CONFIGURE ] ASX: Testing feature 24/29: add_rsi
[2025-11-27T19:24:12.119339] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-11-27T19:24:12.141409] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:12.241077] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:12.391048] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:12.392994] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:12.489462] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:12.540237] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:12.668169] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:12.699742] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:12.737819] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:12.936148] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:12.940889] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:12.989932] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:13.004904] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:13.213092] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:13.241425] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:13.307623] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:13.325358] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:13.493232] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:13.496174] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:13.621027] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:13.621341] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_price_rejection (score: 90.00%)
[2025-11-27T19:24:13.622190] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 446/1890 | Remaining: 1444 | Rate: 87.8/min
[2025-11-27T19:24:13.622303] [INFO ] [CONFIGURE ] ATHA: Testing feature 21/29: add_range_position
[2025-11-27T19:24:13.622401] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_range_position']
[2025-11-27T19:24:13.726881] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:13.753184] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:13.767284] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:13.954507] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:14.003250] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:14.003513] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:24:14.004284] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 447/1890 | Remaining: 1443 | Rate: 87.9/min
[2025-11-27T19:24:14.004393] [INFO ] [CONFIGURE ] ASTE: Testing feature 24/29: add_rsi
[2025-11-27T19:24:14.004484] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-27T19:24:14.051244] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:14.129027] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:14.291865] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:14.303674] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:14.327926] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:14.539699] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:14.604552] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:14.610023] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:14.625290] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:14.891693] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:14.891921] [INFO ] [CONFIGURE ] ASX: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:24:14.892782] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 448/1890 | Remaining: 1442 | Rate: 87.8/min
[2025-11-27T19:24:14.892889] [INFO ] [CONFIGURE ] ASX: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:24:14.892979] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-11-27T19:24:14.906303] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:14.959482] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:14.959870] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-27T19:24:14.960672] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 449/1890 | Remaining: 1441 | Rate: 88.0/min
[2025-11-27T19:24:14.960792] [INFO ] [CONFIGURE ] ARLP: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:24:14.960861] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_recent_range_context']
[2025-11-27T19:24:14.962565] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:15.102019] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:15.210483] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:15.265411] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:15.299254] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:15.311196] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:24:15.517267] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:15.520744] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:15.569353] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:15.631191] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:15.733806] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:15.820465] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:15.887591] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:15.947631] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:15.952616] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:16.121467] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:16.157089] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:16.192597] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:16.283612] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:16.369754] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:16.426252] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:16.493737] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:16.590228] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:16.626502] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:16.736849] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:16.800602] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:16.812768] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:16.944562] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:16.944758] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_range_position (score: 80.00%)
[2025-11-27T19:24:16.945550] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 450/1890 | Remaining: 1440 | Rate: 87.6/min
[2025-11-27T19:24:16.945629] [INFO ] [CONFIGURE ] ATHA: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:24:16.945676] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-11-27T19:24:17.031265] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:17.031601] [INFO ] [CONFIGURE ] ASX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:24:17.032444] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 451/1890 | Remaining: 1439 | Rate: 87.8/min
[2025-11-27T19:24:17.032551] [INFO ] [CONFIGURE ] ASX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:24:17.032660] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-11-27T19:24:17.040617] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:17.040887] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_rsi (score: 30.00%)
[2025-11-27T19:24:17.041668] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 452/1890 | Remaining: 1438 | Rate: 88.0/min
[2025-11-27T19:24:17.041784] [INFO ] [CONFIGURE ] ASTE: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:24:17.041874] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-11-27T19:24:17.112413] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:17.259844] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:17.281842] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:17.320661] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:17.443207] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:17.501190] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:17.525614] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:17.717929] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:17.728525] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:17.763270] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:17.778528] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:17.948210] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:18.020817] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:18.081160] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:18.081484] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_recent_range_context (score: 100.00%)
[2025-11-27T19:24:18.082283] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 453/1890 | Remaining: 1437 | Rate: 87.9/min
[2025-11-27T19:24:18.082403] [INFO ] [CONFIGURE ] ARLP: Testing feature 24/29: add_rsi
[2025-11-27T19:24:18.082504] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-27T19:24:18.114112] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:18.168510] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:18.266595] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:18.391524] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:18.434124] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:18.495127] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:18.509174] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:18.610864] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:18.754560] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:18.791725] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:18.836705] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:18.884823] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:19.002385] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:19.055088] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:19.142492] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:19.250222] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:19.264159] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:19.277388] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:19.277539] [INFO ] [CONFIGURE ] ASX: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:24:19.278353] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 454/1890 | Remaining: 1436 | Rate: 87.7/min
[2025-11-27T19:24:19.278413] [INFO ] [CONFIGURE ] ASX: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:24:19.278450] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-11-27T19:24:19.492447] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:19.497570] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:19.497874] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:24:19.498719] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 455/1890 | Remaining: 1435 | Rate: 87.9/min
[2025-11-27T19:24:19.498836] [INFO ] [CONFIGURE ] ASTE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:24:19.498930] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-27T19:24:19.508409] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:19.638238] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:19.740439] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:19.749827] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:19.852832] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:19.977179] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:19.999521] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:20.036128] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:20.208963] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:20.229438] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:20.253469] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:20.431893] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:20.443146] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:20.503222] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:20.606186] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:20.675024] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:20.752519] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:20.819251] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:20.819562] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_realized_volatility (score: 90.00%)
[2025-11-27T19:24:20.820467] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 456/1890 | Remaining: 1434 | Rate: 87.7/min
[2025-11-27T19:24:20.820604] [INFO ] [CONFIGURE ] ATHA: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:24:20.820711] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-11-27T19:24:20.907481] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:20.981477] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:21.005104] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:21.121396] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:21.145604] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:21.257209] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:21.358704] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:21.379812] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:21.412707] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:21.513654] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:21.614664] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:21.614934] [INFO ] [CONFIGURE ] ASX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:24:21.615786] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 457/1890 | Remaining: 1433 | Rate: 87.7/min
[2025-11-27T19:24:21.615891] [INFO ] [CONFIGURE ] ASX: Testing feature 28/29: add_volume_profile
[2025-11-27T19:24:21.615981] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-11-27T19:24:21.704703] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:21.727547] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:21.727878] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:24:21.728799] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 458/1890 | Remaining: 1432 | Rate: 87.8/min
[2025-11-27T19:24:21.728927] [INFO ] [CONFIGURE ] ARLP: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:24:21.729029] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_tick_distribution']
[2025-11-27T19:24:21.788153] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:21.845470] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:21.992804] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:22.034923] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:22.047973] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:22.048305] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:24:22.049083] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 459/1890 | Remaining: 1431 | Rate: 87.9/min
[2025-11-27T19:24:22.049193] [INFO ] [CONFIGURE ] ASTE: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:24:22.049299] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-27T19:24:22.068775] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:22.280857] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:22.292848] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:22.312219] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:22.329442] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:22.532254] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:22.573482] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:22.580222] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:22.626517] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:22.760393] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:22.846849] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:22.864046] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:22.915278] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:22.987567] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:23.128372] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:23.157188] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:23.214110] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:23.215531] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:23.395637] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:23.442938] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:23.449377] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:23.523377] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:23.671883] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:23.672361] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:23.743947] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:23.744292] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:24:23.745157] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 460/1890 | Remaining: 1430 | Rate: 87.6/min
[2025-11-27T19:24:23.745275] [INFO ] [CONFIGURE ] ATHA: Testing feature 24/29: add_rsi
[2025-11-27T19:24:23.745377] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-11-27T19:24:23.826027] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:23.904694] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:23.904871] [INFO ] [CONFIGURE ] ASX: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:24:23.905813] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 461/1890 | Remaining: 1429 | Rate: 87.8/min
[2025-11-27T19:24:23.905921] [INFO ] [CONFIGURE ] ASX: Testing feature 29/29: add_vwap
[2025-11-27T19:24:23.905990] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_mfi', 'add_vwap']
[2025-11-27T19:24:23.943293] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:24.091680] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:24.135520] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:24.136283] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:24.222065] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:24.364352] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:24.437179] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:24.441951] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:24.495676] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:24.594236] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:24.735513] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:24.735833] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-27T19:24:24.736618] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 462/1890 | Remaining: 1428 | Rate: 87.7/min
[2025-11-27T19:24:24.736736] [INFO ] [CONFIGURE ] ARLP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:24:24.736836] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-11-27T19:24:24.768771] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:24.769062] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-27T19:24:24.769878] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Tests: 463/1890 | Remaining: 1427 | Rate: 87.9/min
[2025-11-27T19:24:24.769994] [INFO ] [CONFIGURE ] ASTE: Testing feature 28/29: add_volume_profile
[2025-11-27T19:24:24.770087] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-11-27T19:24:24.786527] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:24.828302] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:25.023558] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:25.041512] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:25.057344] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:25.143072] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:25.278231] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:25.286365] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:25.345979] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:25.486773] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:25.521747] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:25.540018] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:25.656324] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:25.755154] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:25.805587] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:25.839650] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:25.965188] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:25.992360] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:26.062770] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:26.213056] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:26.228303] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:26.228612] [INFO ] [CONFIGURE ] ASX: DISCARDED add_vwap (score: 40.00%)
[2025-11-27T19:24:26.229458] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 464/1890 | Remaining: 1426 | Rate: 87.7/min
[2025-11-27T19:24:26.229567] [INFO ] [CONFIGURE ] ASX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:24:26.229671] [INFO ] [CONFIGURE ] ASX: Best accuracy: 70.00%
[2025-11-27T19:24:26.229759] [INFO ] [CONFIGURE ] ASX: Best feature set (1 features): ['add_mfi']
[2025-11-27T19:24:26.229842] [INFO ] [CONFIGURE ] ASX: Improvement over baseline: 20.00%
[2025-11-27T19:24:26.229925] [INFO ] [CONFIGURE ] ASX: Total time: 1.2 minutes
[2025-11-27T19:24:26.230006] [INFO ] [CONFIGURE ] ASX: Average time per feature: 2.4 seconds
[2025-11-27T19:24:26.230087] [INFO ] [CONFIGURE ] ASX: Average speed: 0.42 features/sec
[2025-11-27T19:24:26.230374] [INFO ] [LOCAL     ] Saved configuration for ASX: 1 features, 70.00% accuracy -> ./output/feature-sets/ASX.json
[2025-11-27T19:24:26.230477] [INFO ] [CONFIGURE ] ASX: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-11-27T19:24:26.231075] [INFO ] [sig       ] [13/63] ASX OK in 1m 11s. ETA: 20m 21s. Rate: 2.5 sym/min
[2025-11-27T19:24:26.232922] [INFO ] [CONFIGURE ] AVDL: Configurate test run.
[2025-11-27T19:24:26.232978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-11-27T19:24:26.276343] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:26.319760] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:26.450412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-11-27T19:24:26.451613] [INFO ] [CONFIGURE ] AVDL: Testing with 29 available features
[2025-11-27T19:24:26.451759] [INFO ] [CONFIGURE ] AVDL: Establishing baseline with no features...
[2025-11-27T19:24:26.564307] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:26.585483] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:26.591526] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:26.643267] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:26.830761] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:24:26.846966] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:26.892020] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:26.919843] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:27.024400] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:27.112787] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:27.196425] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:27.212607] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:27.273009] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:27.273209] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:24:27.274063] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 465/1890 | Remaining: 1425 | Rate: 87.6/min
[2025-11-27T19:24:27.274142] [INFO ] [CONFIGURE ] ATHA: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:24:27.274190] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-11-27T19:24:27.381952] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:27.382230] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:24:27.383054] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Tests: 466/1890 | Remaining: 1424 | Rate: 87.8/min
[2025-11-27T19:24:27.383164] [INFO ] [CONFIGURE ] ASTE: Testing feature 29/29: add_vwap
[2025-11-27T19:24:27.383255] [INFO ] [CONFIGURE ] ASTE: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-11-27T19:24:27.406305] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:27.504361] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:27.560065] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:27.603427] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:27.649546] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:27.799759] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:27.803030] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:27.803358] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-11-27T19:24:27.804138] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Tests: 467/1890 | Remaining: 1423 | Rate: 87.8/min
[2025-11-27T19:24:27.804263] [INFO ] [CONFIGURE ] ARLP: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:24:27.804362] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_volume_price_divergence']
[2025-11-27T19:24:27.842767] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:27.915144] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:27.994944] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:28.118053] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:24:28.123804] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:28.181018] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:28.213471] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:24:28.412697] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:24:28.413092] [INFO ] [CONFIGURE ] AVDL: Baseline score (no features): 30.00%
[2025-11-27T19:24:28.413606] [INFO ] [CONFIGURE ] AVDL: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:24:28.413716] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:24:28.415110] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:28.429892] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:28.448204] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:28.646793] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:24:28.703102] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:28.714450] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:28.744024] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:28.878143] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:28.982804] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:28.994434] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:29.058649] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:29.121222] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:29.253276] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:29.281774] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:29.369716] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:24:29.369966] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:29.525752] [DEBUG] [FORECASTER] ASTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:29.571835] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:29.611510] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:29.686691] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:29.803611] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:29.860139] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:29.862391] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:30.006659] [DEBUG] [FORECASTER] ARLP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:30.084568] [DEBUG] [FORECASTER] ASTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:30.084935] [INFO ] [CONFIGURE ] ASTE: DISCARDED add_vwap (score: 40.00%)
[2025-11-27T19:24:30.085788] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Tests: 469/1890 | Remaining: 1421 | Rate: 87.6/min
[2025-11-27T19:24:30.085908] [INFO ] [CONFIGURE ] ASTE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:24:30.086001] [INFO ] [CONFIGURE ] ASTE: Best accuracy: 50.00%
[2025-11-27T19:24:30.086093] [INFO ] [CONFIGURE ] ASTE: Best feature set (1 features): ['add_cumulative_delta']
[2025-11-27T19:24:30.086181] [INFO ] [CONFIGURE ] ASTE: Improvement over baseline: 10.00%
[2025-11-27T19:24:30.086266] [INFO ] [CONFIGURE ] ASTE: Total time: 1.3 minutes
[2025-11-27T19:24:30.086357] [INFO ] [CONFIGURE ] ASTE: Average time per feature: 2.7 seconds
[2025-11-27T19:24:30.086443] [INFO ] [CONFIGURE ] ASTE: Average speed: 0.37 features/sec
[2025-11-27T19:24:30.086785] [INFO ] [LOCAL     ] Saved configuration for ASTE: 1 features, 50.00% accuracy -> ./output/feature-sets/ASTE.json
[2025-11-27T19:24:30.086890] [INFO ] [CONFIGURE ] ASTE: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-11-27T19:24:30.087378] [INFO ] [sig       ] [14/63] ASTE OK in 1m 20s. ETA: 18m 45s. Rate: 2.6 sym/min
[2025-11-27T19:24:30.090823] [INFO ] [CONFIGURE ] BAM: Configurate test run.
[2025-11-27T19:24:30.090958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-11-27T19:24:30.103356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-11-27T19:24:30.103925] [INFO ] [CONFIGURE ] BAM: Testing with 29 available features
[2025-11-27T19:24:30.104058] [INFO ] [CONFIGURE ] BAM: Establishing baseline with no features...
[2025-11-27T19:24:30.108514] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:30.156385] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:30.156727] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:24:30.157524] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Tests: 470/1890 | Remaining: 1420 | Rate: 87.8/min
[2025-11-27T19:24:30.157658] [INFO ] [CONFIGURE ] ATHA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:24:30.157758] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-11-27T19:24:30.288912] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:30.323328] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:30.342159] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:30.453525] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:30.476208] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:30.585552] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:24:30.634747] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:30.662364] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:30.776031] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:30.846668] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:30.848731] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:30.849175] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:24:30.850145] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Tests: 471/1890 | Remaining: 1419 | Rate: 87.7/min
[2025-11-27T19:24:30.850275] [INFO ] [CONFIGURE ] AVDL: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:24:30.850382] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:24:30.951544] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:30.951863] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:24:30.952655] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Tests: 472/1890 | Remaining: 1418 | Rate: 87.9/min
[2025-11-27T19:24:30.952775] [INFO ] [CONFIGURE ] ARLP: Testing feature 28/29: add_volume_profile
[2025-11-27T19:24:30.952876] [INFO ] [CONFIGURE ] ARLP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength', 'add_volume_profile']
[2025-11-27T19:24:31.030948] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:31.067764] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:31.113809] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:31.209971] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:31.251913] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:31.362789] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:31.367442] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:24:31.391704] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:31.557495] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:31.572950] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:31.610514] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:31.677083] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:31.756509] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:31.857095] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:31.862297] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:31.937991] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:31.938294] [INFO ] [CONFIGURE ] BAM: Baseline score (no features): 40.00%
[2025-11-27T19:24:31.938760] [INFO ] [CONFIGURE ] BAM: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:24:31.938870] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:24:31.983031] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:32.106274] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:32.163311] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:32.169614] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:32.281768] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:32.344689] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:32.382860] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:32.483207] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:32.585145] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:32.587935] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:32.605407] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:32.809056] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:32.824183] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:32.831870] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:32.898210] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:33.057743] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:33.065365] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:33.115810] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:33.205394] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:33.205607] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:24:33.206495] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Tests: 474/1890 | Remaining: 1416 | Rate: 87.7/min
[2025-11-27T19:24:33.206638] [INFO ] [CONFIGURE ] ATHA: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:24:33.206693] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-11-27T19:24:33.285460] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:33.302642] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:33.302812] [INFO ] [CONFIGURE ] AVDL: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-27T19:24:33.303698] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Tests: 475/1890 | Remaining: 1415 | Rate: 87.8/min
[2025-11-27T19:24:33.303806] [INFO ] [CONFIGURE ] AVDL: Testing feature 3/29: add_daily_returns
[2025-11-27T19:24:33.303856] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:24:33.422154] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:33.509711] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:33.515901] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:33.555706] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:33.729449] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:33.749306] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:33.804884] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:24:33.823791] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:33.974059] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:34.036523] [DEBUG] [FORECASTER] ARLP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:34.036829] [INFO ] [CONFIGURE ] ARLP: DISCARDED add_volume_profile (score: 100.00%)
[2025-11-27T19:24:34.037615] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Tests: 476/1890 | Remaining: 1414 | Rate: 87.8/min
[2025-11-27T19:24:34.037734] [INFO ] [CONFIGURE ] ARLP: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:24:34.037834] [INFO ] [CONFIGURE ] ARLP: Best accuracy: 100.00%
[2025-11-27T19:24:34.037929] [INFO ] [CONFIGURE ] ARLP: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-11-27T19:24:34.038024] [INFO ] [CONFIGURE ] ARLP: Improvement over baseline: 40.00%
[2025-11-27T19:24:34.038127] [INFO ] [CONFIGURE ] ARLP: Total time: 1.4 minutes
[2025-11-27T19:24:34.038220] [INFO ] [CONFIGURE ] ARLP: Average time per feature: 3.0 seconds
[2025-11-27T19:24:34.038313] [INFO ] [CONFIGURE ] ARLP: Average speed: 0.35 features/sec
[2025-11-27T19:24:34.038588] [INFO ] [LOCAL     ] Saved configuration for ARLP: 4 features, 100.00% accuracy -> ./output/feature-sets/ARLP.json
[2025-11-27T19:24:34.038698] [INFO ] [CONFIGURE ] ARLP: Configuration saved successfully: 4 features, 100.00% accuracy.
[2025-11-27T19:24:34.039357] [INFO ] [sig       ] [15/63] ARLP OK in 1m 25s. ETA: 17m 21s. Rate: 2.8 sym/min
[2025-11-27T19:24:34.042441] [INFO ] [CONFIGURE ] BATRA: Configurate test run.
[2025-11-27T19:24:34.042562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-11-27T19:24:34.053293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-11-27T19:24:34.053700] [INFO ] [CONFIGURE ] BATRA: Testing with 29 available features
[2025-11-27T19:24:34.053810] [INFO ] [CONFIGURE ] BATRA: Establishing baseline with no features...
[2025-11-27T19:24:34.059799] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:34.129817] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:34.199839] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:34.200148] [INFO ] [CONFIGURE ] BAM: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-27T19:24:34.201044] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Tests: 477/1890 | Remaining: 1413 | Rate: 88.0/min
[2025-11-27T19:24:34.201158] [INFO ] [CONFIGURE ] BAM: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:24:34.201252] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:24:34.224846] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:34.317025] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:34.398117] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:34.437197] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:34.494882] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:34.574372] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:34.576316] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:34.746015] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:34.750138] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:34.789973] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:34.835972] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:34.930476] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:35.059836] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:35.081620] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:35.098038] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:35.106769] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:35.282542] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:35.359394] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:35.363760] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:35.375322] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:35.458722] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:35.617523] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:24:35.634658] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:35.635293] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:35.680956] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:24:35.811691] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:35.811954] [INFO ] [CONFIGURE ] BATRA: Baseline score (no features): 60.00%
[2025-11-27T19:24:35.812395] [INFO ] [CONFIGURE ] BATRA: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:24:35.812507] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:24:35.874552] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:35.874882] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:24:35.875672] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Tests: 479/1890 | Remaining: 1411 | Rate: 87.9/min
[2025-11-27T19:24:35.875787] [INFO ] [CONFIGURE ] AVDL: Testing feature 4/29: add_ema
[2025-11-27T19:24:35.875895] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:24:35.912322] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:35.989664] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:36.033056] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:36.166503] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:36.181899] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:36.253088] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:36.308132] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:36.308439] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:24:36.309203] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 480/1890 | Remaining: 1410 | Rate: 87.9/min
[2025-11-27T19:24:36.309317] [INFO ] [CONFIGURE ] ATHA: Testing feature 28/29: add_volume_profile
[2025-11-27T19:24:36.309417] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_profile']
[2025-11-27T19:24:36.453683] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:36.457924] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:36.468369] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:36.608383] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:36.685474] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:36.725303] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:36.752646] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:36.907131] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:36.916827] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:36.997376] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:36.997673] [INFO ] [CONFIGURE ] BAM: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:24:36.998488] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 481/1890 | Remaining: 1409 | Rate: 87.9/min
[2025-11-27T19:24:36.998615] [INFO ] [CONFIGURE ] BAM: Testing feature 3/29: add_daily_returns
[2025-11-27T19:24:36.998708] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:24:37.046666] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:37.138210] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:37.205401] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:37.231007] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:37.339350] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:37.359457] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:37.464596] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:37.509280] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:37.593178] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:37.637084] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:37.697920] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:37.812803] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:37.820794] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:37.931305] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:37.934180] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:38.048559] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:38.048896] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-27T19:24:38.049722] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 482/1890 | Remaining: 1408 | Rate: 87.8/min
[2025-11-27T19:24:38.049844] [INFO ] [CONFIGURE ] BATRA: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:24:38.049946] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:24:38.114508] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:38.161744] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:38.224778] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:38.284568] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:38.395289] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:38.440809] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:38.515752] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:38.521627] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:38.628000] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:38.743461] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:38.755345] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:38.805822] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:38.806010] [INFO ] [CONFIGURE ] AVDL: KEPT add_ema (score: 80.00%)
[2025-11-27T19:24:38.806792] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 483/1890 | Remaining: 1407 | Rate: 87.8/min
[2025-11-27T19:24:38.806869] [INFO ] [CONFIGURE ] AVDL: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:24:38.806917] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:24:38.864009] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:38.985983] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:39.053893] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:39.101678] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:39.153508] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:24:39.213831] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:39.334341] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:39.334627] [INFO ] [CONFIGURE ] BAM: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:24:39.335393] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 484/1890 | Remaining: 1406 | Rate: 87.9/min
[2025-11-27T19:24:39.335527] [INFO ] [CONFIGURE ] BAM: Testing feature 4/29: add_ema
[2025-11-27T19:24:39.335663] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:24:39.357928] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:39.358251] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:24:39.359085] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 485/1890 | Remaining: 1405 | Rate: 88.0/min
[2025-11-27T19:24:39.359209] [INFO ] [CONFIGURE ] ATHA: Testing feature 29/29: add_vwap
[2025-11-27T19:24:39.359313] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_vwap']
[2025-11-27T19:24:39.444387] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:39.497175] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:39.600080] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:39.666346] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:39.674073] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:39.849319] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:39.864675] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:39.906500] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:39.974260] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:40.133877] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:40.144059] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:40.198313] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:40.283814] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:24:40.395282] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:40.395602] [INFO ] [CONFIGURE ] BATRA: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-27T19:24:40.396425] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 486/1890 | Remaining: 1404 | Rate: 87.9/min
[2025-11-27T19:24:40.396548] [INFO ] [CONFIGURE ] BATRA: Testing feature 3/29: add_daily_returns
[2025-11-27T19:24:40.396672] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:24:40.402058] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:40.547262] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:40.587280] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:40.645885] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:40.671906] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:40.892747] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:40.895225] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:40.896147] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:40.948193] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:41.141872] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:41.195901] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:41.222129] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:41.261817] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:41.382527] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:41.494920] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:41.503000] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:41.614679] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:41.626419] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:41.775040] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:41.809587] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:41.868065] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:41.977493] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:42.056648] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:42.056930] [INFO ] [CONFIGURE ] BAM: KEPT add_ema (score: 70.00%)
[2025-11-27T19:24:42.057730] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 487/1890 | Remaining: 1403 | Rate: 87.7/min
[2025-11-27T19:24:42.057843] [INFO ] [CONFIGURE ] BAM: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:24:42.057936] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:24:42.111257] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:42.119681] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:42.334959] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:42.335250] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:24:42.336065] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 488/1890 | Remaining: 1402 | Rate: 87.8/min
[2025-11-27T19:24:42.336179] [INFO ] [CONFIGURE ] AVDL: Testing feature 6/29: add_failed_moves
[2025-11-27T19:24:42.336273] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-11-27T19:24:42.352927] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:42.384040] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:42.428068] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:42.428418] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:24:42.429220] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 489/1890 | Remaining: 1401 | Rate: 87.9/min
[2025-11-27T19:24:42.429341] [INFO ] [CONFIGURE ] ATHA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:24:42.429390] [INFO ] [CONFIGURE ] ATHA: Best accuracy: 90.00%
[2025-11-27T19:24:42.429487] [INFO ] [CONFIGURE ] ATHA: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-27T19:24:42.429602] [INFO ] [CONFIGURE ] ATHA: Improvement over baseline: 40.00%
[2025-11-27T19:24:42.429648] [INFO ] [CONFIGURE ] ATHA: Total time: 1.4 minutes
[2025-11-27T19:24:42.429736] [INFO ] [CONFIGURE ] ATHA: Average time per feature: 2.9 seconds
[2025-11-27T19:24:42.429827] [INFO ] [CONFIGURE ] ATHA: Average speed: 0.34 features/sec
[2025-11-27T19:24:42.430082] [INFO ] [LOCAL     ] Saved configuration for ATHA: 4 features, 90.00% accuracy -> ./output/feature-sets/ATHA.json
[2025-11-27T19:24:42.430196] [INFO ] [CONFIGURE ] ATHA: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-27T19:24:42.431298] [INFO ] [sig       ] [16/63] ATHA OK in 1m 27s. ETA: 16m 20s. Rate: 2.9 sym/min
[2025-11-27T19:24:42.431799] [INFO ] [CONFIGURE ] BCTX: Configurate test run.
[2025-11-27T19:24:42.431920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-11-27T19:24:42.442771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-11-27T19:24:42.443169] [INFO ] [CONFIGURE ] BCTX: Testing with 29 available features
[2025-11-27T19:24:42.443281] [INFO ] [CONFIGURE ] BCTX: Establishing baseline with no features...
[2025-11-27T19:24:42.601507] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:42.620101] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:42.635437] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:42.710009] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:42.793693] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:42.846826] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:42.847149] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:24:42.847943] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 490/1890 | Remaining: 1400 | Rate: 88.0/min
[2025-11-27T19:24:42.848061] [INFO ] [CONFIGURE ] BATRA: Testing feature 4/29: add_ema
[2025-11-27T19:24:42.848179] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:24:42.931098] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:42.968255] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:43.037029] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:43.126336] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:43.143272] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:43.234392] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:43.318616] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:43.359798] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:43.404702] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:43.499495] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:43.530758] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:43.676208] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:43.687617] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:43.700205] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:43.825986] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:43.853051] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:43.962199] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:44.031967] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:44.041064] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:44.134767] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:44.211398] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:44.211723] [INFO ] [CONFIGURE ] BCTX: Baseline score (no features): 50.00%
[2025-11-27T19:24:44.212158] [INFO ] [CONFIGURE ] BCTX: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:24:44.212271] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:24:44.244115] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:44.387340] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:44.435047] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:44.438247] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:44.528455] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:44.662054] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:44.735359] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:44.736526] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:44.811784] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:44.884868] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:45.044354] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:45.079704] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:45.097885] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:45.105153] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:45.322687] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:45.345022] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:45.345301] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-27T19:24:45.346126] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 492/1890 | Remaining: 1398 | Rate: 87.7/min
[2025-11-27T19:24:45.346242] [INFO ] [CONFIGURE ] AVDL: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:24:45.346339] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-11-27T19:24:45.374705] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:45.424274] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:45.424611] [INFO ] [CONFIGURE ] BAM: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:24:45.425363] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 493/1890 | Remaining: 1397 | Rate: 87.9/min
[2025-11-27T19:24:45.425474] [INFO ] [CONFIGURE ] BAM: Testing feature 6/29: add_failed_moves
[2025-11-27T19:24:45.425566] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-11-27T19:24:45.549183] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:45.634773] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:45.657960] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:45.658273] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:24:45.659109] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 494/1890 | Remaining: 1396 | Rate: 88.0/min
[2025-11-27T19:24:45.659230] [INFO ] [CONFIGURE ] BATRA: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:24:45.659344] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:24:45.704952] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:45.780257] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:45.921674] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:45.942796] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:45.989913] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:46.005171] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:46.211791] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:46.223221] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:46.231064] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:46.278447] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:46.458210] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:46.458417] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:24:46.459334] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 495/1890 | Remaining: 1395 | Rate: 88.0/min
[2025-11-27T19:24:46.459455] [INFO ] [CONFIGURE ] BCTX: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:24:46.459559] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:24:46.502450] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:46.520664] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:46.593512] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:46.702558] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:46.783240] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:46.814570] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:46.877543] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:46.937387] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:47.064864] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:47.103122] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:47.167115] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:47.174904] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:47.346630] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:47.392650] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:47.412556] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:47.451853] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:47.627634] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:47.652190] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:47.688526] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:47.737701] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:47.910237] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:47.917037] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:47.998160] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:48.036229] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:48.213418] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:48.220946] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:48.366220] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:48.366614] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:24:48.367819] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 496/1890 | Remaining: 1394 | Rate: 87.6/min
[2025-11-27T19:24:48.367967] [INFO ] [CONFIGURE ] AVDL: Testing feature 8/29: add_macd
[2025-11-27T19:24:48.368117] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-27T19:24:48.391677] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:48.392012] [INFO ] [CONFIGURE ] BAM: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:24:48.392841] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 497/1890 | Remaining: 1393 | Rate: 87.8/min
[2025-11-27T19:24:48.392958] [INFO ] [CONFIGURE ] BAM: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:24:48.393052] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-11-27T19:24:48.502941] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:48.543107] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:48.543456] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:24:48.544267] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 498/1890 | Remaining: 1392 | Rate: 87.9/min
[2025-11-27T19:24:48.544389] [INFO ] [CONFIGURE ] BATRA: Testing feature 6/29: add_failed_moves
[2025-11-27T19:24:48.544443] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:24:48.748128] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:48.780675] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:48.822033] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:48.909028] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:49.042606] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:49.042938] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-27T19:24:49.043777] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 499/1890 | Remaining: 1391 | Rate: 88.0/min
[2025-11-27T19:24:49.043899] [INFO ] [CONFIGURE ] BCTX: Testing feature 3/29: add_daily_returns
[2025-11-27T19:24:49.044003] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_daily_returns']
[2025-11-27T19:24:49.109057] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:49.134040] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:49.255123] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:49.362412] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:24:49.407963] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:49.412811] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:49.451859] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:49.648467] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:49.669553] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:49.684860] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:49.785539] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:49.846047] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:49.929237] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:49.962296] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:50.042250] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:50.190748] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:50.194733] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:50.237821] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:50.239889] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:50.446170] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:24:50.446245] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:50.516624] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:50.612753] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:50.652314] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:50.693066] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:50.799499] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:50.862526] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:50.941183] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:51.041994] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:51.073198] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:51.073392] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-27T19:24:51.074309] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 500/1890 | Remaining: 1390 | Rate: 87.6/min
[2025-11-27T19:24:51.074438] [INFO ] [CONFIGURE ] BCTX: Testing feature 4/29: add_ema
[2025-11-27T19:24:51.074490] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_ema']
[2025-11-27T19:24:51.094424] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:51.190377] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:51.190602] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:24:51.191465] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 501/1890 | Remaining: 1389 | Rate: 87.8/min
[2025-11-27T19:24:51.191604] [INFO ] [CONFIGURE ] BATRA: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:24:51.191713] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:24:51.320592] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:51.387767] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:51.388270] [INFO ] [CONFIGURE ] BAM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:24:51.389139] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 502/1890 | Remaining: 1388 | Rate: 87.9/min
[2025-11-27T19:24:51.389254] [INFO ] [CONFIGURE ] BAM: Testing feature 8/29: add_macd
[2025-11-27T19:24:51.389351] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-11-27T19:24:51.424738] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:51.472116] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:51.557729] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:51.660734] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:51.780512] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:51.800696] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:51.897381] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:51.897905] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:52.039564] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:52.126623] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:52.172801] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:52.280520] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:52.326034] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:52.359891] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:52.522072] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:52.551867] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:52.600642] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:52.759319] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:24:52.759642] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_macd (score: 80.00%)
[2025-11-27T19:24:52.760456] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 503/1890 | Remaining: 1387 | Rate: 87.7/min
[2025-11-27T19:24:52.760585] [INFO ] [CONFIGURE ] AVDL: Testing feature 9/29: add_mfi
[2025-11-27T19:24:52.760683] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-11-27T19:24:52.766885] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:52.840490] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:52.943355] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:53.002351] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:24:53.072244] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:53.080178] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:53.238942] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:53.299521] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:53.322391] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:24:53.394733] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:53.475838] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:53.476143] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:24:53.476942] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 504/1890 | Remaining: 1386 | Rate: 87.7/min
[2025-11-27T19:24:53.477061] [INFO ] [CONFIGURE ] BCTX: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:24:53.477159] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:24:53.528428] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:53.528729] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:24:53.529565] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 505/1890 | Remaining: 1385 | Rate: 87.9/min
[2025-11-27T19:24:53.529697] [INFO ] [CONFIGURE ] BATRA: Testing feature 8/29: add_macd
[2025-11-27T19:24:53.529797] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:24:53.714206] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:53.715350] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:53.736965] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:53.869461] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:53.954083] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:54.041884] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:54.157245] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:54.197608] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:54.215986] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:54.373545] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:54.436437] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:54.545419] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:54.573475] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:54.676255] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:54.701353] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:54.914644] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:54.919760] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:54.937957] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:55.021229] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:55.161516] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:24:55.244765] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:55.323680] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:55.346800] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:55.347126] [INFO ] [CONFIGURE ] BAM: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:24:55.347991] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 506/1890 | Remaining: 1384 | Rate: 87.6/min
[2025-11-27T19:24:55.348149] [INFO ] [CONFIGURE ] BAM: Testing feature 9/29: add_mfi
[2025-11-27T19:24:55.348250] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-11-27T19:24:55.404936] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:55.579449] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:55.643544] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:55.649000] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:55.650123] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:55.888458] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:24:55.888781] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:24:55.889535] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 507/1890 | Remaining: 1383 | Rate: 87.6/min
[2025-11-27T19:24:55.889666] [INFO ] [CONFIGURE ] BCTX: Testing feature 6/29: add_failed_moves
[2025-11-27T19:24:55.889767] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_failed_moves']
[2025-11-27T19:24:55.929773] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:55.940396] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:55.949234] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:55.949549] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:24:55.950340] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 508/1890 | Remaining: 1382 | Rate: 87.8/min
[2025-11-27T19:24:55.950454] [INFO ] [CONFIGURE ] AVDL: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:24:55.950550] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:24:56.075809] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:56.222649] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:56.262226] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:56.273112] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:56.343421] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:24:56.447047] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:56.506671] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:56.623045] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:56.630477] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:56.744256] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:24:56.791906] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:56.815302] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:56.965125] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:56.965469] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:24:56.966311] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 509/1890 | Remaining: 1381 | Rate: 87.7/min
[2025-11-27T19:24:56.966436] [INFO ] [CONFIGURE ] BATRA: Testing feature 9/29: add_mfi
[2025-11-27T19:24:56.966541] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-27T19:24:56.999697] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:57.085653] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:57.164151] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:24:57.189751] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:57.213783] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:57.375891] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:57.395913] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:57.461772] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:57.550617] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:24:57.562808] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:57.686647] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:57.717069] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:24:57.751451] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:57.751772] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-27T19:24:57.752548] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 510/1890 | Remaining: 1380 | Rate: 87.7/min
[2025-11-27T19:24:57.752680] [INFO ] [CONFIGURE ] BCTX: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:24:57.752781] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_lag_shelf']
[2025-11-27T19:24:57.938909] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:24:57.958558] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:57.966952] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:57.977000] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:58.135276] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:24:58.213893] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:24:58.270241] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:58.270556] [INFO ] [CONFIGURE ] BAM: DISCARDED add_mfi (score: 40.00%)
[2025-11-27T19:24:58.271389] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 511/1890 | Remaining: 1379 | Rate: 87.7/min
[2025-11-27T19:24:58.271506] [INFO ] [CONFIGURE ] BAM: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:24:58.271612] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:24:58.314088] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:58.326570] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:58.461208] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:24:58.489932] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:24:58.633711] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:58.666726] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:24:58.704291] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:24:58.715979] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:58.842400] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:24:58.947391] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:24:59.006433] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:24:59.016632] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:24:59.117369] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:59.192927] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:24:59.193868] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:24:59.362447] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:24:59.372242] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:24:59.450603] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:59.450886] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_mfi (score: 70.00%)
[2025-11-27T19:24:59.451672] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 512/1890 | Remaining: 1378 | Rate: 87.6/min
[2025-11-27T19:24:59.451789] [INFO ] [CONFIGURE ] BATRA: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:24:59.451888] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:24:59.503777] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:24:59.551336] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:24:59.551643] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:24:59.552436] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 513/1890 | Remaining: 1377 | Rate: 87.8/min
[2025-11-27T19:24:59.552552] [INFO ] [CONFIGURE ] BCTX: Testing feature 8/29: add_macd
[2025-11-27T19:24:59.552664] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:24:59.722527] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:24:59.767436] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:24:59.847715] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:24:59.886503] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:24:59.886660] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-27T19:24:59.887395] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 514/1890 | Remaining: 1376 | Rate: 87.8/min
[2025-11-27T19:24:59.887476] [INFO ] [CONFIGURE ] AVDL: Testing feature 11/29: add_obv_daily
[2025-11-27T19:24:59.887524] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-11-27T19:25:00.082858] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:00.099539] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:00.143263] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:00.202208] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:00.441729] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:00.442186] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:00.450540] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:00.668884] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:25:00.783348] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:00.860587] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:00.994809] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:01.146469] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:01.156908] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:01.231303] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:01.380738] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:01.509167] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:01.569846] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:01.601227] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:01.716231] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:01.844245] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:01.886849] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:01.994709] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:01.995039] [INFO ] [CONFIGURE ] BAM: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-27T19:25:01.995958] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 515/1890 | Remaining: 1375 | Rate: 87.5/min
[2025-11-27T19:25:01.996074] [INFO ] [CONFIGURE ] BAM: Testing feature 11/29: add_obv_daily
[2025-11-27T19:25:01.996171] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-11-27T19:25:02.052871] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:02.185204] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:02.220833] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:02.321841] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:02.392288] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:25:02.509629] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:02.546901] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:02.628857] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:02.745484] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:02.828614] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:02.862147] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:02.862492] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:25:02.863385] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 516/1890 | Remaining: 1374 | Rate: 87.4/min
[2025-11-27T19:25:02.863523] [INFO ] [CONFIGURE ] BCTX: Testing feature 9/29: add_mfi
[2025-11-27T19:25:02.863701] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_mfi']
[2025-11-27T19:25:02.928947] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:03.064875] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:03.075362] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:03.075706] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-27T19:25:03.076498] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 517/1890 | Remaining: 1373 | Rate: 87.6/min
[2025-11-27T19:25:03.076635] [INFO ] [CONFIGURE ] BATRA: Testing feature 11/29: add_obv_daily
[2025-11-27T19:25:03.076735] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:25:03.146282] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:03.230553] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:03.259435] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:03.335568] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:03.452390] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:03.462927] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:03.463232] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:25:03.464024] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 518/1890 | Remaining: 1372 | Rate: 87.6/min
[2025-11-27T19:25:03.464144] [INFO ] [CONFIGURE ] AVDL: Testing feature 12/29: add_obv_interval
[2025-11-27T19:25:03.464243] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-11-27T19:25:03.532587] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:03.596044] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:03.647317] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:03.767404] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:03.838484] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:03.852239] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:03.860211] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:04.055093] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:04.072320] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:04.124331] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:04.144183] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:04.260306] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:04.384340] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:04.396430] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:04.458031] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:04.462722] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:25:04.663409] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:04.668710] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:04.692442] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:04.761220] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:04.875088] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:04.875370] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:25:04.876168] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 519/1890 | Remaining: 1371 | Rate: 87.5/min
[2025-11-27T19:25:04.876278] [INFO ] [CONFIGURE ] BCTX: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:25:04.876372] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:25:04.941607] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:05.003971] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:05.069396] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:05.069699] [INFO ] [CONFIGURE ] BAM: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:25:05.070489] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 520/1890 | Remaining: 1370 | Rate: 87.6/min
[2025-11-27T19:25:05.070616] [INFO ] [CONFIGURE ] BAM: Testing feature 12/29: add_obv_interval
[2025-11-27T19:25:05.070711] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-11-27T19:25:05.151993] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:05.226671] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:05.314349] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:05.358757] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:05.426000] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:05.502335] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:05.631646] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:05.652004] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:05.697344] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:05.794790] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:05.795121] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:25:05.795975] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 521/1890 | Remaining: 1369 | Rate: 87.6/min
[2025-11-27T19:25:05.796093] [INFO ] [CONFIGURE ] BATRA: Testing feature 12/29: add_obv_interval
[2025-11-27T19:25:05.796196] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-27T19:25:05.941082] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:05.948753] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:05.966817] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:06.058467] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:06.230127] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:06.238308] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:06.265289] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:06.310838] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:06.514410] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:06.530627] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:25:06.575323] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:06.582401] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:06.582703] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-27T19:25:06.583473] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 522/1890 | Remaining: 1368 | Rate: 87.5/min
[2025-11-27T19:25:06.583607] [INFO ] [CONFIGURE ] AVDL: Testing feature 13/29: add_opening_strength
[2025-11-27T19:25:06.583670] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:25:06.791488] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:06.818432] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:06.833662] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:06.919889] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:07.066290] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:07.099471] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:07.101461] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:07.257909] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:25:07.338237] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:07.354116] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:07.386253] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:07.598419] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:07.615976] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:07.616121] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:25:07.616842] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 523/1890 | Remaining: 1367 | Rate: 87.5/min
[2025-11-27T19:25:07.616901] [INFO ] [CONFIGURE ] BCTX: Testing feature 11/29: add_obv_daily
[2025-11-27T19:25:07.616938] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_daily']
[2025-11-27T19:25:07.619289] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:07.691436] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:07.827793] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:07.873097] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:07.945230] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:07.982745] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:07.983055] [INFO ] [CONFIGURE ] BAM: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-27T19:25:07.983844] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 524/1890 | Remaining: 1366 | Rate: 87.5/min
[2025-11-27T19:25:07.983958] [INFO ] [CONFIGURE ] BAM: Testing feature 13/29: add_opening_strength
[2025-11-27T19:25:07.984048] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:25:08.041857] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:08.127704] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:08.255827] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:08.295463] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:08.306030] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:08.381421] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:08.381760] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:25:08.382569] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 525/1890 | Remaining: 1365 | Rate: 87.6/min
[2025-11-27T19:25:08.382701] [INFO ] [CONFIGURE ] BATRA: Testing feature 13/29: add_opening_strength
[2025-11-27T19:25:08.382755] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:25:08.476450] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:08.631231] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:08.645515] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:08.668180] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:08.696245] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:08.915561] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:08.947056] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:08.956472] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:08.996277] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:09.136738] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:09.225778] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:09.281207] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:09.348875] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:09.365590] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:09.500911] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:09.586899] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:09.601052] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:25:09.717933] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:09.782116] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:09.808499] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:09.808812] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-27T19:25:09.809617] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 526/1890 | Remaining: 1364 | Rate: 87.4/min
[2025-11-27T19:25:09.809743] [INFO ] [CONFIGURE ] BCTX: Testing feature 12/29: add_obv_interval
[2025-11-27T19:25:09.809842] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval']
[2025-11-27T19:25:09.925980] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:10.012114] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:10.076117] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:10.078711] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:25:10.079022] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:25:10.079795] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 527/1890 | Remaining: 1363 | Rate: 87.5/min
[2025-11-27T19:25:10.079926] [INFO ] [CONFIGURE ] AVDL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:25:10.080020] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-11-27T19:25:10.211820] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:10.249953] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:10.361041] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:25:10.411197] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:10.417626] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:10.574512] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:10.626618] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:10.666827] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:10.737365] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:25:10.825784] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:10.898825] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:10.950562] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:11.028035] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:11.068961] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:11.224568] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:11.224890] [INFO ] [CONFIGURE ] BAM: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:25:11.225672] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 528/1890 | Remaining: 1362 | Rate: 87.4/min
[2025-11-27T19:25:11.225784] [INFO ] [CONFIGURE ] BAM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:25:11.225875] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-11-27T19:25:11.226808] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:11.240755] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:11.241065] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:25:11.241939] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 529/1890 | Remaining: 1361 | Rate: 87.6/min
[2025-11-27T19:25:11.242062] [INFO ] [CONFIGURE ] BATRA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:25:11.242163] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:25:11.398488] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:11.427308] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:11.507319] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:11.527112] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:11.625522] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:11.733053] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:11.772926] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:11.826612] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:11.826920] [INFO ] [CONFIGURE ] BCTX: KEPT add_obv_interval (score: 70.00%)
[2025-11-27T19:25:11.827781] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 530/1890 | Remaining: 1360 | Rate: 87.6/min
[2025-11-27T19:25:11.827894] [INFO ] [CONFIGURE ] BCTX: Testing feature 13/29: add_opening_strength
[2025-11-27T19:25:11.827993] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:25:11.831093] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:12.038466] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:12.063037] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:12.080921] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:12.136719] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:12.309956] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:12.331896] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:12.400222] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:12.448453] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:12.593279] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:12.604396] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:12.760992] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:12.764045] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:12.861348] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:12.864162] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:13.065238] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:13.112739] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:13.120474] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:13.135754] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:25:13.377170] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:13.381132] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:13.409416] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:13.447772] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:13.448086] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:25:13.448949] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 531/1890 | Remaining: 1359 | Rate: 87.4/min
[2025-11-27T19:25:13.449011] [INFO ] [CONFIGURE ] AVDL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:25:13.449050] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-11-27T19:25:13.636957] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:13.681021] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:13.693820] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:13.749596] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:13.894251] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:13.955747] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:13.956053] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:25:13.956891] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 532/1890 | Remaining: 1358 | Rate: 87.4/min
[2025-11-27T19:25:13.957008] [INFO ] [CONFIGURE ] BATRA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:25:13.957111] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-27T19:25:14.006370] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:14.050758] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:14.153455] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:14.197241] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:14.322105] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:14.322424] [INFO ] [CONFIGURE ] BAM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:25:14.323186] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 533/1890 | Remaining: 1357 | Rate: 87.5/min
[2025-11-27T19:25:14.323297] [INFO ] [CONFIGURE ] BAM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:25:14.323348] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-11-27T19:25:14.349854] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:14.433007] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:14.433220] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:25:14.434317] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 534/1890 | Remaining: 1356 | Rate: 87.6/min
[2025-11-27T19:25:14.434398] [INFO ] [CONFIGURE ] BCTX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:25:14.434459] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-11-27T19:25:14.435691] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:14.602001] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:14.651397] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:14.673529] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:14.686316] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:14.896004] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:14.918029] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:14.934460] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:14.959014] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:15.159188] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:15.182409] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:15.184172] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:15.260432] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:15.401215] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:15.430148] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:15.471908] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:15.561271] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:15.655887] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:15.672220] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:15.757465] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:15.861421] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:15.896150] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:15.918956] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:16.051722] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:16.136631] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:16.160059] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:16.164645] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:16.334103] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:16.379656] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:16.409043] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:16.409326] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:25:16.410135] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 535/1890 | Remaining: 1355 | Rate: 87.3/min
[2025-11-27T19:25:16.410254] [INFO ] [CONFIGURE ] BATRA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:25:16.410352] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-27T19:25:16.462459] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:16.462777] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:25:16.463699] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 536/1890 | Remaining: 1354 | Rate: 87.5/min
[2025-11-27T19:25:16.463810] [INFO ] [CONFIGURE ] AVDL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:25:16.463904] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-11-27T19:25:16.618796] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:16.619903] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:16.657990] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:16.775799] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:16.859198] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:16.859534] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-27T19:25:16.860433] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 537/1890 | Remaining: 1353 | Rate: 87.5/min
[2025-11-27T19:25:16.860556] [INFO ] [CONFIGURE ] BCTX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:25:16.860714] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-27T19:25:16.907384] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:16.927329] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:17.074385] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:17.097412] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:17.167115] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:17.226940] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:17.227244] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:25:17.228071] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 538/1890 | Remaining: 1352 | Rate: 87.6/min
[2025-11-27T19:25:17.228208] [INFO ] [CONFIGURE ] BAM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:25:17.228307] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-11-27T19:25:17.285428] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:17.416266] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:17.429459] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:17.495192] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:17.527005] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:17.709361] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:17.709859] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:17.736017] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:25:17.824986] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:17.921624] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:17.965080] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:18.063487] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:18.128487] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:18.133716] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:18.216555] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:18.348740] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:18.381947] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:18.434970] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:18.472148] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:18.564918] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:18.701758] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:18.727614] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:18.737427] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:18.778641] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:18.983317] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:18.983632] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:25:18.984391] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 539/1890 | Remaining: 1351 | Rate: 87.4/min
[2025-11-27T19:25:18.984509] [INFO ] [CONFIGURE ] BATRA: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:25:18.984668] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-27T19:25:18.992040] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:18.992351] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:25:18.993236] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 540/1890 | Remaining: 1350 | Rate: 87.5/min
[2025-11-27T19:25:18.993345] [INFO ] [CONFIGURE ] BCTX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:25:18.993458] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-27T19:25:19.031050] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:19.031368] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:19.221901] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:19.256657] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:19.326054] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:19.355797] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:19.447010] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:19.511594] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:19.631106] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:19.669148] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:19.678832] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:19.679117] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:25:19.680040] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 541/1890 | Remaining: 1349 | Rate: 87.5/min
[2025-11-27T19:25:19.680150] [INFO ] [CONFIGURE ] AVDL: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:25:19.680241] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-11-27T19:25:19.777538] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:19.897823] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:19.929898] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:20.013253] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:20.039356] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:20.124941] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:20.223211] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:20.223486] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:25:20.224265] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 542/1890 | Remaining: 1348 | Rate: 87.6/min
[2025-11-27T19:25:20.224383] [INFO ] [CONFIGURE ] BAM: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:25:20.224473] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-11-27T19:25:20.303805] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:20.336995] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:20.352698] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:20.519998] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:20.565971] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:20.592430] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:20.663216] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:20.818624] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:20.826778] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:20.838915] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:25:21.001749] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:21.056966] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:21.098603] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:21.115850] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:21.287158] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:21.287458] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-27T19:25:21.288376] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 543/1890 | Remaining: 1347 | Rate: 87.5/min
[2025-11-27T19:25:21.288494] [INFO ] [CONFIGURE ] BCTX: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:25:21.288611] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-11-27T19:25:21.341968] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:21.365617] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:21.412692] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:21.523531] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:21.631251] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:21.631594] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:25:21.632383] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 544/1890 | Remaining: 1346 | Rate: 87.5/min
[2025-11-27T19:25:21.632507] [INFO ] [CONFIGURE ] BATRA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:25:21.632561] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-27T19:25:21.665299] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:21.709414] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:21.765890] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:21.886336] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:21.991568] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:22.008232] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:22.011485] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:22.129792] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:22.245508] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:22.318294] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:22.321713] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:22.365400] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:22.488745] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:22.610091] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:22.620332] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:22.651306] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:22.734009] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:22.856636] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:22.938742] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:22.992992] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:22.993306] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-27T19:25:22.994195] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 545/1890 | Remaining: 1345 | Rate: 87.4/min
[2025-11-27T19:25:22.994306] [INFO ] [CONFIGURE ] AVDL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:25:22.994400] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-11-27T19:25:22.994398] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:23.107753] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:23.230214] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:23.242547] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:23.242855] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:25:23.243694] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 546/1890 | Remaining: 1344 | Rate: 87.5/min
[2025-11-27T19:25:23.243817] [INFO ] [CONFIGURE ] BAM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:25:23.243872] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-11-27T19:25:23.296030] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:23.351925] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:23.466688] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:23.521389] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:23.593343] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:23.595403] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:23.706977] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:23.707296] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:25:23.708186] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 547/1890 | Remaining: 1343 | Rate: 87.5/min
[2025-11-27T19:25:23.708301] [INFO ] [CONFIGURE ] BCTX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:25:23.708401] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-27T19:25:23.799795] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:23.838385] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:23.901903] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:23.916679] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:24.077384] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:24.088363] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:24.088693] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:25:24.089522] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 548/1890 | Remaining: 1342 | Rate: 87.6/min
[2025-11-27T19:25:24.089660] [INFO ] [CONFIGURE ] BATRA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:25:24.089764] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-27T19:25:24.129758] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:24.207789] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:24.331309] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:24.350127] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:24.364897] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:24.513504] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:24.565800] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:24.570796] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:24.643995] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:24.783093] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:24.813695] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:24.821483] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:24.930769] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:25.003913] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:25.061841] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:25.129784] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:25.215404] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:25.217487] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:25.295562] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:25:25.429415] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:25.432623] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:25.497051] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:25.533298] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:25.640961] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:25.739747] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:25.764948] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:25:25.782480] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:25.853049] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:25.853365] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:25:25.854223] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 549/1890 | Remaining: 1341 | Rate: 87.4/min
[2025-11-27T19:25:25.854353] [INFO ] [CONFIGURE ] BCTX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:25:25.854453] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-27T19:25:25.997305] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:26.042327] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:26.042617] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:25:26.043448] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 550/1890 | Remaining: 1340 | Rate: 87.5/min
[2025-11-27T19:25:26.043560] [INFO ] [CONFIGURE ] AVDL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:25:26.043667] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-11-27T19:25:26.061830] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:26.064757] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:26.065012] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:25:26.065817] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 551/1890 | Remaining: 1339 | Rate: 87.6/min
[2025-11-27T19:25:26.065927] [INFO ] [CONFIGURE ] BAM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:25:26.066021] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-11-27T19:25:26.240853] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:26.265934] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:26.337478] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:26.344243] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:26.482877] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:26.483193] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-27T19:25:26.484042] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 552/1890 | Remaining: 1338 | Rate: 87.7/min
[2025-11-27T19:25:26.484165] [INFO ] [CONFIGURE ] BATRA: Testing feature 20/29: add_price_rejection
[2025-11-27T19:25:26.484271] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-11-27T19:25:26.496256] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:26.621074] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:26.629328] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:26.698174] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:26.747457] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:26.897325] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:26.900493] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:26.916962] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:27.000923] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:27.105805] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:27.171919] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:27.205781] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:27.255007] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:27.310414] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:27.457183] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:27.496079] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:27.513763] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:27.531255] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:27.722076] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:27.740369] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:27.805070] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:27.814994] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:27.926071] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:27.926372] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:25:27.927249] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 553/1890 | Remaining: 1337 | Rate: 87.5/min
[2025-11-27T19:25:27.927364] [INFO ] [CONFIGURE ] BCTX: Testing feature 20/29: add_price_rejection
[2025-11-27T19:25:27.927462] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-11-27T19:25:28.025551] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:28.080164] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:28.094999] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:28.157328] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:28.302993] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:28.342704] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:28.386247] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:28.387178] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:28.583106] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:28.604162] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:28.616174] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:28.682266] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:28.846131] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:28.864924] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:28.865202] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:25:28.865984] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 554/1890 | Remaining: 1336 | Rate: 87.5/min
[2025-11-27T19:25:28.866092] [INFO ] [CONFIGURE ] BAM: Testing feature 20/29: add_price_rejection
[2025-11-27T19:25:28.866182] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-11-27T19:25:28.868937] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:28.970066] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:28.970335] [INFO ] [CONFIGURE ] AVDL: KEPT add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-27T19:25:28.971226] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 555/1890 | Remaining: 1335 | Rate: 87.6/min
[2025-11-27T19:25:28.971333] [INFO ] [CONFIGURE ] AVDL: Testing feature 20/29: add_price_rejection
[2025-11-27T19:25:28.971425] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-27T19:25:29.079791] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:29.136279] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:29.136556] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:25:29.137463] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 556/1890 | Remaining: 1334 | Rate: 87.7/min
[2025-11-27T19:25:29.137599] [INFO ] [CONFIGURE ] BATRA: Testing feature 21/29: add_range_position
[2025-11-27T19:25:29.137705] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-11-27T19:25:29.164646] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:29.287950] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:25:29.313542] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:29.411835] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:29.464270] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:29.543436] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:29.603216] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:29.679746] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:29.760868] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:29.772893] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:25:29.937675] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:29.952260] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:30.003803] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:30.055900] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:30.224515] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:30.233878] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:30.234201] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:25:30.235005] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 557/1890 | Remaining: 1333 | Rate: 87.6/min
[2025-11-27T19:25:30.235126] [INFO ] [CONFIGURE ] BCTX: Testing feature 21/29: add_range_position
[2025-11-27T19:25:30.235225] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-11-27T19:25:30.262487] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:30.351755] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:25:30.479132] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:30.506696] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:30.591862] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:30.664232] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:30.725482] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:30.786838] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:30.929536] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:30.968020] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:30.973778] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:31.068506] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:31.219992] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:31.257458] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:31.275195] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:31.344777] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:31.463387] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:31.588474] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:31.589799] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:31.622211] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:31.707481] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:31.889841] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:31.890138] [INFO ] [CONFIGURE ] BAM: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:25:31.890912] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 558/1890 | Remaining: 1332 | Rate: 87.4/min
[2025-11-27T19:25:31.891022] [INFO ] [CONFIGURE ] BAM: Testing feature 21/29: add_range_position
[2025-11-27T19:25:31.891113] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-11-27T19:25:31.899423] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:31.899760] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:25:31.900535] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 559/1890 | Remaining: 1331 | Rate: 87.5/min
[2025-11-27T19:25:31.900677] [INFO ] [CONFIGURE ] BATRA: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:25:31.900782] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-11-27T19:25:31.910247] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:31.969425] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:32.202899] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:32.221766] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:32.224808] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:32.225046] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:25:32.225890] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 560/1890 | Remaining: 1330 | Rate: 87.6/min
[2025-11-27T19:25:32.225997] [INFO ] [CONFIGURE ] AVDL: Testing feature 21/29: add_range_position
[2025-11-27T19:25:32.226086] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-27T19:25:32.240244] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:32.471683] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:32.522187] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:32.558650] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:32.582467] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:32.727477] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:32.727651] [INFO ] [CONFIGURE ] BCTX: KEPT add_range_position (score: 80.00%)
[2025-11-27T19:25:32.728484] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 561/1890 | Remaining: 1329 | Rate: 87.7/min
[2025-11-27T19:25:32.728549] [INFO ] [CONFIGURE ] BCTX: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:25:32.728604] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position', 'add_realized_volatility']
[2025-11-27T19:25:32.833060] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:32.888551] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:32.924854] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:33.086242] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:33.144876] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:33.221659] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:33.278392] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:33.460565] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:33.462434] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:33.552107] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:33.656183] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:33.771945] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:33.821110] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:33.884514] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:34.003667] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:34.080002] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:34.183139] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:34.215427] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:34.347226] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:34.390517] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:34.544263] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:34.546012] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:34.700794] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:34.704838] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:34.888665] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:34.911066] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:35.020928] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:35.021231] [INFO ] [CONFIGURE ] BAM: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:25:35.022041] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 562/1890 | Remaining: 1328 | Rate: 87.3/min
[2025-11-27T19:25:35.022150] [INFO ] [CONFIGURE ] BAM: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:25:35.022240] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-11-27T19:25:35.054778] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:35.221902] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:35.270779] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:35.392617] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:35.402499] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:35.402829] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:25:35.403662] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 563/1890 | Remaining: 1327 | Rate: 87.4/min
[2025-11-27T19:25:35.403790] [INFO ] [CONFIGURE ] BATRA: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:25:35.403844] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-11-27T19:25:35.562914] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:35.563197] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_range_position (score: 80.00%)
[2025-11-27T19:25:35.564038] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 564/1890 | Remaining: 1326 | Rate: 87.5/min
[2025-11-27T19:25:35.564144] [INFO ] [CONFIGURE ] AVDL: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:25:35.564234] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-27T19:25:35.635694] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:35.650345] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:35.768970] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:35.909143] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:36.002527] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:36.047988] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:36.191334] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:36.215959] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:36.508024] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:36.542224] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:25:36.547178] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:36.547535] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:25:36.548618] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 565/1890 | Remaining: 1325 | Rate: 87.4/min
[2025-11-27T19:25:36.548693] [INFO ] [CONFIGURE ] BCTX: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:25:36.548801] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position', 'add_recent_range_context']
[2025-11-27T19:25:36.675777] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:36.787824] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:36.834647] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:36.994384] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:37.047813] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:37.064985] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:37.113710] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:37.305711] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:37.386083] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:37.403472] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:37.446047] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:37.568143] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:37.663429] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:37.807602] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:37.825080] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:37.865926] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:37.940799] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:38.080511] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:38.080830] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:25:38.081653] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 566/1890 | Remaining: 1324 | Rate: 87.2/min
[2025-11-27T19:25:38.081792] [INFO ] [CONFIGURE ] BATRA: Testing feature 24/29: add_rsi
[2025-11-27T19:25:38.081923] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-27T19:25:38.200154] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:38.222153] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:38.260311] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:38.390802] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:38.499409] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:38.611248] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:38.642982] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:38.707593] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:38.773598] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:39.019615] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:39.024124] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:39.029996] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:39.030307] [INFO ] [CONFIGURE ] BAM: KEPT add_realized_volatility (score: 80.00%)
[2025-11-27T19:25:39.031096] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 567/1890 | Remaining: 1323 | Rate: 87.2/min
[2025-11-27T19:25:39.031206] [INFO ] [CONFIGURE ] BAM: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:25:39.031258] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_recent_range_context']
[2025-11-27T19:25:39.038033] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:39.306985] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:39.307153] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:25:39.308091] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 568/1890 | Remaining: 1322 | Rate: 87.3/min
[2025-11-27T19:25:39.308222] [INFO ] [CONFIGURE ] BCTX: Testing feature 24/29: add_rsi
[2025-11-27T19:25:39.308278] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position', 'add_ema', 'add_rsi']
[2025-11-27T19:25:39.331780] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:39.425486] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:39.434467] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:39.628001] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:39.647695] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:39.817274] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:39.849008] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:39.849283] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:25:39.850174] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 569/1890 | Remaining: 1321 | Rate: 87.3/min
[2025-11-27T19:25:39.850285] [INFO ] [CONFIGURE ] AVDL: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:25:39.850380] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-27T19:25:39.949852] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:39.964357] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:40.178979] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:40.216406] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:40.268242] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:40.276700] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:25:40.522838] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:40.589563] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:40.592010] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:40.614064] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:40.829382] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:40.895479] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:40.915701] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:41.014890] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:41.144239] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:41.201701] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:41.202004] [INFO ] [CONFIGURE ] BATRA: KEPT add_rsi (score: 80.00%)
[2025-11-27T19:25:41.202815] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 570/1890 | Remaining: 1320 | Rate: 87.2/min
[2025-11-27T19:25:41.202944] [INFO ] [CONFIGURE ] BATRA: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:25:41.203064] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-11-27T19:25:41.239294] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:41.416999] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:41.463956] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:41.516765] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:41.561781] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:41.778810] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:41.807744] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:41.824309] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:41.888037] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:42.094803] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:42.129017] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:42.201259] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:42.214790] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:42.416149] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:42.444104] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:42.567560] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:42.567912] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:25:42.568851] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 571/1890 | Remaining: 1319 | Rate: 87.0/min
[2025-11-27T19:25:42.568990] [INFO ] [CONFIGURE ] BCTX: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:25:42.569111] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position', 'add_tick_distribution']
[2025-11-27T19:25:42.600144] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:42.773675] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:42.775972] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:42.840337] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:42.998987] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:42.999287] [INFO ] [CONFIGURE ] BAM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:25:43.000069] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 572/1890 | Remaining: 1318 | Rate: 87.1/min
[2025-11-27T19:25:43.000182] [INFO ] [CONFIGURE ] BAM: Testing feature 24/29: add_rsi
[2025-11-27T19:25:43.000273] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_rsi']
[2025-11-27T19:25:43.096461] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:43.096782] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_recent_range_context (score: 90.00%)
[2025-11-27T19:25:43.097666] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 573/1890 | Remaining: 1317 | Rate: 87.2/min
[2025-11-27T19:25:43.097777] [INFO ] [CONFIGURE ] AVDL: Testing feature 24/29: add_rsi
[2025-11-27T19:25:43.097870] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_rsi']
[2025-11-27T19:25:43.104798] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:43.108297] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:43.371106] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:43.393864] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:43.409858] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:43.426557] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:43.637446] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:43.721720] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:43.753033] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:43.790356] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:43.905064] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:44.032779] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:44.078848] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:44.175916] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:44.179756] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:44.351318] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:44.351511] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:25:44.352409] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 574/1890 | Remaining: 1316 | Rate: 87.1/min
[2025-11-27T19:25:44.352531] [INFO ] [CONFIGURE ] BATRA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:25:44.352599] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-11-27T19:25:44.408940] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:44.443403] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:44.571250] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:44.673361] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:44.714845] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:44.718793] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:44.966927] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:44.986811] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:44.992703] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:45.039357] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:45.261805] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:45.262095] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:25:45.263041] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 575/1890 | Remaining: 1315 | Rate: 87.0/min
[2025-11-27T19:25:45.263163] [INFO ] [CONFIGURE ] BCTX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:25:45.263276] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-11-27T19:25:45.310504] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:45.349018] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:45.360032] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:45.535908] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:25:45.627706] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:45.661362] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:45.755655] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:45.811312] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:45.942693] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:45.976120] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:25:46.087204] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:46.153019] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:46.257373] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:46.289313] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:46.289486] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:25:46.290253] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 576/1890 | Remaining: 1314 | Rate: 86.9/min
[2025-11-27T19:25:46.290330] [INFO ] [CONFIGURE ] AVDL: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:25:46.290379] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-27T19:25:46.353454] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:46.553213] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:46.573597] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:46.593961] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:46.630882] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:46.892108] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:46.894288] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:25:46.902005] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:46.951994] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:46.952283] [INFO ] [CONFIGURE ] BAM: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:25:46.953078] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 577/1890 | Remaining: 1313 | Rate: 86.9/min
[2025-11-27T19:25:46.953188] [INFO ] [CONFIGURE ] BAM: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:25:46.953283] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_tick_distribution']
[2025-11-27T19:25:47.175141] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:47.197425] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:47.229295] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:47.330644] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:47.454134] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:47.497177] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:47.546107] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:47.546406] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:25:47.547233] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 578/1890 | Remaining: 1312 | Rate: 87.0/min
[2025-11-27T19:25:47.547350] [INFO ] [CONFIGURE ] BATRA: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:25:47.547450] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-11-27T19:25:47.721589] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:47.728904] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:47.799076] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:47.880861] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:48.008471] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:48.008823] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:25:48.009717] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 579/1890 | Remaining: 1311 | Rate: 87.0/min
[2025-11-27T19:25:48.009835] [INFO ] [CONFIGURE ] BCTX: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:25:48.009938] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position', 'add_volume_price_divergence']
[2025-11-27T19:25:48.099016] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:48.100540] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:48.206127] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:48.291187] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:48.405174] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:48.485531] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:48.534536] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:48.574050] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:48.710466] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:48.858606] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:48.862949] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:48.873267] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:49.015984] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:49.139531] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:49.193864] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:49.260905] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:49.319778] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:49.320057] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-27T19:25:49.320868] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 580/1890 | Remaining: 1310 | Rate: 86.9/min
[2025-11-27T19:25:49.321009] [INFO ] [CONFIGURE ] AVDL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:25:49.321109] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-27T19:25:49.420405] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:49.523916] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:49.633828] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:49.644326] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:49.700895] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:49.858491] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:49.942513] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:25:49.980687] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:50.033707] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:50.211652] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:50.254125] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:50.292565] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:50.423412] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:50.552420] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:50.568980] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:50.587003] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:50.823257] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:50.823427] [INFO ] [CONFIGURE ] BAM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:25:50.824285] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 581/1890 | Remaining: 1309 | Rate: 86.7/min
[2025-11-27T19:25:50.824392] [INFO ] [CONFIGURE ] BAM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:25:50.824446] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-11-27T19:25:50.874826] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:50.875015] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-27T19:25:50.875989] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 582/1890 | Remaining: 1308 | Rate: 86.8/min
[2025-11-27T19:25:50.876105] [INFO ] [CONFIGURE ] BCTX: Testing feature 28/29: add_volume_profile
[2025-11-27T19:25:50.876156] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position', 'add_volume_profile']
[2025-11-27T19:25:50.881631] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:50.890637] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:50.890822] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:25:50.891683] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 583/1890 | Remaining: 1307 | Rate: 87.0/min
[2025-11-27T19:25:50.891803] [INFO ] [CONFIGURE ] BATRA: Testing feature 28/29: add_volume_profile
[2025-11-27T19:25:50.891901] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-11-27T19:25:51.148947] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:51.204561] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:51.207646] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:51.207883] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:51.426286] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:51.521785] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:51.522080] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:51.597904] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:51.706825] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:51.838746] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:51.839121] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:51.987371] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:51.988856] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:52.153325] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:25:52.156711] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:52.269704] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:52.376565] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:52.472000] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:52.472298] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:25:52.473099] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 584/1890 | Remaining: 1306 | Rate: 86.8/min
[2025-11-27T19:25:52.473215] [INFO ] [CONFIGURE ] AVDL: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:25:52.473311] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-27T19:25:52.474167] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:52.551709] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:52.770799] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:52.795161] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:52.802098] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:52.833552] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:53.109072] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:53.112727] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:25:53.125545] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:25:53.160098] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:53.389506] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:53.435436] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:53.451857] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:53.551785] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:53.672765] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:53.673114] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:25:53.674002] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 585/1890 | Remaining: 1305 | Rate: 86.7/min
[2025-11-27T19:25:53.674123] [INFO ] [CONFIGURE ] BCTX: Testing feature 29/29: add_vwap
[2025-11-27T19:25:53.674233] [INFO ] [CONFIGURE ] BCTX: Testing with features: ['add_obv_interval', 'add_range_position', 'add_vwap']
[2025-11-27T19:25:53.758549] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:53.778603] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:53.943356] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:53.955333] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:54.084825] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:54.085122] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:25:54.085917] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 586/1890 | Remaining: 1304 | Rate: 86.8/min
[2025-11-27T19:25:54.086027] [INFO ] [CONFIGURE ] BATRA: Testing feature 29/29: add_vwap
[2025-11-27T19:25:54.086129] [INFO ] [CONFIGURE ] BATRA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi', 'add_vwap']
[2025-11-27T19:25:54.126391] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:54.243699] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:54.342876] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:54.410194] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:54.465202] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:54.528727] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:54.736766] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:54.745526] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:54.745860] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:25:54.746658] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 587/1890 | Remaining: 1303 | Rate: 86.8/min
[2025-11-27T19:25:54.746783] [INFO ] [CONFIGURE ] BAM: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:25:54.746878] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-11-27T19:25:54.788619] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:54.806956] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:55.062032] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:55.090841] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:25:55.117432] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:55.160937] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:55.375058] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:55.393596] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:55.452551] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:25:55.564367] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:55.663989] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:55.741457] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:55.785635] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:55.785913] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:25:55.786722] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 588/1890 | Remaining: 1302 | Rate: 86.7/min
[2025-11-27T19:25:55.786836] [INFO ] [CONFIGURE ] AVDL: Testing feature 28/29: add_volume_profile
[2025-11-27T19:25:55.786929] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-27T19:25:55.951487] [DEBUG] [FORECASTER] BCTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:55.974894] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:25:56.066152] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:56.106678] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:25:56.243653] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:56.392636] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:56.419433] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:25:56.423291] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:56.539650] [DEBUG] [FORECASTER] BCTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:56.539953] [INFO ] [CONFIGURE ] BCTX: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:25:56.540795] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 589/1890 | Remaining: 1301 | Rate: 86.7/min
[2025-11-27T19:25:56.540921] [INFO ] [CONFIGURE ] BCTX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:25:56.541024] [INFO ] [CONFIGURE ] BCTX: Best accuracy: 80.00%
[2025-11-27T19:25:56.541124] [INFO ] [CONFIGURE ] BCTX: Best feature set (2 features): ['add_obv_interval', 'add_range_position']
[2025-11-27T19:25:56.541221] [INFO ] [CONFIGURE ] BCTX: Improvement over baseline: 30.00%
[2025-11-27T19:25:56.541313] [INFO ] [CONFIGURE ] BCTX: Total time: 1.2 minutes
[2025-11-27T19:25:56.541411] [INFO ] [CONFIGURE ] BCTX: Average time per feature: 2.5 seconds
[2025-11-27T19:25:56.541507] [INFO ] [CONFIGURE ] BCTX: Average speed: 0.40 features/sec
[2025-11-27T19:25:56.541830] [INFO ] [LOCAL     ] Saved configuration for BCTX: 2 features, 80.00% accuracy -> ./output/feature-sets/BCTX.json
[2025-11-27T19:25:56.541947] [INFO ] [CONFIGURE ] BCTX: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-27T19:25:56.542663] [INFO ] [sig       ] [17/63] BCTX OK in 1m 14s. ETA: 18m 23s. Rate: 2.5 sym/min
[2025-11-27T19:25:56.546961] [INFO ] [CONFIGURE ] BDN: Configurate test run.
[2025-11-27T19:25:56.547021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-11-27T19:25:56.741753] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:25:56.749152] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:56.763494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-11-27T19:25:56.764155] [INFO ] [CONFIGURE ] BDN: Testing with 29 available features
[2025-11-27T19:25:56.764269] [INFO ] [CONFIGURE ] BDN: Establishing baseline with no features...
[2025-11-27T19:25:56.802889] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:56.948550] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:57.066248] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:25:57.080091] [DEBUG] [FORECASTER] BATRA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:57.129972] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:57.217651] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:57.321015] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:57.387336] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:25:57.417127] [DEBUG] [FORECASTER] BATRA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:57.417437] [INFO ] [CONFIGURE ] BATRA: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:25:57.418287] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 590/1890 | Remaining: 1300 | Rate: 86.6/min
[2025-11-27T19:25:57.418411] [INFO ] [CONFIGURE ] BATRA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:25:57.418511] [INFO ] [CONFIGURE ] BATRA: Best accuracy: 80.00%
[2025-11-27T19:25:57.418623] [INFO ] [CONFIGURE ] BATRA: Best feature set (3 features): ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-27T19:25:57.418672] [INFO ] [CONFIGURE ] BATRA: Improvement over baseline: 20.00%
[2025-11-27T19:25:57.418765] [INFO ] [CONFIGURE ] BATRA: Total time: 1.4 minutes
[2025-11-27T19:25:57.418859] [INFO ] [CONFIGURE ] BATRA: Average time per feature: 2.8 seconds
[2025-11-27T19:25:57.418905] [INFO ] [CONFIGURE ] BATRA: Average speed: 0.36 features/sec
[2025-11-27T19:25:57.419197] [INFO ] [LOCAL     ] Saved configuration for BATRA: 3 features, 80.00% accuracy -> ./output/feature-sets/BATRA.json
[2025-11-27T19:25:57.419311] [INFO ] [CONFIGURE ] BATRA: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-27T19:25:57.419865] [INFO ] [sig       ] [18/63] BATRA OK in 1m 23s. ETA: 17m 2s. Rate: 2.6 sym/min
[2025-11-27T19:25:57.420976] [INFO ] [CONFIGURE ] BFS: Configurate test run.
[2025-11-27T19:25:57.421100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-11-27T19:25:57.431962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-11-27T19:25:57.432364] [INFO ] [CONFIGURE ] BFS: Testing with 29 available features
[2025-11-27T19:25:57.432565] [INFO ] [CONFIGURE ] BFS: Establishing baseline with no features...
[2025-11-27T19:25:57.501627] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:57.607511] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:25:57.644632] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:57.684173] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:57.707344] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:25:57.791723] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:25:57.870498] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:57.966899] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:25:58.031208] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:25:58.050320] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:25:58.078054] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:58.142601] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:25:58.231360] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:25:58.318506] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:58.358194] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:25:58.411697] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:25:58.492048] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:58.495381] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:25:58.592529] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:58.592821] [INFO ] [CONFIGURE ] BDN: Baseline score (no features): 60.00%
[2025-11-27T19:25:58.593248] [INFO ] [CONFIGURE ] BDN: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:25:58.593363] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:25:58.672950] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:25:58.704764] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:25:58.815110] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:25:58.852126] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:25:58.907815] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:25:58.908126] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-27T19:25:58.908922] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 592/1890 | Remaining: 1298 | Rate: 86.6/min
[2025-11-27T19:25:58.909032] [INFO ] [CONFIGURE ] BAM: Testing feature 28/29: add_volume_profile
[2025-11-27T19:25:58.909130] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_volume_profile']
[2025-11-27T19:25:59.025968] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:25:59.026241] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:25:59.027028] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 593/1890 | Remaining: 1297 | Rate: 86.7/min
[2025-11-27T19:25:59.027139] [INFO ] [CONFIGURE ] AVDL: Testing feature 29/29: add_vwap
[2025-11-27T19:25:59.027230] [INFO ] [CONFIGURE ] AVDL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-11-27T19:25:59.029855] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:25:59.036215] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:59.213646] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:25:59.213814] [INFO ] [CONFIGURE ] BFS: Baseline score (no features): 60.00%
[2025-11-27T19:25:59.214204] [INFO ] [CONFIGURE ] BFS: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:25:59.214271] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:25:59.259388] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:25:59.306744] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:25:59.349967] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:59.428650] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:25:59.479263] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:25:59.646707] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:59.700211] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:25:59.703590] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:25:59.710330] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:25:59.874350] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:25:59.925669] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:00.031029] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:00.100107] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:00.117168] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:00.147254] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:00.322013] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:00.357355] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:26:00.371099] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:00.530739] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:00.540777] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:00.598291] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:00.900658] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:00.943244] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:00.947736] [INFO ] [CONFIGURE ] BDN: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:26:00.948667] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 595/1890 | Remaining: 1295 | Rate: 86.6/min
[2025-11-27T19:26:00.948785] [INFO ] [CONFIGURE ] BDN: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:26:00.948883] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:26:00.977724] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:26:01.002374] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:01.148269] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:01.277370] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:01.373984] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:01.426004] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:01.491957] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:01.525840] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:01.717855] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:01.718180] [INFO ] [CONFIGURE ] BFS: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:26:01.719173] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Tests: 596/1890 | Remaining: 1294 | Rate: 86.6/min
[2025-11-27T19:26:01.719299] [INFO ] [CONFIGURE ] BFS: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:26:01.719408] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:26:01.766020] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:01.776708] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:01.840470] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:01.961979] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:02.026562] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:02.100233] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:02.196491] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:02.261663] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:02.277931] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:02.426647] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:02.434014] [DEBUG] [FORECASTER] AVDL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:02.543130] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:02.659748] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:02.706133] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:02.769013] [DEBUG] [FORECASTER] AVDL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:02.769334] [INFO ] [CONFIGURE ] AVDL: DISCARDED add_vwap (score: 90.00%)
[2025-11-27T19:26:02.770112] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Tests: 597/1890 | Remaining: 1293 | Rate: 86.5/min
[2025-11-27T19:26:02.770220] [INFO ] [CONFIGURE ] AVDL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:26:02.770313] [INFO ] [CONFIGURE ] AVDL: Best accuracy: 90.00%
[2025-11-27T19:26:02.770403] [INFO ] [CONFIGURE ] AVDL: Best feature set (3 features): ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-11-27T19:26:02.770491] [INFO ] [CONFIGURE ] AVDL: Improvement over baseline: 60.00%
[2025-11-27T19:26:02.770589] [INFO ] [CONFIGURE ] AVDL: Total time: 1.6 minutes
[2025-11-27T19:26:02.770677] [INFO ] [CONFIGURE ] AVDL: Average time per feature: 3.3 seconds
[2025-11-27T19:26:02.770760] [INFO ] [CONFIGURE ] AVDL: Average speed: 0.31 features/sec
[2025-11-27T19:26:02.771029] [INFO ] [LOCAL     ] Saved configuration for AVDL: 3 features, 90.00% accuracy -> ./output/feature-sets/AVDL.json
[2025-11-27T19:26:02.771127] [INFO ] [CONFIGURE ] AVDL: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-27T19:26:02.771604] [INFO ] [sig       ] [19/63] AVDL OK in 1m 37s. ETA: 15m 59s. Rate: 2.8 sym/min
[2025-11-27T19:26:02.775930] [INFO ] [CONFIGURE ] BKNG: Configurate test run.
[2025-11-27T19:26:02.776067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-11-27T19:26:02.785862] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:02.787445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-11-27T19:26:02.787825] [INFO ] [CONFIGURE ] BKNG: Testing with 29 available features
[2025-11-27T19:26:02.788012] [INFO ] [CONFIGURE ] BKNG: Establishing baseline with no features...
[2025-11-27T19:26:02.891520] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:02.969835] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:03.030726] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:03.121978] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:03.129780] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:03.130095] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:26:03.130889] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Tests: 598/1890 | Remaining: 1292 | Rate: 86.6/min
[2025-11-27T19:26:03.131011] [INFO ] [CONFIGURE ] BAM: Testing feature 29/29: add_vwap
[2025-11-27T19:26:03.131103] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_vwap']
[2025-11-27T19:26:03.148414] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:03.271991] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:03.327671] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:03.349902] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:03.508296] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:03.512266] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:03.512562] [INFO ] [CONFIGURE ] BDN: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:26:03.513483] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Tests: 599/1890 | Remaining: 1291 | Rate: 86.7/min
[2025-11-27T19:26:03.513632] [INFO ] [CONFIGURE ] BDN: Testing feature 3/29: add_daily_returns
[2025-11-27T19:26:03.513737] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns']
[2025-11-27T19:26:03.543680] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:03.582138] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:03.691470] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:03.715293] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:03.819261] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:03.872387] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:03.919398] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:03.958944] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:04.051629] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:04.051782] [INFO ] [CONFIGURE ] BFS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:26:04.052489] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Tests: 600/1890 | Remaining: 1290 | Rate: 86.7/min
[2025-11-27T19:26:04.052543] [INFO ] [CONFIGURE ] BFS: Testing feature 3/29: add_daily_returns
[2025-11-27T19:26:04.052593] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns']
[2025-11-27T19:26:04.053453] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:04.121913] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:04.235235] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:04.242376] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:04.326371] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:04.369614] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:04.417678] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:04.433732] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:04.526631] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:04.600176] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:04.600458] [INFO ] [CONFIGURE ] BKNG: Baseline score (no features): 50.00%
[2025-11-27T19:26:04.600948] [INFO ] [CONFIGURE ] BKNG: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:26:04.601055] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:26:04.630949] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:04.724440] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:04.783015] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:04.824933] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:04.825104] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:04.925622] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:05.019694] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:05.052725] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:05.123142] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:05.190249] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:05.213307] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:05.274493] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:05.321624] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:05.406670] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:05.500041] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:05.520100] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:05.520396] [INFO ] [CONFIGURE ] BDN: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:26:05.521298] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Tests: 602/1890 | Remaining: 1288 | Rate: 86.7/min
[2025-11-27T19:26:05.521414] [INFO ] [CONFIGURE ] BDN: Testing feature 4/29: add_ema
[2025-11-27T19:26:05.521527] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_ema']
[2025-11-27T19:26:05.595144] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:05.598175] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:05.725318] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:05.753835] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:05.789124] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:05.950367] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:26:05.981884] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:05.982041] [INFO ] [CONFIGURE ] BFS: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:26:05.982954] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Tests: 603/1890 | Remaining: 1287 | Rate: 86.7/min
[2025-11-27T19:26:05.983069] [INFO ] [CONFIGURE ] BFS: Testing feature 4/29: add_ema
[2025-11-27T19:26:05.983119] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_ema']
[2025-11-27T19:26:05.985234] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:06.004277] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:06.173916] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:06.207758] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:06.219405] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:06.397723] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:06.413787] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:06.435364] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:06.460789] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:06.624794] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:06.662878] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:06.710757] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:06.821755] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:06.850495] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:06.850816] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-27T19:26:06.851636] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Tests: 604/1890 | Remaining: 1286 | Rate: 86.7/min
[2025-11-27T19:26:06.851745] [INFO ] [CONFIGURE ] BKNG: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:26:06.851836] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:26:06.889813] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:06.961930] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:07.088231] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:07.116269] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:07.201104] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:07.232044] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:07.232330] [INFO ] [CONFIGURE ] BAM: DISCARDED add_vwap (score: 70.00%)
[2025-11-27T19:26:07.233115] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Tests: 605/1890 | Remaining: 1285 | Rate: 86.8/min
[2025-11-27T19:26:07.233233] [INFO ] [CONFIGURE ] BAM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:26:07.233325] [INFO ] [CONFIGURE ] BAM: Best accuracy: 80.00%
[2025-11-27T19:26:07.233433] [INFO ] [CONFIGURE ] BAM: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-11-27T19:26:07.233526] [INFO ] [CONFIGURE ] BAM: Improvement over baseline: 40.00%
[2025-11-27T19:26:07.233641] [INFO ] [CONFIGURE ] BAM: Total time: 1.6 minutes
[2025-11-27T19:26:07.233742] [INFO ] [CONFIGURE ] BAM: Average time per feature: 3.3 seconds
[2025-11-27T19:26:07.233829] [INFO ] [CONFIGURE ] BAM: Average speed: 0.30 features/sec
[2025-11-27T19:26:07.234118] [INFO ] [LOCAL     ] Saved configuration for BAM: 3 features, 80.00% accuracy -> ./output/feature-sets/BAM.json
[2025-11-27T19:26:07.234221] [INFO ] [CONFIGURE ] BAM: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-27T19:26:07.237818] [INFO ] [sig       ] [20/63] BAM OK in 1m 37s. ETA: 14m 60s. Rate: 2.9 sym/min
[2025-11-27T19:26:07.238784] [INFO ] [CONFIGURE ] BLNK: Configurate test run.
[2025-11-27T19:26:07.238904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-11-27T19:26:07.250360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-11-27T19:26:07.250957] [INFO ] [CONFIGURE ] BLNK: Testing with 29 available features
[2025-11-27T19:26:07.251066] [INFO ] [CONFIGURE ] BLNK: Establishing baseline with no features...
[2025-11-27T19:26:07.323827] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:07.349092] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:07.431968] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:07.440644] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:07.558840] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:07.581291] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:07.612439] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:07.678944] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:07.796511] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:07.801501] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:07.815838] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:07.922272] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:07.922620] [INFO ] [CONFIGURE ] BDN: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:26:07.923465] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Tests: 606/1890 | Remaining: 1284 | Rate: 86.8/min
[2025-11-27T19:26:07.923600] [INFO ] [CONFIGURE ] BDN: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:26:07.923701] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:26:07.976995] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:08.042115] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:08.045065] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:08.155331] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:08.159447] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:08.279090] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:08.279380] [INFO ] [CONFIGURE ] BFS: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:26:08.280270] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Tests: 607/1890 | Remaining: 1283 | Rate: 86.8/min
[2025-11-27T19:26:08.280389] [INFO ] [CONFIGURE ] BFS: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:26:08.280492] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:26:08.281489] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:08.343347] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:08.390771] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:08.518357] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:08.524940] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:08.526531] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:08.627338] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:08.708651] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:08.758947] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:08.763882] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:08.862974] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:08.891391] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:09.000416] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:09.003545] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:09.075955] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:09.076239] [INFO ] [CONFIGURE ] BLNK: Baseline score (no features): 70.00%
[2025-11-27T19:26:09.076743] [INFO ] [CONFIGURE ] BLNK: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:26:09.076856] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:26:09.100164] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:09.236391] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:09.242604] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:09.242931] [INFO ] [CONFIGURE ] BKNG: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:26:09.243797] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Tests: 609/1890 | Remaining: 1281 | Rate: 86.9/min
[2025-11-27T19:26:09.243912] [INFO ] [CONFIGURE ] BKNG: Testing feature 3/29: add_daily_returns
[2025-11-27T19:26:09.244006] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:26:09.299017] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:09.337905] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:09.478856] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:09.499399] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:09.519128] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:09.573362] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:09.731192] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:09.742214] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:09.752306] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:09.809251] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:09.973708] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:09.973678] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:10.012570] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:10.051060] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:10.199260] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:10.210242] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:10.283749] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:10.290218] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:10.290487] [INFO ] [CONFIGURE ] BDN: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-27T19:26:10.291320] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Tests: 610/1890 | Remaining: 1280 | Rate: 86.8/min
[2025-11-27T19:26:10.291438] [INFO ] [CONFIGURE ] BDN: Testing feature 6/29: add_failed_moves
[2025-11-27T19:26:10.291536] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_failed_moves']
[2025-11-27T19:26:10.424315] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:10.464982] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:10.477423] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:10.534647] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:26:10.650253] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:10.661418] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:10.700687] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:10.700983] [INFO ] [CONFIGURE ] BFS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:26:10.701859] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Tests: 611/1890 | Remaining: 1279 | Rate: 86.9/min
[2025-11-27T19:26:10.701975] [INFO ] [CONFIGURE ] BFS: Testing feature 6/29: add_failed_moves
[2025-11-27T19:26:10.702072] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_failed_moves']
[2025-11-27T19:26:10.788395] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:10.851125] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:10.880990] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:10.888384] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:11.036506] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:11.043403] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:11.077709] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:11.110525] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:11.223132] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:11.263020] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:11.292590] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:11.344482] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:11.344785] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-27T19:26:11.345534] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Tests: 612/1890 | Remaining: 1278 | Rate: 86.9/min
[2025-11-27T19:26:11.345655] [INFO ] [CONFIGURE ] BLNK: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:26:11.345706] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:26:11.412110] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:11.445711] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:11.542033] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:11.580520] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:11.601057] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:11.630024] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:11.791033] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:11.795327] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:11.795619] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:26:11.796817] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Tests: 613/1890 | Remaining: 1277 | Rate: 86.9/min
[2025-11-27T19:26:11.796936] [INFO ] [CONFIGURE ] BKNG: Testing feature 4/29: add_ema
[2025-11-27T19:26:11.797027] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:26:11.815211] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:11.817478] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:11.981326] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.005711] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.048484] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:12.085666] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.170842] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.171173] [INFO ] [CONFIGURE ] BDN: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-27T19:26:12.172044] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Tests: 614/1890 | Remaining: 1276 | Rate: 87.0/min
[2025-11-27T19:26:12.172156] [INFO ] [CONFIGURE ] BDN: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:26:12.172273] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_lag_shelf']
[2025-11-27T19:26:12.195875] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:12.286745] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:12.349071] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:12.377821] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:12.382182] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.522634] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.527644] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:12.568540] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.568862] [INFO ] [CONFIGURE ] BFS: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-27T19:26:12.569738] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 615/1890 | Remaining: 1275 | Rate: 87.1/min
[2025-11-27T19:26:12.569852] [INFO ] [CONFIGURE ] BFS: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:26:12.569949] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_lag_shelf']
[2025-11-27T19:26:12.670174] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:12.706097] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:12.741731] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.762347] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:12.882255] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:12.912762] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:12.960796] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:12.999067] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:13.059103] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:13.083630] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:13.234059] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:13.234641] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:13.247353] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:13.254871] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:13.411973] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:13.433327] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:13.472664] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:13.537106] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:13.592030] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:13.608373] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:13.713757] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:13.714048] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:26:13.714891] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 616/1890 | Remaining: 1274 | Rate: 87.0/min
[2025-11-27T19:26:13.714999] [INFO ] [CONFIGURE ] BLNK: Testing feature 3/29: add_daily_returns
[2025-11-27T19:26:13.715091] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_daily_returns']
[2025-11-27T19:26:13.770090] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:13.783091] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:13.831695] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:13.914202] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:13.952197] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:13.952503] [INFO ] [CONFIGURE ] BDN: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:26:13.953353] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 617/1890 | Remaining: 1273 | Rate: 87.1/min
[2025-11-27T19:26:13.953474] [INFO ] [CONFIGURE ] BDN: Testing feature 8/29: add_macd
[2025-11-27T19:26:13.953586] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:26:13.958728] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:14.114243] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:14.127328] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:14.146937] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:14.250546] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:14.319084] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:14.334191] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:14.334490] [INFO ] [CONFIGURE ] BFS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:26:14.335352] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 618/1890 | Remaining: 1272 | Rate: 87.1/min
[2025-11-27T19:26:14.335475] [INFO ] [CONFIGURE ] BFS: Testing feature 8/29: add_macd
[2025-11-27T19:26:14.335592] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:26:14.418251] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:14.516022] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:14.545695] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:14.632962] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:14.713204] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:14.714514] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:14.714827] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:26:14.715618] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 619/1890 | Remaining: 1271 | Rate: 87.2/min
[2025-11-27T19:26:14.715730] [INFO ] [CONFIGURE ] BKNG: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:26:14.715821] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:26:14.839747] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:14.922068] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:14.925000] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:15.017633] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:15.120149] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:15.133003] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:15.214367] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:15.315789] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:15.318356] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:15.433270] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:15.503975] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:15.516971] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:15.615679] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:15.717389] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:15.717681] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:26:15.718490] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 620/1890 | Remaining: 1270 | Rate: 87.1/min
[2025-11-27T19:26:15.718613] [INFO ] [CONFIGURE ] BLNK: Testing feature 4/29: add_ema
[2025-11-27T19:26:15.718718] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_ema']
[2025-11-27T19:26:15.733430] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:15.791872] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:15.914676] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:15.956941] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:16.027445] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:26:16.083177] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:16.197608] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:16.220144] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:16.319228] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:16.369461] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:16.436105] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:16.536041] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:16.613792] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:16.662520] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:16.676231] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:16.835306] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:16.911330] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:16.911647] [INFO ] [CONFIGURE ] BDN: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:26:16.912444] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 621/1890 | Remaining: 1269 | Rate: 87.0/min
[2025-11-27T19:26:16.912560] [INFO ] [CONFIGURE ] BDN: Testing feature 9/29: add_mfi
[2025-11-27T19:26:16.912672] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_mfi']
[2025-11-27T19:26:16.915565] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:16.952156] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:17.110264] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:17.133450] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:17.167125] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:17.247106] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:17.247416] [INFO ] [CONFIGURE ] BFS: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:26:17.248296] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 622/1890 | Remaining: 1268 | Rate: 87.1/min
[2025-11-27T19:26:17.248411] [INFO ] [CONFIGURE ] BFS: Testing feature 9/29: add_mfi
[2025-11-27T19:26:17.248509] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_mfi']
[2025-11-27T19:26:17.306264] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:17.410023] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:17.432414] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:17.438413] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:17.502249] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:17.628275] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:17.653113] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:17.702132] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:17.731675] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:17.731949] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-27T19:26:17.732777] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Tests: 623/1890 | Remaining: 1267 | Rate: 87.1/min
[2025-11-27T19:26:17.732911] [INFO ] [CONFIGURE ] BKNG: Testing feature 6/29: add_failed_moves
[2025-11-27T19:26:17.733003] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:26:17.825175] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:17.898696] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:26:17.904139] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:17.979495] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:18.017207] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:18.103749] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:18.139000] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:18.139291] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:26:18.140075] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Tests: 624/1890 | Remaining: 1266 | Rate: 87.2/min
[2025-11-27T19:26:18.140182] [INFO ] [CONFIGURE ] BLNK: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:26:18.140271] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:26:18.213109] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:18.226787] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:18.299079] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:18.375169] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:18.408356] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:18.469121] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:18.492900] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:18.602733] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:18.611923] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:18.688831] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:18.711590] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:18.802043] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:18.846496] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:18.893688] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:18.893880] [INFO ] [CONFIGURE ] BDN: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:26:18.894621] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Tests: 625/1890 | Remaining: 1265 | Rate: 87.2/min
[2025-11-27T19:26:18.894750] [INFO ] [CONFIGURE ] BDN: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:26:18.894799] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:26:18.959115] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:18.994503] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:19.079790] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:19.167439] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:19.188838] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:19.189146] [INFO ] [CONFIGURE ] BFS: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:26:19.190006] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Tests: 626/1890 | Remaining: 1264 | Rate: 87.3/min
[2025-11-27T19:26:19.190121] [INFO ] [CONFIGURE ] BFS: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:26:19.190218] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:26:19.202550] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:19.316849] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:19.440212] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:19.448018] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:19.460850] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:19.556111] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:19.698486] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:19.710834] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:19.736977] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:19.796690] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:19.944207] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:19.984747] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:20.018762] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:20.051005] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:20.185756] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:20.186026] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:26:20.186835] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Tests: 627/1890 | Remaining: 1263 | Rate: 87.2/min
[2025-11-27T19:26:20.186947] [INFO ] [CONFIGURE ] BKNG: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:26:20.187038] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:26:20.275339] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:20.298064] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:20.307314] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:26:20.418253] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:20.557165] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:20.564319] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:20.564640] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:26:20.565437] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Tests: 628/1890 | Remaining: 1262 | Rate: 87.3/min
[2025-11-27T19:26:20.565561] [INFO ] [CONFIGURE ] BLNK: Testing feature 6/29: add_failed_moves
[2025-11-27T19:26:20.565680] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_failed_moves']
[2025-11-27T19:26:20.578796] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:20.649617] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:20.761645] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:20.845059] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:20.863089] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:20.879986] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:20.947874] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:21.111966] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:21.121729] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:21.133981] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:21.146898] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:21.320018] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:21.343876] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:21.399365] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:21.429603] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:21.510067] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:21.574999] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:21.682021] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:21.682304] [INFO ] [CONFIGURE ] BDN: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:26:21.683164] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Tests: 629/1890 | Remaining: 1261 | Rate: 87.2/min
[2025-11-27T19:26:21.683278] [INFO ] [CONFIGURE ] BDN: Testing feature 11/29: add_obv_daily
[2025-11-27T19:26:21.683377] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_obv_daily']
[2025-11-27T19:26:21.698931] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:21.711520] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:21.810027] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:21.888182] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:21.900109] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:21.986072] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:21.986365] [INFO ] [CONFIGURE ] BFS: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:26:21.987224] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Tests: 630/1890 | Remaining: 1260 | Rate: 87.3/min
[2025-11-27T19:26:21.987343] [INFO ] [CONFIGURE ] BFS: Testing feature 11/29: add_obv_daily
[2025-11-27T19:26:21.987444] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_obv_daily']
[2025-11-27T19:26:22.044212] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:22.076903] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:22.117920] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:22.196383] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:22.266658] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:22.276804] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:22.334235] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:22.409385] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:22.458075] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:22.458381] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:26:22.459182] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Tests: 631/1890 | Remaining: 1259 | Rate: 87.3/min
[2025-11-27T19:26:22.459296] [INFO ] [CONFIGURE ] BLNK: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:26:22.459388] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_lag_shelf']
[2025-11-27T19:26:22.511733] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:22.512056] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:26:22.512842] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Tests: 632/1890 | Remaining: 1258 | Rate: 87.4/min
[2025-11-27T19:26:22.512957] [INFO ] [CONFIGURE ] BKNG: Testing feature 8/29: add_macd
[2025-11-27T19:26:22.513048] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:26:22.554262] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:22.620489] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:22.639405] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:22.791765] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:22.818878] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:22.843686] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:22.857950] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:22.995536] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:23.014895] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:23.067877] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:23.171660] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:23.210342] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:23.235874] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:23.281815] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:23.350652] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:23.478932] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:23.497386] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:23.531144] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:23.560883] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:23.703084] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:23.711877] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:23.713794] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:23.892295] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:23.918192] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:23.928347] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:23.931035] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:23.931333] [INFO ] [CONFIGURE ] BDN: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:26:23.932221] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Tests: 633/1890 | Remaining: 1257 | Rate: 87.3/min
[2025-11-27T19:26:23.932343] [INFO ] [CONFIGURE ] BDN: Testing feature 12/29: add_obv_interval
[2025-11-27T19:26:23.932446] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_obv_interval']
[2025-11-27T19:26:24.074496] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:24.147507] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:24.151951] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:24.152253] [INFO ] [CONFIGURE ] BFS: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:26:24.153032] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Tests: 634/1890 | Remaining: 1256 | Rate: 87.4/min
[2025-11-27T19:26:24.153151] [INFO ] [CONFIGURE ] BFS: Testing feature 12/29: add_obv_interval
[2025-11-27T19:26:24.153250] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_obv_interval']
[2025-11-27T19:26:24.257943] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:24.258237] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:26:24.259036] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 635/1890 | Remaining: 1255 | Rate: 87.5/min
[2025-11-27T19:26:24.259148] [INFO ] [CONFIGURE ] BLNK: Testing feature 8/29: add_macd
[2025-11-27T19:26:24.259239] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:26:24.274258] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:26:24.347751] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:24.350528] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:24.544531] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:24.547825] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:24.551068] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:24.626101] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:24.740373] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:24.754280] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:24.837109] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:24.945689] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:24.954131] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:24.976428] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:25.133629] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:25.143745] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:25.154267] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:25.324774] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:25.335291] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:25.352347] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:25.428213] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:25.528004] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:25.552479] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:25.674988] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:25.720949] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:25.723946] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:25.756334] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:25.926122] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:25.959882] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:25.960181] [INFO ] [CONFIGURE ] BDN: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:26:25.961041] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Tests: 636/1890 | Remaining: 1254 | Rate: 87.3/min
[2025-11-27T19:26:25.961157] [INFO ] [CONFIGURE ] BDN: Testing feature 13/29: add_opening_strength
[2025-11-27T19:26:25.961256] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:26:26.016509] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:26.026767] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:26.027034] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:26:26.027817] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 637/1890 | Remaining: 1253 | Rate: 87.4/min
[2025-11-27T19:26:26.027928] [INFO ] [CONFIGURE ] BKNG: Testing feature 9/29: add_mfi
[2025-11-27T19:26:26.028018] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-27T19:26:26.129771] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:26.130097] [INFO ] [CONFIGURE ] BFS: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:26:26.130889] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 638/1890 | Remaining: 1252 | Rate: 87.5/min
[2025-11-27T19:26:26.131006] [INFO ] [CONFIGURE ] BFS: Testing feature 13/29: add_opening_strength
[2025-11-27T19:26:26.131106] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:26:26.199231] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:26.278014] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:26.309161] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:26.360965] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:26.438640] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:26.525388] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:26.604066] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:26.611147] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:26.674318] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:26.770347] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:26.842650] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:26.897162] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:26:26.913302] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.021765] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:27.074262] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.150228] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:27.193793] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:27.194092] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:26:27.194912] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 639/1890 | Remaining: 1251 | Rate: 87.5/min
[2025-11-27T19:26:27.195027] [INFO ] [CONFIGURE ] BLNK: Testing feature 9/29: add_mfi
[2025-11-27T19:26:27.195120] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_mfi']
[2025-11-27T19:26:27.270956] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:27.305145] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:27.386317] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:27.390685] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.521898] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.534956] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:27.586409] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.631023] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.767428] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:27.772275] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:27.783380] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.879135] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.982384] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:27.996270] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:28.034305] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:28.121980] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:28.177002] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:28.227034] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:28.288005] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:28.365955] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:28.366178] [INFO ] [CONFIGURE ] BDN: KEPT add_opening_strength (score: 90.00%)
[2025-11-27T19:26:28.367156] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 640/1890 | Remaining: 1250 | Rate: 87.4/min
[2025-11-27T19:26:28.367288] [INFO ] [CONFIGURE ] BDN: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:26:28.367394] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-27T19:26:28.373913] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:28.462454] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:28.462642] [INFO ] [CONFIGURE ] BFS: KEPT add_opening_strength (score: 70.00%)
[2025-11-27T19:26:28.463367] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 641/1890 | Remaining: 1249 | Rate: 87.5/min
[2025-11-27T19:26:28.463441] [INFO ] [CONFIGURE ] BFS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:26:28.463494] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-27T19:26:28.541067] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:28.541339] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:26:28.542139] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 642/1890 | Remaining: 1248 | Rate: 87.6/min
[2025-11-27T19:26:28.542252] [INFO ] [CONFIGURE ] BKNG: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:26:28.542349] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:26:28.572561] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:28.646803] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:28.745022] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:28.775077] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:28.927695] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:28.937655] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:28.988219] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:29.038602] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:29.240073] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:29.241776] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:29.242117] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_mfi (score: 70.00%)
[2025-11-27T19:26:29.242916] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 643/1890 | Remaining: 1247 | Rate: 87.6/min
[2025-11-27T19:26:29.243057] [INFO ] [CONFIGURE ] BLNK: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:26:29.243158] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:26:29.365437] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:29.390387] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:29.594861] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:29.598204] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:29.741216] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:29.791038] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:29.890384] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:29.891388] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:30.024904] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:30.164414] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:30.191164] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:30.191439] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:30.300594] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:30.474060] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:30.482251] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:26:30.503133] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:26:30.578651] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:30.753330] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:30.774056] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:30.842926] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:30.843405] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:31.029691] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:31.052166] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:31.107891] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:31.178933] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:31.307531] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:26:31.321306] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:31.321624] [INFO ] [CONFIGURE ] BDN: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:26:31.322493] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 644/1890 | Remaining: 1246 | Rate: 87.3/min
[2025-11-27T19:26:31.322626] [INFO ] [CONFIGURE ] BDN: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:26:31.322728] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-27T19:26:31.375066] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:31.375375] [INFO ] [CONFIGURE ] BFS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:26:31.376161] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 645/1890 | Remaining: 1245 | Rate: 87.4/min
[2025-11-27T19:26:31.376279] [INFO ] [CONFIGURE ] BFS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:26:31.376379] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-27T19:26:31.512721] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:31.567177] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:31.583541] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:31.613112] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:31.815260] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:31.847700] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:31.850207] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:31.860827] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:32.061970] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:32.085763] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:32.136460] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:32.136746] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:26:32.137521] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 646/1890 | Remaining: 1244 | Rate: 87.4/min
[2025-11-27T19:26:32.137642] [INFO ] [CONFIGURE ] BLNK: Testing feature 11/29: add_obv_daily
[2025-11-27T19:26:32.137733] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_obv_daily']
[2025-11-27T19:26:32.197879] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:32.198193] [INFO ] [CONFIGURE ] BKNG: KEPT add_momentum_acceleration (score: 70.00%)
[2025-11-27T19:26:32.199048] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 647/1890 | Remaining: 1243 | Rate: 87.5/min
[2025-11-27T19:26:32.199181] [INFO ] [CONFIGURE ] BKNG: Testing feature 11/29: add_obv_daily
[2025-11-27T19:26:32.199293] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-27T19:26:32.315004] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:32.340150] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:32.354189] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:32.562966] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:32.565570] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:32.580809] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:32.582422] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:32.781094] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:32.810594] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:32.828185] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:32.958810] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:32.994897] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:33.055428] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:26:33.081461] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:33.208846] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:33.299216] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:33.335997] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:33.335959] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:33.424785] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:33.546413] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:33.589668] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:33.641102] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:33.718963] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:33.794660] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:33.794956] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:26:33.795816] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 648/1890 | Remaining: 1242 | Rate: 87.4/min
[2025-11-27T19:26:33.795936] [INFO ] [CONFIGURE ] BDN: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:26:33.796036] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-27T19:26:33.849239] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:33.849553] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:26:33.850372] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 649/1890 | Remaining: 1241 | Rate: 87.5/min
[2025-11-27T19:26:33.850493] [INFO ] [CONFIGURE ] BFS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:26:33.850609] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-27T19:26:33.858016] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:34.060414] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:34.075296] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:34.094240] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:34.114707] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:34.294776] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:34.294947] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:26:34.295804] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 650/1890 | Remaining: 1240 | Rate: 87.5/min
[2025-11-27T19:26:34.295916] [INFO ] [CONFIGURE ] BLNK: Testing feature 12/29: add_obv_interval
[2025-11-27T19:26:34.296008] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_obv_interval']
[2025-11-27T19:26:34.322250] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:34.370119] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:34.478338] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:26:34.498572] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:34.584687] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:34.622543] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:34.700438] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:34.845606] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:34.861081] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:34.880208] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:34.902208] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:35.115945] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:35.117689] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:35.137670] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:35.240042] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:35.333389] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:35.381415] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:35.390465] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:35.532759] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:35.620499] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:35.642284] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:35.644540] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:35.734456] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:35.895089] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:35.916866] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:35.934525] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:35.987901] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:26:35.988090] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:26:35.988965] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 651/1890 | Remaining: 1239 | Rate: 87.3/min
[2025-11-27T19:26:35.989078] [INFO ] [CONFIGURE ] BKNG: Testing feature 12/29: add_obv_interval
[2025-11-27T19:26:35.989186] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-27T19:26:36.136514] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:36.158276] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:36.185291] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:36.339614] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:36.339894] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:26:36.340666] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 652/1890 | Remaining: 1238 | Rate: 87.4/min
[2025-11-27T19:26:36.340774] [INFO ] [CONFIGURE ] BLNK: Testing feature 13/29: add_opening_strength
[2025-11-27T19:26:36.340864] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:26:36.376053] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:36.424740] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:36.425072] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:26:36.425870] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 653/1890 | Remaining: 1237 | Rate: 87.5/min
[2025-11-27T19:26:36.425992] [INFO ] [CONFIGURE ] BFS: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:26:36.426094] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-27T19:26:36.453336] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:36.453651] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-27T19:26:36.454598] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 654/1890 | Remaining: 1236 | Rate: 87.7/min
[2025-11-27T19:26:36.454716] [INFO ] [CONFIGURE ] BDN: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:26:36.454819] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-27T19:26:36.574701] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:36.688268] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:36.715139] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:36.721538] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:36.807079] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:36.947349] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:36.992464] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:37.036910] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:37.055940] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:37.211483] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:37.263156] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:37.266133] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:37.404184] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:37.474560] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:37.495229] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:37.527926] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:37.728762] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:37.737906] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:37.748603] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:37.798340] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:37.960213] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:38.013692] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:38.068454] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:38.092957] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:38.192912] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:38.291670] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:38.339917] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:38.425251] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:38.440502] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:38.566514] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:38.612365] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:38.659986] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:38.660267] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:26:38.661062] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 655/1890 | Remaining: 1235 | Rate: 87.4/min
[2025-11-27T19:26:38.661173] [INFO ] [CONFIGURE ] BLNK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:26:38.661262] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_order_flow_imbalance']
[2025-11-27T19:26:38.796179] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:38.843089] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:38.871369] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:38.881713] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:39.081851] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:39.121701] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:39.122005] [INFO ] [CONFIGURE ] BFS: KEPT add_pbf_return_2d (score: 80.00%)
[2025-11-27T19:26:39.122821] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 656/1890 | Remaining: 1234 | Rate: 87.4/min
[2025-11-27T19:26:39.122942] [INFO ] [CONFIGURE ] BFS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:26:39.123043] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-11-27T19:26:39.147205] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:39.152237] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:39.152537] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:26:39.153473] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 657/1890 | Remaining: 1233 | Rate: 87.5/min
[2025-11-27T19:26:39.153603] [INFO ] [CONFIGURE ] BDN: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:26:39.153724] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-27T19:26:39.293603] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:39.396616] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:39.406557] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:39.495183] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:39.495466] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:26:39.496251] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 658/1890 | Remaining: 1232 | Rate: 87.6/min
[2025-11-27T19:26:39.496366] [INFO ] [CONFIGURE ] BKNG: Testing feature 13/29: add_opening_strength
[2025-11-27T19:26:39.496418] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:26:39.504267] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:39.639704] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:39.684436] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:39.718020] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:39.874019] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:39.881787] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:39.931738] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:39.956426] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:40.125534] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:40.145818] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:40.224951] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:40.251154] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:40.362224] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:40.368647] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:40.495382] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:40.577339] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:40.613148] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:40.629757] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:40.784386] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:40.792915] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:40.793195] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:26:40.793969] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 659/1890 | Remaining: 1231 | Rate: 87.5/min
[2025-11-27T19:26:40.794079] [INFO ] [CONFIGURE ] BLNK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:26:40.794129] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_pbf_morning_momentum']
[2025-11-27T19:26:40.861694] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:40.979967] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:41.012035] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:41.056832] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:41.106937] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:41.166923] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:41.327891] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:41.350092] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:41.353060] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:41.392841] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:26:41.540854] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:41.592947] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:41.599258] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:41.599569] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:26:41.600460] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 660/1890 | Remaining: 1230 | Rate: 87.5/min
[2025-11-27T19:26:41.600593] [INFO ] [CONFIGURE ] BDN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:26:41.600696] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-27T19:26:41.730084] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:41.772469] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:41.840494] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:41.862037] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:41.862364] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:26:41.863157] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 661/1890 | Remaining: 1229 | Rate: 87.5/min
[2025-11-27T19:26:41.863284] [INFO ] [CONFIGURE ] BFS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:26:41.863389] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-11-27T19:26:41.919323] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:42.080492] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:42.107632] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:42.124780] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:42.153307] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:42.301256] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:42.321480] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:42.385551] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:42.490081] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:42.536349] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:42.563514] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:42.657201] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:42.684048] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:42.684342] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:26:42.685116] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 662/1890 | Remaining: 1228 | Rate: 87.5/min
[2025-11-27T19:26:42.685224] [INFO ] [CONFIGURE ] BLNK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:26:42.685314] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_pbf_overnight_gap']
[2025-11-27T19:26:42.805455] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:42.890049] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:42.929365] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:42.929638] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:43.048837] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:43.095587] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:43.200447] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:43.293878] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:43.300832] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:43.309281] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:43.309536] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:26:43.310314] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 663/1890 | Remaining: 1227 | Rate: 87.5/min
[2025-11-27T19:26:43.310423] [INFO ] [CONFIGURE ] BKNG: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:26:43.310513] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-27T19:26:43.467973] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:43.508544] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:43.541108] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:43.669344] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:43.715946] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:43.731129] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:43.792360] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:43.921838] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:44.005685] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:44.025309] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:44.035295] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:44.035617] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-27T19:26:44.036454] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 664/1890 | Remaining: 1226 | Rate: 87.5/min
[2025-11-27T19:26:44.036570] [INFO ] [CONFIGURE ] BDN: Testing feature 20/29: add_price_rejection
[2025-11-27T19:26:44.036684] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-11-27T19:26:44.126798] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:44.269613] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:44.301986] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:44.334543] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:44.381841] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:44.543632] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:44.552448] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:44.552788] [INFO ] [CONFIGURE ] BFS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:26:44.553548] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 665/1890 | Remaining: 1225 | Rate: 87.5/min
[2025-11-27T19:26:44.553683] [INFO ] [CONFIGURE ] BFS: Testing feature 20/29: add_price_rejection
[2025-11-27T19:26:44.553779] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_price_rejection']
[2025-11-27T19:26:44.565488] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:44.743071] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:44.750390] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:44.750690] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:26:44.751469] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 666/1890 | Remaining: 1224 | Rate: 87.6/min
[2025-11-27T19:26:44.751611] [INFO ] [CONFIGURE ] BLNK: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:26:44.751702] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_pbf_return_2d']
[2025-11-27T19:26:44.824707] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:44.843753] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:44.963708] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:45.088337] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:45.106395] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:45.132110] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:45.174397] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:45.351226] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:45.383455] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:45.420488] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:45.466917] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:45.594262] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:45.613127] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:45.713162] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:45.803875] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:45.828027] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:45.876170] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:46.011122] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:46.014394] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:46.141637] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:46.191205] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:46.225567] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:46.304721] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:46.407000] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:46.438217] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:46.554174] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:46.604179] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:46.651024] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:46.681968] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:46.682267] [INFO ] [CONFIGURE ] BDN: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:26:46.683117] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 667/1890 | Remaining: 1223 | Rate: 87.4/min
[2025-11-27T19:26:46.683238] [INFO ] [CONFIGURE ] BDN: Testing feature 21/29: add_range_position
[2025-11-27T19:26:46.683340] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-11-27T19:26:46.865181] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:46.865463] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:26:46.866221] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 668/1890 | Remaining: 1222 | Rate: 87.5/min
[2025-11-27T19:26:46.866330] [INFO ] [CONFIGURE ] BLNK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:26:46.866419] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_pbf_volatility_5d']
[2025-11-27T19:26:46.900343] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:46.922038] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:26:46.922323] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:26:46.923114] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 669/1890 | Remaining: 1221 | Rate: 87.6/min
[2025-11-27T19:26:46.923227] [INFO ] [CONFIGURE ] BKNG: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:26:46.923304] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-27T19:26:46.970189] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:47.053625] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:47.204178] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:47.241405] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:47.244985] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:47.271637] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:47.429830] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:47.499128] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:47.499435] [INFO ] [CONFIGURE ] BFS: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-27T19:26:47.500383] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 670/1890 | Remaining: 1220 | Rate: 87.6/min
[2025-11-27T19:26:47.500554] [INFO ] [CONFIGURE ] BFS: Testing feature 21/29: add_range_position
[2025-11-27T19:26:47.500665] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position']
[2025-11-27T19:26:47.515626] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:47.617680] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:47.618267] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:47.788175] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:47.803725] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:47.829808] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:47.965208] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:47.992923] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:48.063553] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:48.152164] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:48.181015] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:48.317880] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:48.342232] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:48.369670] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:48.465510] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:48.558349] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:26:48.620883] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:48.676110] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:48.748749] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:48.749025] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:26:48.749795] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 671/1890 | Remaining: 1219 | Rate: 87.5/min
[2025-11-27T19:26:48.749904] [INFO ] [CONFIGURE ] BLNK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:26:48.749994] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-27T19:26:48.774498] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:48.905945] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:48.930004] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:49.052615] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:49.085292] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:49.111028] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:49.179798] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:49.290874] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:49.400110] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:49.416164] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:49.452056] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:49.452366] [INFO ] [CONFIGURE ] BDN: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:26:49.453121] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 672/1890 | Remaining: 1218 | Rate: 87.5/min
[2025-11-27T19:26:49.453240] [INFO ] [CONFIGURE ] BDN: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:26:49.453290] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-11-27T19:26:49.469728] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:49.650897] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:49.712138] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:49.777226] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:49.790434] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:49.835333] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:50.017976] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:50.030890] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:50.134007] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:50.134484] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:50.199783] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:50.341769] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:50.380997] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:50.472335] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:50.484911] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:50.485191] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-27T19:26:50.485995] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 673/1890 | Remaining: 1217 | Rate: 87.5/min
[2025-11-27T19:26:50.486108] [INFO ] [CONFIGURE ] BKNG: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:26:50.486197] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-27T19:26:50.562247] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:50.562508] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:26:50.563255] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 674/1890 | Remaining: 1216 | Rate: 87.6/min
[2025-11-27T19:26:50.563363] [INFO ] [CONFIGURE ] BLNK: Testing feature 20/29: add_price_rejection
[2025-11-27T19:26:50.563456] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_price_rejection']
[2025-11-27T19:26:50.655690] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:50.655869] [INFO ] [CONFIGURE ] BFS: KEPT add_range_position (score: 90.00%)
[2025-11-27T19:26:50.656638] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 675/1890 | Remaining: 1215 | Rate: 87.7/min
[2025-11-27T19:26:50.656713] [INFO ] [CONFIGURE ] BFS: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:26:50.656761] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position', 'add_realized_volatility']
[2025-11-27T19:26:50.769291] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:50.813099] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:50.837324] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:50.974376] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:51.084272] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:51.152691] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:51.177542] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:51.191485] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:51.382101] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:51.515220] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:51.531187] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:51.545142] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:51.587254] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:51.794115] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:51.876658] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:51.901524] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:51.960152] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:52.001063] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:52.208592] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:52.239812] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:52.261129] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:52.378432] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:52.417435] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:52.606983] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:52.628232] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:52.628399] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:26:52.629274] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 676/1890 | Remaining: 1214 | Rate: 87.4/min
[2025-11-27T19:26:52.629389] [INFO ] [CONFIGURE ] BLNK: Testing feature 21/29: add_range_position
[2025-11-27T19:26:52.629440] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_range_position']
[2025-11-27T19:26:52.631640] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:52.803128] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:52.849910] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:52.957352] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:52.957604] [INFO ] [CONFIGURE ] BDN: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:26:52.958389] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 677/1890 | Remaining: 1213 | Rate: 87.5/min
[2025-11-27T19:26:52.958508] [INFO ] [CONFIGURE ] BDN: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:26:52.958623] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-11-27T19:26:53.003278] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:26:53.073249] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:53.209805] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:53.230982] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:53.295108] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:53.363852] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:53.460182] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:53.515667] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:53.652660] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:53.713944] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:53.725834] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:53.738984] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:53.963823] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:53.968361] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:54.071886] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:54.103024] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:26:54.103314] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-27T19:26:54.104097] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 678/1890 | Remaining: 1212 | Rate: 87.4/min
[2025-11-27T19:26:54.104210] [INFO ] [CONFIGURE ] BKNG: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:26:54.104301] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-27T19:26:54.188888] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:54.222734] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:54.415145] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:54.435068] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:54.477026] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:54.489726] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:54.640266] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:54.729818] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:26:54.767545] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:54.868513] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:54.868787] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:26:54.869542] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 679/1890 | Remaining: 1211 | Rate: 87.4/min
[2025-11-27T19:26:54.869687] [INFO ] [CONFIGURE ] BLNK: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:26:54.869792] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_realized_volatility']
[2025-11-27T19:26:54.910331] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:54.910598] [INFO ] [CONFIGURE ] BFS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:26:54.911403] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 680/1890 | Remaining: 1210 | Rate: 87.5/min
[2025-11-27T19:26:54.911538] [INFO ] [CONFIGURE ] BFS: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:26:54.911653] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position', 'add_recent_range_context']
[2025-11-27T19:26:54.985146] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:26:55.106204] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:55.159261] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:55.240241] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:55.242682] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:55.443695] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:55.450235] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:55.501322] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:55.501631] [INFO ] [CONFIGURE ] BDN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:26:55.502382] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 681/1890 | Remaining: 1209 | Rate: 87.5/min
[2025-11-27T19:26:55.502501] [INFO ] [CONFIGURE ] BDN: Testing feature 24/29: add_rsi
[2025-11-27T19:26:55.502618] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-27T19:26:55.570799] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:55.738831] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:26:55.796025] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:26:55.808932] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:55.901908] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:56.028030] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:56.114926] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:56.154959] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:56.234475] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:56.322084] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:56.422651] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:56.505533] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:56.567687] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:26:56.618299] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:56.730655] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:56.838374] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:56.898671] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:56.908751] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:57.045087] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:57.192410] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:57.198143] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:26:57.227795] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:26:57.356455] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:26:57.486085] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:57.544729] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:26:57.545019] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:26:57.545864] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 682/1890 | Remaining: 1208 | Rate: 87.3/min
[2025-11-27T19:26:57.545992] [INFO ] [CONFIGURE ] BKNG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:26:57.546089] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-27T19:26:57.558924] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:57.662014] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:26:57.781923] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:57.782158] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:26:57.782940] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 683/1890 | Remaining: 1207 | Rate: 87.4/min
[2025-11-27T19:26:57.783052] [INFO ] [CONFIGURE ] BLNK: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:26:57.783142] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_recent_range_context']
[2025-11-27T19:26:57.891935] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:57.901837] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:26:57.976479] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:26:57.979622] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:26:58.175477] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:58.240229] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:58.241413] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:26:58.241755] [INFO ] [CONFIGURE ] BFS: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:26:58.242510] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 684/1890 | Remaining: 1206 | Rate: 87.4/min
[2025-11-27T19:26:58.242647] [INFO ] [CONFIGURE ] BFS: Testing feature 24/29: add_rsi
[2025-11-27T19:26:58.242751] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position', 'add_ema', 'add_rsi']
[2025-11-27T19:26:58.295803] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:26:58.372772] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:58.566747] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:58.587531] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:26:58.614935] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:58.615240] [INFO ] [CONFIGURE ] BDN: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:26:58.616048] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 685/1890 | Remaining: 1205 | Rate: 87.5/min
[2025-11-27T19:26:58.616169] [INFO ] [CONFIGURE ] BDN: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:26:58.616295] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-11-27T19:26:58.630191] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:26:58.763392] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:58.865251] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:26:58.938568] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:26:58.959739] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:26:59.011890] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:26:59.112204] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:26:59.159696] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:26:59.290952] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:26:59.356336] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:26:59.358047] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:26:59.385756] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:26:59.552876] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:26:59.605192] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:59.639661] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:26:59.750917] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:26:59.751181] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:26:59.751967] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 686/1890 | Remaining: 1204 | Rate: 87.4/min
[2025-11-27T19:26:59.752078] [INFO ] [CONFIGURE ] BLNK: Testing feature 24/29: add_rsi
[2025-11-27T19:26:59.752169] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_ema', 'add_rsi']
[2025-11-27T19:26:59.762561] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:26:59.855528] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:26:59.978529] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:00.005551] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:00.103595] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:00.181506] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:00.257404] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:00.308082] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:00.352671] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:00.519465] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:00.592211] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:00.606522] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:00.773024] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:00.858022] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:01.071731] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:01.096812] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:01.099713] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:01.190743] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:01.190912] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:27:01.191716] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 687/1890 | Remaining: 1203 | Rate: 87.3/min
[2025-11-27T19:27:01.191800] [INFO ] [CONFIGURE ] BKNG: Testing feature 20/29: add_price_rejection
[2025-11-27T19:27:01.191848] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-27T19:27:01.357759] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:01.415737] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:01.415907] [INFO ] [CONFIGURE ] BDN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:27:01.416657] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 688/1890 | Remaining: 1202 | Rate: 87.3/min
[2025-11-27T19:27:01.416719] [INFO ] [CONFIGURE ] BDN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:27:01.416756] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-11-27T19:27:01.552462] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:01.649456] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:01.675878] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:01.695068] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:01.908272] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:01.918601] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:01.982904] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:02.060288] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:02.182930] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:27:02.259822] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:02.263600] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:27:02.439036] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:02.439329] [INFO ] [CONFIGURE ] BFS: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:27:02.440148] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 689/1890 | Remaining: 1201 | Rate: 87.3/min
[2025-11-27T19:27:02.440258] [INFO ] [CONFIGURE ] BFS: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:27:02.440350] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position', 'add_tick_distribution']
[2025-11-27T19:27:02.441685] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:02.441967] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:27:02.442756] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 690/1890 | Remaining: 1200 | Rate: 87.4/min
[2025-11-27T19:27:02.442866] [INFO ] [CONFIGURE ] BLNK: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:27:02.442955] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_tick_distribution']
[2025-11-27T19:27:02.527680] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:02.610454] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:02.635028] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:02.757779] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:02.799560] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:02.825664] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:02.968533] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:03.019726] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:03.065718] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:03.082084] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:03.211284] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:03.321809] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:03.340795] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:03.404737] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:03.405682] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:27:03.598613] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:03.609982] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:27:03.682543] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:03.730233] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:03.793541] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:03.879670] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:03.989145] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:04.054050] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:04.061320] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:04.150832] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:04.151166] [INFO ] [CONFIGURE ] BDN: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:27:04.152055] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 691/1890 | Remaining: 1199 | Rate: 87.2/min
[2025-11-27T19:27:04.152175] [INFO ] [CONFIGURE ] BDN: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:27:04.152274] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-11-27T19:27:04.184066] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:04.380769] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:04.381105] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:04.381344] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:27:04.382100] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 692/1890 | Remaining: 1198 | Rate: 87.3/min
[2025-11-27T19:27:04.382210] [INFO ] [CONFIGURE ] BLNK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:27:04.382299] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-27T19:27:04.426092] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:04.434068] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:04.583921] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:04.702455] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:04.702637] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:04.783240] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:04.792043] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:04.792333] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-27T19:27:04.793107] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 693/1890 | Remaining: 1197 | Rate: 87.4/min
[2025-11-27T19:27:04.793224] [INFO ] [CONFIGURE ] BKNG: Testing feature 21/29: add_range_position
[2025-11-27T19:27:04.793276] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-27T19:27:04.982747] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:27:04.987830] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:05.024787] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:05.166171] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:05.191330] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:05.257983] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:05.349369] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:05.390921] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:05.532832] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:05.537268] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:05.592024] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:05.673454] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:05.673734] [INFO ] [CONFIGURE ] BFS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:27:05.674485] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 694/1890 | Remaining: 1196 | Rate: 87.3/min
[2025-11-27T19:27:05.674609] [INFO ] [CONFIGURE ] BFS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:27:05.674702] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-11-27T19:27:05.807326] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:05.817629] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:05.912876] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:06.002690] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:06.010002] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:06.095615] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:06.212099] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:06.286773] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:06.333598] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:06.381812] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:06.414991] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:06.415283] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:27:06.416046] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 695/1890 | Remaining: 1195 | Rate: 87.3/min
[2025-11-27T19:27:06.416159] [INFO ] [CONFIGURE ] BLNK: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:27:06.416249] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_volume_price_divergence']
[2025-11-27T19:27:06.628505] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:06.658155] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:27:06.660459] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:06.669117] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:06.842298] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:06.951890] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:06.952237] [INFO ] [CONFIGURE ] BDN: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:27:06.953086] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 696/1890 | Remaining: 1194 | Rate: 87.3/min
[2025-11-27T19:27:06.953201] [INFO ] [CONFIGURE ] BDN: Testing feature 28/29: add_volume_profile
[2025-11-27T19:27:06.953300] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-11-27T19:27:06.982493] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:07.041726] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:07.059416] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:07.218841] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:07.278889] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:07.315744] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:07.420110] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:07.482695] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:07.498041] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:07.647390] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:07.714444] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:07.746731] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:27:07.798592] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:07.933233] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:07.980886] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:08.016829] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:08.151300] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:08.197132] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:08.286147] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:08.319335] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:08.373600] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:08.555252] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:08.581160] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:08.581446] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:27:08.582267] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 697/1890 | Remaining: 1193 | Rate: 87.2/min
[2025-11-27T19:27:08.582391] [INFO ] [CONFIGURE ] BKNG: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:27:08.582492] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-27T19:27:08.605253] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:08.605567] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:27:08.606417] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 698/1890 | Remaining: 1192 | Rate: 87.3/min
[2025-11-27T19:27:08.606531] [INFO ] [CONFIGURE ] BLNK: Testing feature 28/29: add_volume_profile
[2025-11-27T19:27:08.606641] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_volume_profile']
[2025-11-27T19:27:08.653679] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:08.820443] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:08.824130] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:08.990808] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:08.990982] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:27:08.991742] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 699/1890 | Remaining: 1191 | Rate: 87.3/min
[2025-11-27T19:27:08.991919] [INFO ] [CONFIGURE ] BFS: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:27:08.992012] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position', 'add_volume_price_divergence']
[2025-11-27T19:27:09.023741] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:09.030647] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:09.092533] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:09.239058] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:09.327224] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:09.364404] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:09.445742] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:09.457274] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:09.636406] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:09.636717] [INFO ] [CONFIGURE ] BDN: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:27:09.637621] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 700/1890 | Remaining: 1190 | Rate: 87.3/min
[2025-11-27T19:27:09.637739] [INFO ] [CONFIGURE ] BDN: Testing feature 29/29: add_vwap
[2025-11-27T19:27:09.637843] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-11-27T19:27:09.655072] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:09.661377] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:09.866427] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:09.894791] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:09.907917] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:09.999713] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:27:10.083666] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:10.177161] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:10.295711] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:10.325334] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:10.332015] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:10.445085] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:27:10.507049] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:10.668927] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:10.718140] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:10.723008] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:10.723295] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-27T19:27:10.724084] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 701/1890 | Remaining: 1189 | Rate: 87.3/min
[2025-11-27T19:27:10.724201] [INFO ] [CONFIGURE ] BLNK: Testing feature 29/29: add_vwap
[2025-11-27T19:27:10.724292] [INFO ] [CONFIGURE ] BLNK: Testing with features: ['add_vwap']
[2025-11-27T19:27:10.755002] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:27:10.943612] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:10.989698] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:11.005094] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:11.165474] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:11.189122] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:11.264251] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:11.338709] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:11.381519] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:11.541778] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:11.596067] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:11.632351] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:11.680547] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:11.810882] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:11.818595] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:12.018617] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:12.024371] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:12.074785] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:12.092338] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:12.241239] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:12.360569] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:12.360892] [INFO ] [CONFIGURE ] BDN: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:27:12.361752] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 702/1890 | Remaining: 1188 | Rate: 87.1/min
[2025-11-27T19:27:12.361867] [INFO ] [CONFIGURE ] BDN: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:27:12.361965] [INFO ] [CONFIGURE ] BDN: Best accuracy: 90.00%
[2025-11-27T19:27:12.362062] [INFO ] [CONFIGURE ] BDN: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:27:12.362156] [INFO ] [CONFIGURE ] BDN: Improvement over baseline: 30.00%
[2025-11-27T19:27:12.362247] [INFO ] [CONFIGURE ] BDN: Total time: 1.2 minutes
[2025-11-27T19:27:12.362338] [INFO ] [CONFIGURE ] BDN: Average time per feature: 2.5 seconds
[2025-11-27T19:27:12.362430] [INFO ] [CONFIGURE ] BDN: Average speed: 0.39 features/sec
[2025-11-27T19:27:12.362757] [INFO ] [LOCAL     ] Saved configuration for BDN: 2 features, 90.00% accuracy -> ./output/feature-sets/BDN.json
[2025-11-27T19:27:12.362866] [INFO ] [CONFIGURE ] BDN: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-27T19:27:12.363510] [INFO ] [sig       ] [21/63] BDN OK in 1m 16s. ETA: 16m 7s. Rate: 2.6 sym/min
[2025-11-27T19:27:12.365359] [INFO ] [CONFIGURE ] BMBL: Configurate test run.
[2025-11-27T19:27:12.365482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-11-27T19:27:12.365669] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:12.365937] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:27:12.366764] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 703/1890 | Remaining: 1187 | Rate: 87.2/min
[2025-11-27T19:27:12.366933] [INFO ] [CONFIGURE ] BFS: Testing feature 28/29: add_volume_profile
[2025-11-27T19:27:12.367031] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position', 'add_volume_profile']
[2025-11-27T19:27:12.440981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-11-27T19:27:12.441404] [INFO ] [CONFIGURE ] BMBL: Testing with 29 available features
[2025-11-27T19:27:12.441661] [INFO ] [CONFIGURE ] BMBL: Establishing baseline with no features...
[2025-11-27T19:27:12.454374] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:12.520956] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:12.619640] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:12.670324] [DEBUG] [FORECASTER] BLNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:12.697569] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:12.794048] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:12.887638] [DEBUG] [FORECASTER] BLNK: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:12.887916] [INFO ] [CONFIGURE ] BLNK: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:27:12.888726] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 704/1890 | Remaining: 1186 | Rate: 87.3/min
[2025-11-27T19:27:12.888842] [INFO ] [CONFIGURE ] BLNK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:27:12.888932] [INFO ] [CONFIGURE ] BLNK: Best accuracy: 70.00%
[2025-11-27T19:27:12.889033] [INFO ] [CONFIGURE ] BLNK: Best feature set (0 features): []
[2025-11-27T19:27:12.889118] [INFO ] [CONFIGURE ] BLNK: Improvement over baseline: 0.00%
[2025-11-27T19:27:12.889199] [INFO ] [CONFIGURE ] BLNK: Total time: 1.1 minutes
[2025-11-27T19:27:12.889282] [INFO ] [CONFIGURE ] BLNK: Average time per feature: 2.2 seconds
[2025-11-27T19:27:12.889364] [INFO ] [CONFIGURE ] BLNK: Average speed: 0.45 features/sec
[2025-11-27T19:27:12.889632] [INFO ] [LOCAL     ] Saved configuration for BLNK: 0 features, 70.00% accuracy -> ./output/feature-sets/BLNK.json
[2025-11-27T19:27:12.889733] [INFO ] [CONFIGURE ] BLNK: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-11-27T19:27:12.890223] [INFO ] [sig       ] [22/63] BLNK OK in 1m 6s. ETA: 15m 2s. Rate: 2.7 sym/min
[2025-11-27T19:27:12.891594] [INFO ] [CONFIGURE ] BTE: Configurate test run.
[2025-11-27T19:27:12.891711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-11-27T19:27:12.903168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-11-27T19:27:12.903555] [INFO ] [CONFIGURE ] BTE: Testing with 29 available features
[2025-11-27T19:27:12.903724] [INFO ] [CONFIGURE ] BTE: Establishing baseline with no features...
[2025-11-27T19:27:12.974544] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:12.976166] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:12.976335] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-27T19:27:12.977105] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 705/1890 | Remaining: 1185 | Rate: 87.4/min
[2025-11-27T19:27:12.977170] [INFO ] [CONFIGURE ] BKNG: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:27:12.977208] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-27T19:27:13.029538] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:13.073335] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:13.150995] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:13.245931] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:13.323830] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:13.328868] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:27:13.360711] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:27:13.422353] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:13.509007] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:13.604436] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:13.672706] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:13.689819] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:13.692151] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:13.779877] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:13.871534] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:13.952319] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:14.017290] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:14.023878] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:14.053725] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:14.122533] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:14.238133] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:14.238442] [INFO ] [CONFIGURE ] BMBL: Baseline score (no features): 20.00%
[2025-11-27T19:27:14.238907] [INFO ] [CONFIGURE ] BMBL: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:27:14.239019] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:27:14.293002] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:14.358495] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:14.359517] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:14.463286] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:14.465304] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:14.634211] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:14.634475] [INFO ] [CONFIGURE ] BTE: Baseline score (no features): 60.00%
[2025-11-27T19:27:14.634922] [INFO ] [CONFIGURE ] BTE: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:27:14.635029] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:27:14.692474] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:14.695236] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:14.704610] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:14.843675] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:14.917925] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:15.023707] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:27:15.045803] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:15.058054] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:15.144868] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:15.273992] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:15.360633] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:15.379087] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:15.388428] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:15.488169] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:15.615386] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:15.693806] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:15.694098] [INFO ] [CONFIGURE ] BFS: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-27T19:27:15.694859] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 708/1890 | Remaining: 1182 | Rate: 87.2/min
[2025-11-27T19:27:15.694968] [INFO ] [CONFIGURE ] BFS: Testing feature 29/29: add_vwap
[2025-11-27T19:27:15.695059] [INFO ] [CONFIGURE ] BFS: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position', 'add_vwap']
[2025-11-27T19:27:15.711886] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:15.731936] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:15.848977] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:15.928785] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:16.027181] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:16.076985] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:16.095016] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:16.146266] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:16.335107] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:16.366680] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:16.382338] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:16.486838] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:16.487225] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-27T19:27:16.488504] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 709/1890 | Remaining: 1181 | Rate: 87.2/min
[2025-11-27T19:27:16.488693] [INFO ] [CONFIGURE ] BKNG: Testing feature 24/29: add_rsi
[2025-11-27T19:27:16.488839] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-27T19:27:16.618805] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:16.619189] [INFO ] [CONFIGURE ] BMBL: KEPT add_bollinger_bands (score: 30.00%)
[2025-11-27T19:27:16.620546] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 710/1890 | Remaining: 1180 | Rate: 87.3/min
[2025-11-27T19:27:16.620743] [INFO ] [CONFIGURE ] BMBL: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:27:16.620891] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:27:16.623766] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:16.745523] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:27:16.894505] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:16.894917] [INFO ] [CONFIGURE ] BTE: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-27T19:27:16.896102] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 711/1890 | Remaining: 1179 | Rate: 87.4/min
[2025-11-27T19:27:16.896250] [INFO ] [CONFIGURE ] BTE: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:27:16.896382] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:27:16.992796] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:17.027592] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:17.182492] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:17.226113] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:17.326509] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:17.466614] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:17.488646] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:17.597980] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:17.619770] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:17.705569] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:17.891144] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:17.899436] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:17.940587] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:17.952479] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:18.170767] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:18.182374] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:18.308607] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:18.319452] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:18.408192] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:18.458182] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:18.643148] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:18.675328] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:27:18.724203] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:27:18.725220] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:18.870982] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:19.000088] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:19.017309] [DEBUG] [FORECASTER] BFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:19.099220] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:19.130094] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:19.271087] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:19.330747] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:19.331039] [INFO ] [CONFIGURE ] BTE: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-27T19:27:19.331860] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 712/1890 | Remaining: 1178 | Rate: 87.1/min
[2025-11-27T19:27:19.331970] [INFO ] [CONFIGURE ] BTE: Testing feature 3/29: add_daily_returns
[2025-11-27T19:27:19.332062] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:27:19.360766] [DEBUG] [FORECASTER] BFS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:19.361066] [INFO ] [CONFIGURE ] BFS: DISCARDED add_vwap (score: 80.00%)
[2025-11-27T19:27:19.361874] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 713/1890 | Remaining: 1177 | Rate: 87.2/min
[2025-11-27T19:27:19.361988] [INFO ] [CONFIGURE ] BFS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:27:19.362076] [INFO ] [CONFIGURE ] BFS: Best accuracy: 90.00%
[2025-11-27T19:27:19.362164] [INFO ] [CONFIGURE ] BFS: Best feature set (4 features): ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position']
[2025-11-27T19:27:19.362255] [INFO ] [CONFIGURE ] BFS: Improvement over baseline: 30.00%
[2025-11-27T19:27:19.362337] [INFO ] [CONFIGURE ] BFS: Total time: 1.3 minutes
[2025-11-27T19:27:19.362419] [INFO ] [CONFIGURE ] BFS: Average time per feature: 2.8 seconds
[2025-11-27T19:27:19.362500] [INFO ] [CONFIGURE ] BFS: Average speed: 0.36 features/sec
[2025-11-27T19:27:19.362794] [INFO ] [LOCAL     ] Saved configuration for BFS: 4 features, 90.00% accuracy -> ./output/feature-sets/BFS.json
[2025-11-27T19:27:19.362896] [INFO ] [CONFIGURE ] BFS: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-27T19:27:19.363863] [INFO ] [sig       ] [23/63] BFS OK in 1m 22s. ETA: 14m 13s. Rate: 2.8 sym/min
[2025-11-27T19:27:19.367174] [INFO ] [CONFIGURE ] BTMD: Configurate test run.
[2025-11-27T19:27:19.367231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-11-27T19:27:19.377822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-11-27T19:27:19.378118] [INFO ] [CONFIGURE ] BTMD: Testing with 29 available features
[2025-11-27T19:27:19.378372] [INFO ] [CONFIGURE ] BTMD: Establishing baseline with no features...
[2025-11-27T19:27:19.536452] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:19.544598] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:19.544904] [INFO ] [CONFIGURE ] BMBL: KEPT add_cumulative_delta (score: 40.00%)
[2025-11-27T19:27:19.545782] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 714/1890 | Remaining: 1176 | Rate: 87.3/min
[2025-11-27T19:27:19.545899] [INFO ] [CONFIGURE ] BMBL: Testing feature 3/29: add_daily_returns
[2025-11-27T19:27:19.546000] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:27:19.553635] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:19.572055] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:19.728601] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:19.812421] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:19.831554] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:19.907953] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:19.955351] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:20.052024] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:20.085016] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:20.118977] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:20.262297] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:20.292537] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:20.372795] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:20.402040] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:20.441593] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:20.537598] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:20.620383] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:20.678703] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:20.780685] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:20.797802] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:27:20.798132] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:27:20.798664] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:20.799093] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 715/1890 | Remaining: 1175 | Rate: 87.2/min
[2025-11-27T19:27:20.799239] [INFO ] [CONFIGURE ] BKNG: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:27:20.799364] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-27T19:27:20.963297] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:20.985587] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:21.025936] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:21.136128] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:21.165478] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:21.165760] [INFO ] [CONFIGURE ] BTMD: Baseline score (no features): 30.00%
[2025-11-27T19:27:21.166180] [INFO ] [CONFIGURE ] BTMD: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:27:21.166293] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:27:21.245017] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:21.270312] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:21.385248] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:21.471800] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:21.522814] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:21.534157] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:21.605974] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:21.773853] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:21.774157] [INFO ] [CONFIGURE ] BTE: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:27:21.774962] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 717/1890 | Remaining: 1173 | Rate: 87.3/min
[2025-11-27T19:27:21.775073] [INFO ] [CONFIGURE ] BTE: Testing feature 4/29: add_ema
[2025-11-27T19:27:21.775164] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:27:21.810680] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:21.822905] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:21.828459] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:22.054662] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:22.056499] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:22.107148] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:22.153017] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:22.278796] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:22.336878] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:22.392770] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:22.392943] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-27T19:27:22.393775] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 718/1890 | Remaining: 1172 | Rate: 87.3/min
[2025-11-27T19:27:22.393963] [INFO ] [CONFIGURE ] BMBL: Testing feature 4/29: add_ema
[2025-11-27T19:27:22.394080] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-27T19:27:22.486881] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:27:22.503710] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:22.627415] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:22.712696] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:22.728060] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:22.830694] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:22.918648] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:22.966031] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:23.030180] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:23.179064] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:23.195532] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:23.200881] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:23.346717] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:23.418127] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:23.418414] [INFO ] [CONFIGURE ] BTMD: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-27T19:27:23.419177] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 719/1890 | Remaining: 1171 | Rate: 87.2/min
[2025-11-27T19:27:23.419298] [INFO ] [CONFIGURE ] BTMD: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:27:23.419408] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:27:23.480240] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:23.524161] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:23.664643] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:23.690547] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:23.761103] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:23.882069] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:23.962413] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:23.985182] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:24.041478] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:24.230550] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:24.230879] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:27:24.231812] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 720/1890 | Remaining: 1170 | Rate: 87.2/min
[2025-11-27T19:27:24.231933] [INFO ] [CONFIGURE ] BKNG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:27:24.232037] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-11-27T19:27:24.235309] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:24.303321] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:24.325682] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:24.519315] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:24.585012] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:24.609128] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:24.609452] [INFO ] [CONFIGURE ] BTE: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:27:24.610289] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 721/1890 | Remaining: 1169 | Rate: 87.2/min
[2025-11-27T19:27:24.610437] [INFO ] [CONFIGURE ] BTE: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:27:24.610536] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:27:24.622528] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:24.792688] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:24.891631] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:24.930985] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:24.945782] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:25.077319] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:25.176662] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:25.264950] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:25.281555] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:25.359091] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:25.456489] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:25.588366] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:25.588717] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:27:25.589587] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 722/1890 | Remaining: 1168 | Rate: 87.2/min
[2025-11-27T19:27:25.589702] [INFO ] [CONFIGURE ] BMBL: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:27:25.589804] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:27:25.628363] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:25.628650] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:25.742390] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:25.899181] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:25.909261] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:25.977622] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:26.024508] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:26.173796] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:26.174083] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:27:26.174859] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 723/1890 | Remaining: 1167 | Rate: 87.2/min
[2025-11-27T19:27:26.174968] [INFO ] [CONFIGURE ] BTMD: Testing feature 3/29: add_daily_returns
[2025-11-27T19:27:26.175058] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:27:26.230905] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:26.307736] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:26.335292] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:26.412084] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:26.553103] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:26.595914] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:26.650758] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:26.696372] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:26.867635] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:26.898564] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:26.910206] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:27.042555] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:27.137995] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:27.185640] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:27.192253] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:27.378997] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:27.392031] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:27.472434] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:27.472737] [INFO ] [CONFIGURE ] BTE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:27:27.473485] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 724/1890 | Remaining: 1166 | Rate: 87.1/min
[2025-11-27T19:27:27.473610] [INFO ] [CONFIGURE ] BTE: Testing feature 6/29: add_failed_moves
[2025-11-27T19:27:27.473702] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:27:27.504143] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:27.619782] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:27.702747] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:27.733764] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:27.734066] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:27:27.734915] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 725/1890 | Remaining: 1165 | Rate: 87.2/min
[2025-11-27T19:27:27.735029] [INFO ] [CONFIGURE ] BKNG: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:27:27.735125] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-11-27T19:27:27.821385] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:27.864692] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:27.935636] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:28.089980] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:28.133645] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:28.147956] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:28.182371] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:28.384912] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:28.421893] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:28.448511] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:28.470191] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:28.640309] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:28.640631] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:27:28.641442] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 726/1890 | Remaining: 1164 | Rate: 87.1/min
[2025-11-27T19:27:28.641551] [INFO ] [CONFIGURE ] BTMD: Testing feature 4/29: add_ema
[2025-11-27T19:27:28.641661] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:27:28.664068] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:28.796179] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:28.796535] [INFO ] [CONFIGURE ] BMBL: KEPT add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:27:28.797400] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 727/1890 | Remaining: 1163 | Rate: 87.2/min
[2025-11-27T19:27:28.797515] [INFO ] [CONFIGURE ] BMBL: Testing feature 6/29: add_failed_moves
[2025-11-27T19:27:28.797628] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:27:28.813237] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:28.902782] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:28.933069] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:29.125441] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:29.142128] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:29.176840] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:29.217665] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:29.379708] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:29.452736] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:29.493100] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:29.538606] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:29.620106] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:29.766972] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:29.778620] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:29.858855] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:29.859146] [INFO ] [CONFIGURE ] BTE: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:27:29.859955] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 728/1890 | Remaining: 1162 | Rate: 87.2/min
[2025-11-27T19:27:29.860068] [INFO ] [CONFIGURE ] BTE: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:27:29.860161] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:27:29.904458] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:30.047027] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:30.082558] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:30.107400] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:30.300472] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:30.307634] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:30.326343] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:30.435147] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:30.534999] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:30.605499] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:30.671007] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:30.761821] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:30.768992] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:30.883123] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:30.986703] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:31.033425] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:31.101705] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:31.164234] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:31.208859] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:31.403391] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:31.403700] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:27:31.404561] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 729/1890 | Remaining: 1161 | Rate: 87.0/min
[2025-11-27T19:27:31.404690] [INFO ] [CONFIGURE ] BKNG: Testing feature 28/29: add_volume_profile
[2025-11-27T19:27:31.404791] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-11-27T19:27:31.437903] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:31.439293] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:31.454100] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:31.454397] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:27:31.455316] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 730/1890 | Remaining: 1160 | Rate: 87.1/min
[2025-11-27T19:27:31.455434] [INFO ] [CONFIGURE ] BTMD: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:27:31.455527] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:27:31.665309] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:31.736448] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:31.764895] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:31.769517] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:31.893918] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:32.012384] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:32.101495] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:32.101845] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:27:32.102656] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 731/1890 | Remaining: 1159 | Rate: 87.1/min
[2025-11-27T19:27:32.102786] [INFO ] [CONFIGURE ] BMBL: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:27:32.102885] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-27T19:27:32.124049] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:32.123956] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:32.124248] [INFO ] [CONFIGURE ] BTE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:27:32.125076] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 732/1890 | Remaining: 1158 | Rate: 87.3/min
[2025-11-27T19:27:32.125191] [INFO ] [CONFIGURE ] BTE: Testing feature 8/29: add_macd
[2025-11-27T19:27:32.125284] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:27:32.291251] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:32.427599] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:32.459434] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:32.474748] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:32.569976] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:32.782911] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:32.793151] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:32.822894] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:32.852778] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:33.129309] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:33.130150] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:33.130791] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:33.171212] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:27:33.403663] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:33.452126] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:33.470818] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:33.520267] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:33.682068] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:33.785142] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:33.829060] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:33.872796] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:33.959986] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:34.114136] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:34.180262] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:34.221087] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:34.237699] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:27:34.237873] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:27:34.238747] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 733/1890 | Remaining: 1157 | Rate: 87.0/min
[2025-11-27T19:27:34.238873] [INFO ] [CONFIGURE ] BTMD: Testing feature 6/29: add_failed_moves
[2025-11-27T19:27:34.238924] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:27:34.447402] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:34.466109] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:34.520523] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:34.571388] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:34.694447] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:34.782309] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:34.859937] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:34.926345] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:34.926607] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:27:34.927427] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 734/1890 | Remaining: 1156 | Rate: 87.0/min
[2025-11-27T19:27:34.927495] [INFO ] [CONFIGURE ] BKNG: Testing feature 29/29: add_vwap
[2025-11-27T19:27:34.927389] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:34.927544] [INFO ] [CONFIGURE ] BKNG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-11-27T19:27:35.118976] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:35.155804] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:35.197030] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:35.278472] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:35.389126] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:35.449185] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:35.449472] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:27:35.450259] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 735/1890 | Remaining: 1155 | Rate: 87.0/min
[2025-11-27T19:27:35.450383] [INFO ] [CONFIGURE ] BMBL: Testing feature 8/29: add_macd
[2025-11-27T19:27:35.450485] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-27T19:27:35.538775] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:35.539090] [INFO ] [CONFIGURE ] BTE: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:27:35.539923] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 736/1890 | Remaining: 1154 | Rate: 87.1/min
[2025-11-27T19:27:35.540037] [INFO ] [CONFIGURE ] BTE: Testing feature 9/29: add_mfi
[2025-11-27T19:27:35.540132] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-27T19:27:35.628383] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:35.632194] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:35.789760] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:35.837482] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:35.872217] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:35.995772] [DEBUG] [FORECASTER] BKNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:36.033757] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:36.114328] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:36.226612] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:36.271825] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:36.352957] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:36.361450] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:36.514558] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:36.604214] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:36.604506] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-27T19:27:36.605344] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 737/1890 | Remaining: 1153 | Rate: 87.1/min
[2025-11-27T19:27:36.605455] [INFO ] [CONFIGURE ] BTMD: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:27:36.605549] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:27:36.612358] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:36.714875] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:36.754548] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:36.836266] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:36.994186] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:37.001810] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:37.064703] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:37.075219] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:37.253538] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:37.294189] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:37.395217] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:37.432683] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:37.498458] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:37.526310] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:37.750638] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:37.759115] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:37.784006] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:37.795696] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:37.995969] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:38.001238] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:38.001547] [INFO ] [CONFIGURE ] BTE: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:27:38.002363] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 738/1890 | Remaining: 1152 | Rate: 87.0/min
[2025-11-27T19:27:38.002489] [INFO ] [CONFIGURE ] BTE: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:27:38.002599] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:27:38.157399] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:38.195505] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:38.236847] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:38.324367] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:27:38.477181] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:38.511545] [DEBUG] [FORECASTER] BKNG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:27:38.511743] [INFO ] [CONFIGURE ] BKNG: DISCARDED add_vwap (score: 70.00%)
[2025-11-27T19:27:38.512672] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 739/1890 | Remaining: 1151 | Rate: 87.0/min
[2025-11-27T19:27:38.512786] [INFO ] [CONFIGURE ] BKNG: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:27:38.512838] [INFO ] [CONFIGURE ] BKNG: Best accuracy: 70.00%
[2025-11-27T19:27:38.512933] [INFO ] [CONFIGURE ] BKNG: Best feature set (3 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:27:38.513029] [INFO ] [CONFIGURE ] BKNG: Improvement over baseline: 20.00%
[2025-11-27T19:27:38.513074] [INFO ] [CONFIGURE ] BKNG: Total time: 1.6 minutes
[2025-11-27T19:27:38.513160] [INFO ] [CONFIGURE ] BKNG: Average time per feature: 3.4 seconds
[2025-11-27T19:27:38.513251] [INFO ] [CONFIGURE ] BKNG: Average speed: 0.31 features/sec
[2025-11-27T19:27:38.513472] [INFO ] [LOCAL     ] Saved configuration for BKNG: 3 features, 70.00% accuracy -> ./output/feature-sets/BKNG.json
[2025-11-27T19:27:38.513595] [INFO ] [CONFIGURE ] BKNG: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-27T19:27:38.514069] [INFO ] [sig       ] [24/63] BKNG OK in 1m 36s. ETA: 13m 48s. Rate: 2.8 sym/min
[2025-11-27T19:27:38.515114] [INFO ] [CONFIGURE ] BZ: Configurate test run.
[2025-11-27T19:27:38.515170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-11-27T19:27:38.526099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-11-27T19:27:38.526417] [INFO ] [CONFIGURE ] BZ: Testing with 29 available features
[2025-11-27T19:27:38.526624] [INFO ] [CONFIGURE ] BZ: Establishing baseline with no features...
[2025-11-27T19:27:38.595411] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:38.643703] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:38.705643] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:38.721050] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:38.880767] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:38.961157] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:38.961441] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:27:38.962293] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 740/1890 | Remaining: 1150 | Rate: 87.0/min
[2025-11-27T19:27:38.962424] [INFO ] [CONFIGURE ] BTMD: Testing feature 8/29: add_macd
[2025-11-27T19:27:38.962522] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:27:38.963003] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:39.021222] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:39.057256] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:39.235712] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:39.284750] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:39.298797] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:39.413325] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:39.423721] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:39.424053] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:27:39.424860] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 741/1890 | Remaining: 1149 | Rate: 87.1/min
[2025-11-27T19:27:39.424987] [INFO ] [CONFIGURE ] BMBL: Testing feature 9/29: add_mfi
[2025-11-27T19:27:39.425090] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-27T19:27:39.593150] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:39.606929] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:39.633547] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:39.764502] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:39.775236] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:39.926059] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:39.957148] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:39.974370] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:40.116894] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:40.141119] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:40.252966] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:40.308229] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:40.324319] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:40.324621] [INFO ] [CONFIGURE ] BZ: Baseline score (no features): 50.00%
[2025-11-27T19:27:40.325083] [INFO ] [CONFIGURE ] BZ: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:27:40.325191] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:27:40.455988] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:40.549953] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:40.576718] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:40.629940] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:40.774701] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:40.793944] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:40.905431] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:40.958409] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:40.999194] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:41.133002] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:41.223685] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:41.232429] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:41.232768] [INFO ] [CONFIGURE ] BTE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:27:41.233538] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 743/1890 | Remaining: 1147 | Rate: 87.0/min
[2025-11-27T19:27:41.233680] [INFO ] [CONFIGURE ] BTE: Testing feature 11/29: add_obv_daily
[2025-11-27T19:27:41.233779] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:27:41.277015] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:41.447700] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:41.470052] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:41.490745] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:41.597486] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:41.682930] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:41.744149] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:41.812047] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:41.919686] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:41.920630] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:42.000320] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:42.148687] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:42.154210] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:42.247437] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:42.247764] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_macd (score: 30.00%)
[2025-11-27T19:27:42.248629] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 744/1890 | Remaining: 1146 | Rate: 86.9/min
[2025-11-27T19:27:42.248741] [INFO ] [CONFIGURE ] BTMD: Testing feature 9/29: add_mfi
[2025-11-27T19:27:42.248835] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:27:42.261051] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:42.379806] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:42.480878] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:42.494692] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:42.523990] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:42.615967] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:42.616270] [INFO ] [CONFIGURE ] BZ: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-27T19:27:42.617190] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 745/1890 | Remaining: 1145 | Rate: 87.0/min
[2025-11-27T19:27:42.617328] [INFO ] [CONFIGURE ] BZ: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:27:42.617433] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:27:42.712742] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:42.792320] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:42.833081] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:42.833396] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:27:42.834186] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 746/1890 | Remaining: 1144 | Rate: 87.1/min
[2025-11-27T19:27:42.834305] [INFO ] [CONFIGURE ] BMBL: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:27:42.834405] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:27:42.856118] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:42.948120] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:43.052929] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:43.099979] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:43.183389] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:43.259048] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:43.314212] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:43.341263] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:43.422817] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:43.578976] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:43.582901] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:43.659275] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:43.661953] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:43.829766] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:43.843402] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:43.843694] [INFO ] [CONFIGURE ] BTE: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:27:43.844460] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 747/1890 | Remaining: 1143 | Rate: 87.0/min
[2025-11-27T19:27:43.844570] [INFO ] [CONFIGURE ] BTE: Testing feature 12/29: add_obv_interval
[2025-11-27T19:27:43.844635] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-11-27T19:27:43.897187] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:44.062993] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:44.075327] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:44.085321] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:44.134221] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:44.323355] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:44.330063] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:44.375220] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:44.473747] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:44.568929] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:44.575925] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:44.629056] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:44.629370] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_mfi (score: 40.00%)
[2025-11-27T19:27:44.630207] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 748/1890 | Remaining: 1142 | Rate: 87.0/min
[2025-11-27T19:27:44.630321] [INFO ] [CONFIGURE ] BTMD: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:27:44.630415] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:27:44.817663] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:27:44.821256] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:44.878023] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:44.964178] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:45.065026] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:45.065330] [INFO ] [CONFIGURE ] BZ: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-27T19:27:45.066164] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 749/1890 | Remaining: 1141 | Rate: 87.0/min
[2025-11-27T19:27:45.066283] [INFO ] [CONFIGURE ] BZ: Testing feature 3/29: add_daily_returns
[2025-11-27T19:27:45.066385] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns']
[2025-11-27T19:27:45.067190] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:45.268168] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:45.284142] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:45.290088] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:45.312192] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:45.471695] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:45.556950] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:45.614911] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:45.676967] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:45.693080] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:45.803320] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:45.878609] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:45.927359] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:46.051063] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:46.076871] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:46.094012] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:46.243307] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:46.275965] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:46.297205] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:46.297473] [INFO ] [CONFIGURE ] BTE: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:27:46.298290] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 750/1890 | Remaining: 1140 | Rate: 87.0/min
[2025-11-27T19:27:46.298399] [INFO ] [CONFIGURE ] BTE: Testing feature 13/29: add_opening_strength
[2025-11-27T19:27:46.298490] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:27:46.489772] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:46.500499] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:46.554288] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:46.574714] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:46.693401] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:46.850916] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:46.865658] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:46.898252] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:46.909800] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:46.910099] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:27:46.910900] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 751/1890 | Remaining: 1139 | Rate: 87.0/min
[2025-11-27T19:27:46.911016] [INFO ] [CONFIGURE ] BMBL: Testing feature 11/29: add_obv_daily
[2025-11-27T19:27:46.911070] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-27T19:27:47.100565] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:47.100870] [INFO ] [CONFIGURE ] BZ: KEPT add_daily_returns (score: 60.00%)
[2025-11-27T19:27:47.101708] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 752/1890 | Remaining: 1138 | Rate: 87.1/min
[2025-11-27T19:27:47.101827] [INFO ] [CONFIGURE ] BZ: Testing feature 4/29: add_ema
[2025-11-27T19:27:47.101880] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-27T19:27:47.124806] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:47.179667] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:47.252502] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:47.358083] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:47.402205] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:47.496103] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:47.597914] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:47.615612] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:47.683710] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:47.813812] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:27:47.814103] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:27:47.814890] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 753/1890 | Remaining: 1137 | Rate: 87.0/min
[2025-11-27T19:27:47.814999] [INFO ] [CONFIGURE ] BTMD: Testing feature 11/29: add_obv_daily
[2025-11-27T19:27:47.815109] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:27:47.875993] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:47.943149] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:47.962704] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:48.064744] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:48.138263] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:48.242311] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:48.292424] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:48.316009] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:48.403670] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:48.520724] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:48.565201] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:48.641270] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:48.662663] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:48.802052] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:48.816665] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:48.925252] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:48.988596] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:49.067312] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:49.086067] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:49.086239] [INFO ] [CONFIGURE ] BTE: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:27:49.087142] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 754/1890 | Remaining: 1136 | Rate: 87.0/min
[2025-11-27T19:27:49.087252] [INFO ] [CONFIGURE ] BTE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:27:49.087302] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:27:49.184007] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:49.315256] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:49.340349] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:49.346117] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:49.440798] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:49.564301] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:49.603927] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:49.706366] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:49.707044] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:49.707354] [INFO ] [CONFIGURE ] BZ: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:27:49.708211] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 755/1890 | Remaining: 1135 | Rate: 87.0/min
[2025-11-27T19:27:49.708334] [INFO ] [CONFIGURE ] BZ: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:27:49.708454] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:27:49.812717] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:49.860044] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:27:49.971352] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:50.064118] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:50.067809] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:50.119430] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:50.246854] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:50.322650] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:50.322967] [INFO ] [CONFIGURE ] BTMD: KEPT add_obv_daily (score: 70.00%)
[2025-11-27T19:27:50.323873] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 756/1890 | Remaining: 1134 | Rate: 87.0/min
[2025-11-27T19:27:50.323993] [INFO ] [CONFIGURE ] BTMD: Testing feature 12/29: add_obv_interval
[2025-11-27T19:27:50.324088] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval']
[2025-11-27T19:27:50.380236] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:50.422467] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:50.422799] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-27T19:27:50.423706] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 757/1890 | Remaining: 1133 | Rate: 87.1/min
[2025-11-27T19:27:50.423833] [INFO ] [CONFIGURE ] BMBL: Testing feature 12/29: add_obv_interval
[2025-11-27T19:27:50.423940] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-27T19:27:50.511733] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:50.599865] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:50.642515] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:50.774167] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:50.778411] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:50.880009] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:50.906179] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:51.044469] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:51.127556] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:51.151864] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:51.171216] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:51.306344] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:27:51.426609] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:51.434278] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:51.476772] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:51.567654] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:51.701397] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:51.704368] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:51.704667] [INFO ] [CONFIGURE ] BTE: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:27:51.705458] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 758/1890 | Remaining: 1132 | Rate: 87.0/min
[2025-11-27T19:27:51.705589] [INFO ] [CONFIGURE ] BTE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:27:51.705687] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-27T19:27:51.821915] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:51.841361] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:51.980695] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:51.986380] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:52.111238] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:52.161457] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:52.258548] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:52.259010] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:52.378371] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:27:52.378690] [INFO ] [CONFIGURE ] BZ: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:27:52.379523] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 759/1890 | Remaining: 1131 | Rate: 87.0/min
[2025-11-27T19:27:52.379651] [INFO ] [CONFIGURE ] BZ: Testing feature 6/29: add_failed_moves
[2025-11-27T19:27:52.379753] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-27T19:27:52.504782] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:52.531236] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:52.533684] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:52.591295] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:52.800371] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:52.805814] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:52.810268] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:52.846376] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:53.006328] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:53.084923] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:53.085296] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:27:53.086558] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 760/1890 | Remaining: 1130 | Rate: 87.0/min
[2025-11-27T19:27:53.086729] [INFO ] [CONFIGURE ] BTMD: Testing feature 13/29: add_opening_strength
[2025-11-27T19:27:53.086866] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:27:53.086773] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:53.184725] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:53.216421] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:53.356505] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:53.393334] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:53.420586] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:53.523158] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:53.627387] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:53.629150] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:53.693636] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:53.838324] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:27:53.865644] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:53.865929] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:27:53.866711] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 761/1890 | Remaining: 1129 | Rate: 87.0/min
[2025-11-27T19:27:53.866829] [INFO ] [CONFIGURE ] BMBL: Testing feature 13/29: add_opening_strength
[2025-11-27T19:27:53.866928] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:27:53.900157] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:53.999679] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:54.046894] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:54.180430] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:54.248283] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:54.256299] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:54.311223] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:54.460680] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:54.460959] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:27:54.461788] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 762/1890 | Remaining: 1128 | Rate: 87.0/min
[2025-11-27T19:27:54.461910] [INFO ] [CONFIGURE ] BTE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:27:54.462027] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-27T19:27:54.467302] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:54.467605] [INFO ] [CONFIGURE ] BZ: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-27T19:27:54.468444] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 763/1890 | Remaining: 1127 | Rate: 87.1/min
[2025-11-27T19:27:54.468556] [INFO ] [CONFIGURE ] BZ: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:27:54.468663] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-27T19:27:54.622549] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:54.623642] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:54.664536] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:54.754529] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:54.861905] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:54.929242] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:54.999134] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:55.050296] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:55.063076] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:55.236239] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:27:55.261297] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:55.346229] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:55.372510] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:55.459332] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:55.543027] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:55.638845] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:55.657938] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:55.737898] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:27:55.853420] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:55.857657] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:55.934790] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:56.058094] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:56.110890] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:56.167304] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:27:56.167619] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:27:56.168459] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 764/1890 | Remaining: 1126 | Rate: 86.9/min
[2025-11-27T19:27:56.168586] [INFO ] [CONFIGURE ] BTMD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:27:56.168695] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-27T19:27:56.226288] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:56.264928] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:56.454410] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:56.466335] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:56.466634] [INFO ] [CONFIGURE ] BZ: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:27:56.467384] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 765/1890 | Remaining: 1125 | Rate: 87.0/min
[2025-11-27T19:27:56.467499] [INFO ] [CONFIGURE ] BZ: Testing feature 8/29: add_macd
[2025-11-27T19:27:56.467604] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-27T19:27:56.481894] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:56.521976] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:56.736059] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:56.777987] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:56.815497] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:27:56.858407] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:57.018952] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:57.089131] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:57.105705] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:27:57.236394] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:57.304788] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:57.397379] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:57.397697] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:27:57.398551] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 766/1890 | Remaining: 1124 | Rate: 86.9/min
[2025-11-27T19:27:57.398691] [INFO ] [CONFIGURE ] BTE: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:27:57.398796] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-27T19:27:57.400894] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:57.589495] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:27:57.619413] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:57.619731] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:27:57.620563] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 767/1890 | Remaining: 1123 | Rate: 87.0/min
[2025-11-27T19:27:57.620700] [INFO ] [CONFIGURE ] BMBL: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:27:57.620807] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-27T19:27:57.690731] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:27:57.714698] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:57.874966] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:27:57.975309] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:27:57.982101] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:58.025941] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:58.160454] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:27:58.277637] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:58.336083] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:27:58.343890] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:58.446258] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:58.571263] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:27:58.655113] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:58.693604] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:58.733928] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:58.871358] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:27:58.981179] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:59.018893] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:27:59.019065] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:27:59.019923] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 768/1890 | Remaining: 1122 | Rate: 86.9/min
[2025-11-27T19:27:59.020033] [INFO ] [CONFIGURE ] BTMD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:27:59.020090] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-27T19:27:59.048018] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:27:59.166504] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:27:59.277329] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:27:59.307455] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:27:59.397393] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:27:59.464282] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:27:59.535107] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:27:59.629388] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:27:59.629705] [INFO ] [CONFIGURE ] BZ: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:27:59.630513] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 769/1890 | Remaining: 1121 | Rate: 86.9/min
[2025-11-27T19:27:59.630636] [INFO ] [CONFIGURE ] BZ: Testing feature 9/29: add_mfi
[2025-11-27T19:27:59.630736] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-27T19:27:59.752962] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:27:59.760848] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:27:59.795878] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:27:59.842725] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:00.059075] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:00.064087] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:00.066435] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:00.121828] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:00.284068] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:00.316705] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:00.364227] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:00.364420] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:28:00.365193] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 770/1890 | Remaining: 1120 | Rate: 86.9/min
[2025-11-27T19:28:00.365273] [INFO ] [CONFIGURE ] BTE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:28:00.365378] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-27T19:28:00.483457] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:00.504738] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:00.585308] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:00.640252] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:00.845828] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:00.908606] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:00.944895] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:00.958616] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:01.157123] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:01.229218] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:01.356309] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:01.444300] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:01.464214] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:01.464380] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-27T19:28:01.465230] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 771/1890 | Remaining: 1119 | Rate: 86.8/min
[2025-11-27T19:28:01.465310] [INFO ] [CONFIGURE ] BMBL: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:28:01.465365] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-27T19:28:01.543136] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:01.576511] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:01.719333] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:01.719522] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:28:01.720276] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 772/1890 | Remaining: 1118 | Rate: 86.9/min
[2025-11-27T19:28:01.720352] [INFO ] [CONFIGURE ] BTMD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:28:01.720399] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-27T19:28:01.829609] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:01.840726] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:01.908551] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:02.001722] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:02.062883] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:02.129693] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:02.255649] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:02.280598] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:02.280912] [INFO ] [CONFIGURE ] BZ: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:28:02.281702] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 773/1890 | Remaining: 1117 | Rate: 86.9/min
[2025-11-27T19:28:02.281818] [INFO ] [CONFIGURE ] BZ: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:28:02.281918] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:28:02.290160] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:02.417870] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:02.567524] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:02.572042] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:02.586882] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:02.701860] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:02.846849] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:02.872508] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:02.915426] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:02.982755] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:03.126988] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:03.180930] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:03.245888] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:28:03.268882] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:03.269193] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:28:03.270029] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 774/1890 | Remaining: 1116 | Rate: 86.9/min
[2025-11-27T19:28:03.270145] [INFO ] [CONFIGURE ] BTE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:28:03.270239] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-27T19:28:03.409211] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:03.481262] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:03.560325] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:03.580510] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:03.692492] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:03.787456] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:03.830937] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:03.913854] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:03.974905] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:04.093564] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:04.099338] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:04.242073] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:04.259433] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:04.367600] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:04.397069] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:04.542986] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:04.543269] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-27T19:28:04.544085] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 775/1890 | Remaining: 1115 | Rate: 86.8/min
[2025-11-27T19:28:04.544197] [INFO ] [CONFIGURE ] BTMD: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:28:04.544249] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-27T19:28:04.569204] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:04.638750] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:04.701252] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:04.829433] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:04.904744] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:04.905060] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-27T19:28:04.905932] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 776/1890 | Remaining: 1114 | Rate: 86.8/min
[2025-11-27T19:28:04.906047] [INFO ] [CONFIGURE ] BMBL: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:28:04.906147] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-27T19:28:04.909591] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:05.015225] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:05.114348] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:05.177970] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:05.246298] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:05.312418] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:05.312712] [INFO ] [CONFIGURE ] BZ: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:28:05.313487] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 777/1890 | Remaining: 1113 | Rate: 86.9/min
[2025-11-27T19:28:05.313620] [INFO ] [CONFIGURE ] BZ: Testing feature 11/29: add_obv_daily
[2025-11-27T19:28:05.313720] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-27T19:28:05.398004] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:05.446722] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:05.546926] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:05.587075] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:05.684095] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:05.713527] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:05.785834] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:05.930345] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:05.963348] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:05.982050] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:05.982220] [INFO ] [CONFIGURE ] BTE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:28:05.983052] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 778/1890 | Remaining: 1112 | Rate: 86.9/min
[2025-11-27T19:28:05.983162] [INFO ] [CONFIGURE ] BTE: Testing feature 20/29: add_price_rejection
[2025-11-27T19:28:05.983212] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-27T19:28:06.021602] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:06.245380] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:06.260184] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:06.269452] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:06.271115] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:06.504112] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:06.529825] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:06.556488] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:06.608780] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:06.737777] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:06.813641] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:06.841281] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:06.950124] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:06.979825] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:07.097094] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:07.126043] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:07.220592] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:07.298428] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:07.386617] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:07.386897] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-27T19:28:07.387713] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 779/1890 | Remaining: 1111 | Rate: 86.8/min
[2025-11-27T19:28:07.387826] [INFO ] [CONFIGURE ] BTMD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:28:07.387921] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-27T19:28:07.417524] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:07.465923] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:07.642238] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:07.647186] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:07.708618] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:07.711741] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:07.712034] [INFO ] [CONFIGURE ] BZ: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:28:07.712845] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 780/1890 | Remaining: 1110 | Rate: 86.8/min
[2025-11-27T19:28:07.712967] [INFO ] [CONFIGURE ] BZ: Testing feature 12/29: add_obv_interval
[2025-11-27T19:28:07.713080] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-27T19:28:07.911708] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:07.933007] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:07.988141] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:07.994859] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:08.153761] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:08.172514] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:08.283591] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:08.333368] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:08.333696] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:28:08.334548] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 781/1890 | Remaining: 1109 | Rate: 86.9/min
[2025-11-27T19:28:08.334678] [INFO ] [CONFIGURE ] BMBL: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:28:08.334776] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-27T19:28:08.375737] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:08.433877] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:08.574950] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:08.599071] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:08.673187] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:08.695187] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:08.832330] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:08.864863] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:08.865034] [INFO ] [CONFIGURE ] BTE: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:28:08.865915] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 782/1890 | Remaining: 1108 | Rate: 86.9/min
[2025-11-27T19:28:08.866029] [INFO ] [CONFIGURE ] BTE: Testing feature 21/29: add_range_position
[2025-11-27T19:28:08.866081] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-27T19:28:08.958402] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:09.019212] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:09.052321] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:09.166953] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:09.225924] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:09.273739] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:09.373340] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:09.478617] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:09.485949] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:09.493976] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:09.716405] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:09.720267] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:09.746998] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:09.798808] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:09.942523] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:09.942948] [INFO ] [CONFIGURE ] BZ: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:28:09.944064] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 783/1890 | Remaining: 1107 | Rate: 86.8/min
[2025-11-27T19:28:09.944223] [INFO ] [CONFIGURE ] BZ: Testing feature 13/29: add_opening_strength
[2025-11-27T19:28:09.944337] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:28:10.010938] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:10.011246] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:28:10.012057] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 784/1890 | Remaining: 1106 | Rate: 86.9/min
[2025-11-27T19:28:10.012183] [INFO ] [CONFIGURE ] BTMD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:28:10.012302] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-27T19:28:10.076628] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:10.121569] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:10.182792] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:10.266060] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:10.421245] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:10.433194] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:10.436957] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:10.533173] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:10.656149] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:10.756440] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:10.779106] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:10.792025] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:10.892555] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:11.072272] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:11.076096] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:11.130788] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:11.131918] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:11.322883] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:11.369557] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:11.376737] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:11.483601] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:11.576496] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:11.609492] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:11.680753] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:11.830373] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:11.849474] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:11.862935] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:11.863254] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:28:11.864156] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 785/1890 | Remaining: 1105 | Rate: 86.7/min
[2025-11-27T19:28:11.864291] [INFO ] [CONFIGURE ] BMBL: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:28:11.864394] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-27T19:28:11.982516] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:11.982808] [INFO ] [CONFIGURE ] BTE: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:28:11.983584] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 786/1890 | Remaining: 1104 | Rate: 86.8/min
[2025-11-27T19:28:11.983695] [INFO ] [CONFIGURE ] BTE: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:28:11.983785] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-27T19:28:12.088685] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:12.090421] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:12.191954] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:12.327049] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:12.327343] [INFO ] [CONFIGURE ] BZ: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:28:12.328169] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 787/1890 | Remaining: 1103 | Rate: 86.9/min
[2025-11-27T19:28:12.328287] [INFO ] [CONFIGURE ] BZ: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:28:12.328387] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-27T19:28:12.349338] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:12.349813] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:12.522378] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:12.559383] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:12.620656] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:12.620818] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-27T19:28:12.621645] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 788/1890 | Remaining: 1102 | Rate: 86.9/min
[2025-11-27T19:28:12.621756] [INFO ] [CONFIGURE ] BTMD: Testing feature 20/29: add_price_rejection
[2025-11-27T19:28:12.621807] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_price_rejection']
[2025-11-27T19:28:12.716140] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:12.792650] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:12.865346] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:12.899935] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:13.026174] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:13.085589] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:13.181650] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:13.197236] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:13.262260] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:13.455213] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:13.470188] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:13.497798] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:13.533649] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:13.734006] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:13.769153] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:13.824218] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:13.866518] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:13.973689] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:14.065496] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:14.197343] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:14.197958] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:14.217359] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:14.358371] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:14.457149] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:14.529607] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:14.575327] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:14.656154] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:14.698506] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:14.698833] [INFO ] [CONFIGURE ] BZ: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:28:14.699609] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 789/1890 | Remaining: 1101 | Rate: 86.7/min
[2025-11-27T19:28:14.699728] [INFO ] [CONFIGURE ] BZ: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:28:14.699825] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-27T19:28:14.859802] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:14.949457] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:14.958761] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:14.960989] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:15.186649] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:15.186830] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:28:15.187639] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 790/1890 | Remaining: 1100 | Rate: 86.8/min
[2025-11-27T19:28:15.187826] [INFO ] [CONFIGURE ] BMBL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:28:15.187927] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-27T19:28:15.199556] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:15.249312] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:15.341377] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:15.449042] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:15.505745] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:15.528818] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:28:15.529096] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:28:15.529872] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 791/1890 | Remaining: 1099 | Rate: 86.8/min
[2025-11-27T19:28:15.529984] [INFO ] [CONFIGURE ] BTMD: Testing feature 21/29: add_range_position
[2025-11-27T19:28:15.530073] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_range_position']
[2025-11-27T19:28:15.701512] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:15.728061] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:15.728352] [INFO ] [CONFIGURE ] BTE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:28:15.729142] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 792/1890 | Remaining: 1098 | Rate: 86.9/min
[2025-11-27T19:28:15.729253] [INFO ] [CONFIGURE ] BTE: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:28:15.729343] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-27T19:28:15.827882] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:15.828732] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:15.953728] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:16.001166] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:16.115942] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:16.149945] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:16.217874] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:16.276238] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:16.403189] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:16.466365] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:16.473036] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:16.555533] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:16.697624] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:16.716555] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:16.793232] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:16.835249] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:16.982352] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:16.998273] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:17.113827] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:17.115756] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:17.238976] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:17.239276] [INFO ] [CONFIGURE ] BZ: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:28:17.240121] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 793/1890 | Remaining: 1097 | Rate: 86.8/min
[2025-11-27T19:28:17.240241] [INFO ] [CONFIGURE ] BZ: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:28:17.240361] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-27T19:28:17.310454] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:17.401512] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:17.451511] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:17.516495] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:17.616488] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:17.686432] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:17.777719] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:17.781402] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:17.911438] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:17.969906] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:18.035989] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:18.103985] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:18.207308] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:18.254769] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:18.296654] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:18.429460] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:18.429818] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:28:18.430679] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 794/1890 | Remaining: 1096 | Rate: 86.7/min
[2025-11-27T19:28:18.430795] [INFO ] [CONFIGURE ] BMBL: Testing feature 20/29: add_price_rejection
[2025-11-27T19:28:18.430895] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-27T19:28:18.507199] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:28:18.507487] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:28:18.508322] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 795/1890 | Remaining: 1095 | Rate: 86.8/min
[2025-11-27T19:28:18.508436] [INFO ] [CONFIGURE ] BTMD: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:28:18.508537] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_realized_volatility']
[2025-11-27T19:28:18.547538] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:18.547857] [INFO ] [CONFIGURE ] BTE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:28:18.548721] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 796/1890 | Remaining: 1094 | Rate: 86.9/min
[2025-11-27T19:28:18.548838] [INFO ] [CONFIGURE ] BTE: Testing feature 24/29: add_rsi
[2025-11-27T19:28:18.548891] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-27T19:28:18.554780] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:18.774937] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:18.817621] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:18.868550] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:18.890108] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:19.080156] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:19.118796] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:19.228560] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:19.231548] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:19.342364] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:19.462416] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:19.563687] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:19.596357] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:19.607551] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:19.808713] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:19.870011] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:19.870332] [INFO ] [CONFIGURE ] BZ: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:28:19.871114] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 797/1890 | Remaining: 1093 | Rate: 86.8/min
[2025-11-27T19:28:19.871229] [INFO ] [CONFIGURE ] BZ: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:28:19.871328] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-27T19:28:19.905986] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:19.962080] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:20.141601] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:20.153060] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:20.274234] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:20.320342] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:20.407783] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:20.499747] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:20.624938] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:20.674467] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:20.684427] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:20.848292] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:20.941335] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:20.952073] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:21.046099] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:21.193833] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:21.209704] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:21.289768] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:21.412470] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:21.479529] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:21.538050] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:21.632377] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:21.747689] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:21.772316] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:21.884118] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:21.884419] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:28:21.885283] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 798/1890 | Remaining: 1092 | Rate: 86.6/min
[2025-11-27T19:28:21.885397] [INFO ] [CONFIGURE ] BMBL: Testing feature 21/29: add_range_position
[2025-11-27T19:28:21.885496] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-27T19:28:21.988248] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:21.988560] [INFO ] [CONFIGURE ] BTE: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:28:21.989384] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 799/1890 | Remaining: 1091 | Rate: 86.7/min
[2025-11-27T19:28:21.989501] [INFO ] [CONFIGURE ] BTE: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:28:21.989610] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-27T19:28:22.015276] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:22.139298] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:28:22.139631] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:28:22.140400] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 800/1890 | Remaining: 1090 | Rate: 86.7/min
[2025-11-27T19:28:22.140517] [INFO ] [CONFIGURE ] BTMD: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:28:22.140625] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_recent_range_context']
[2025-11-27T19:28:22.239426] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:22.262269] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:22.286018] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:22.414763] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:22.535733] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:22.556748] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:22.557064] [INFO ] [CONFIGURE ] BZ: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:28:22.557876] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 801/1890 | Remaining: 1089 | Rate: 86.8/min
[2025-11-27T19:28:22.557992] [INFO ] [CONFIGURE ] BZ: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:28:22.558089] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-27T19:28:22.594123] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:22.690403] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:22.799163] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:22.820135] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:22.949454] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:22.961533] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:23.041114] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:23.107242] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:23.236522] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:23.290701] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:23.305753] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:23.383780] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:23.509636] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:23.534110] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:23.656272] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:23.661502] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:28:23.778299] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:23.784949] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:23.929643] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:24.027273] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:24.033774] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:24.062643] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:24.204862] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:24.274151] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:24.350884] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:24.407277] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:24.480559] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:24.521536] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:24.635274] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:24.754316] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:24.754617] [INFO ] [CONFIGURE ] BTE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:28:24.755381] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 802/1890 | Remaining: 1088 | Rate: 86.6/min
[2025-11-27T19:28:24.755513] [INFO ] [CONFIGURE ] BTE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:28:24.755626] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-27T19:28:24.771877] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:24.776646] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:24.916038] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:24.916323] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-27T19:28:24.917129] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 803/1890 | Remaining: 1087 | Rate: 86.6/min
[2025-11-27T19:28:24.917242] [INFO ] [CONFIGURE ] BTMD: Testing feature 24/29: add_rsi
[2025-11-27T19:28:24.917357] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-27T19:28:25.034987] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:25.035307] [INFO ] [CONFIGURE ] BZ: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:28:25.036151] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 804/1890 | Remaining: 1086 | Rate: 86.7/min
[2025-11-27T19:28:25.036269] [INFO ] [CONFIGURE ] BZ: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:28:25.036372] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-27T19:28:25.039905] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:25.140249] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:25.256503] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:25.293468] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:25.318199] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:25.505680] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:25.505983] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:28:25.506847] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 805/1890 | Remaining: 1085 | Rate: 86.8/min
[2025-11-27T19:28:25.506962] [INFO ] [CONFIGURE ] BMBL: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:28:25.507061] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-27T19:28:25.532980] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:25.595297] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:25.597363] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:25.772775] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:25.881189] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:25.930293] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:25.937549] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:26.013451] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:26.160559] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:26.250376] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:26.256815] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:26.358674] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:26.446300] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:26.506257] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:26.581784] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:26.729445] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:26.749774] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:26.795416] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:26.918715] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:27.014665] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:27.044147] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:27.277073] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:27.325489] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:27.345558] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:27.368917] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:27.614610] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:27.614941] [INFO ] [CONFIGURE ] BZ: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-27T19:28:27.615900] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 806/1890 | Remaining: 1084 | Rate: 86.5/min
[2025-11-27T19:28:27.616027] [INFO ] [CONFIGURE ] BZ: Testing feature 20/29: add_price_rejection
[2025-11-27T19:28:27.616095] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-27T19:28:27.691283] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:27.691607] [INFO ] [CONFIGURE ] BTE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:28:27.692391] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 807/1890 | Remaining: 1083 | Rate: 86.6/min
[2025-11-27T19:28:27.692503] [INFO ] [CONFIGURE ] BTE: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:28:27.692611] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-27T19:28:27.735039] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:27.739357] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:27.912282] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:27.991799] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:28.090531] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:28.181084] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.195468] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.287465] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.418158] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.418438] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:28:28.419227] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 808/1890 | Remaining: 1082 | Rate: 86.6/min
[2025-11-27T19:28:28.419338] [INFO ] [CONFIGURE ] BTMD: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:28:28.419428] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_tick_distribution']
[2025-11-27T19:28:28.444218] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:28.582235] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:28.648845] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.678304] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.706570] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.886749] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.945135] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:28.970465] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:29.100354] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:29.179340] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:29.206370] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:29.234392] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:29.467891] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:29.470422] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:29.498810] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:29.539945] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:29.738550] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:29.762872] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:29.766154] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:29.973378] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:29.973692] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:28:29.974553] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 809/1890 | Remaining: 1081 | Rate: 86.5/min
[2025-11-27T19:28:29.974730] [INFO ] [CONFIGURE ] BMBL: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:28:29.974834] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-27T19:28:30.016666] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:30.031223] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:30.065191] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:30.294802] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:30.295103] [INFO ] [CONFIGURE ] BZ: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:28:30.295883] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 810/1890 | Remaining: 1080 | Rate: 86.6/min
[2025-11-27T19:28:30.295999] [INFO ] [CONFIGURE ] BZ: Testing feature 21/29: add_range_position
[2025-11-27T19:28:30.296099] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-27T19:28:30.301620] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:30.313352] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:30.360956] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:30.569332] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:30.577861] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:30.660647] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:30.662212] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:30.662401] [INFO ] [CONFIGURE ] BTE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:28:30.663146] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 811/1890 | Remaining: 1079 | Rate: 86.6/min
[2025-11-27T19:28:30.663234] [INFO ] [CONFIGURE ] BTE: Testing feature 28/29: add_volume_profile
[2025-11-27T19:28:30.663282] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-27T19:28:30.842153] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:30.864560] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:30.944065] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:31.001101] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:31.116692] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:31.139269] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:28:31.139599] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:28:31.140467] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 812/1890 | Remaining: 1078 | Rate: 86.6/min
[2025-11-27T19:28:31.140620] [INFO ] [CONFIGURE ] BTMD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:28:31.140724] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-27T19:28:31.227076] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:31.352109] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:31.392350] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:31.410265] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:31.508926] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:31.679631] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:31.682937] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:31.699388] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:31.791924] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:31.958326] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:31.962218] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:32.039622] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:32.079279] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:32.230471] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:32.242492] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:32.362552] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:32.379898] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:32.497047] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:32.516919] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:32.648135] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:32.718698] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:32.764347] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:32.796568] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:32.931797] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:33.033734] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:33.067177] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:33.074173] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:33.074318] [INFO ] [CONFIGURE ] BZ: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:28:33.075057] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 813/1890 | Remaining: 1077 | Rate: 86.4/min
[2025-11-27T19:28:33.075132] [INFO ] [CONFIGURE ] BZ: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:28:33.075179] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-27T19:28:33.221779] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:33.304672] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:33.410885] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:33.422795] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:33.423095] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:28:33.423925] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 814/1890 | Remaining: 1076 | Rate: 86.5/min
[2025-11-27T19:28:33.424049] [INFO ] [CONFIGURE ] BMBL: Testing feature 24/29: add_rsi
[2025-11-27T19:28:33.424152] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-27T19:28:33.508443] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:33.508741] [INFO ] [CONFIGURE ] BTE: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:28:33.509525] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 815/1890 | Remaining: 1075 | Rate: 86.6/min
[2025-11-27T19:28:33.509648] [INFO ] [CONFIGURE ] BTE: Testing feature 29/29: add_vwap
[2025-11-27T19:28:33.509740] [INFO ] [CONFIGURE ] BTE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_vwap']
[2025-11-27T19:28:33.575460] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:33.755077] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:33.794935] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:33.814290] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:33.842318] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:33.842617] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:28:33.843372] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 816/1890 | Remaining: 1074 | Rate: 86.6/min
[2025-11-27T19:28:33.843480] [INFO ] [CONFIGURE ] BTMD: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:28:33.843570] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-27T19:28:34.080810] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:34.095274] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:34.125173] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:34.209551] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:34.365938] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:34.405980] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:34.436513] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:34.601555] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:34.654324] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:34.688860] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:34.779926] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:34.947417] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:34.972270] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:34.996437] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:35.130211] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:35.237721] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:35.255419] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:35.389299] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:28:35.476345] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:35.528594] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:35.539188] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:35.791529] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:35.819236] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:35.824242] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:35.827283] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:36.108790] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:36.112445] [DEBUG] [FORECASTER] BTE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:28:36.174604] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:36.180525] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:36.394794] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:36.404486] [DEBUG] [FORECASTER] BTE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:36.404792] [INFO ] [CONFIGURE ] BTE: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:28:36.405548] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 817/1890 | Remaining: 1073 | Rate: 86.4/min
[2025-11-27T19:28:36.405676] [INFO ] [CONFIGURE ] BTE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:28:36.405766] [INFO ] [CONFIGURE ] BTE: Best accuracy: 80.00%
[2025-11-27T19:28:36.405853] [INFO ] [CONFIGURE ] BTE: Best feature set (2 features): ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:28:36.405938] [INFO ] [CONFIGURE ] BTE: Improvement over baseline: 20.00%
[2025-11-27T19:28:36.406020] [INFO ] [CONFIGURE ] BTE: Total time: 1.4 minutes
[2025-11-27T19:28:36.406101] [INFO ] [CONFIGURE ] BTE: Average time per feature: 2.8 seconds
[2025-11-27T19:28:36.406183] [INFO ] [CONFIGURE ] BTE: Average speed: 0.35 features/sec
[2025-11-27T19:28:36.406439] [INFO ] [LOCAL     ] Saved configuration for BTE: 2 features, 80.00% accuracy -> ./output/feature-sets/BTE.json
[2025-11-27T19:28:36.406540] [INFO ] [CONFIGURE ] BTE: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-27T19:28:36.409645] [INFO ] [sig       ] [25/63] BTE OK in 1m 24s. ETA: 14m 23s. Rate: 2.6 sym/min
[2025-11-27T19:28:36.412023] [INFO ] [CONFIGURE ] CBSH: Configurate test run.
[2025-11-27T19:28:36.412141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-11-27T19:28:36.486912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-11-27T19:28:36.487425] [INFO ] [CONFIGURE ] CBSH: Testing with 29 available features
[2025-11-27T19:28:36.487724] [INFO ] [CONFIGURE ] CBSH: Establishing baseline with no features...
[2025-11-27T19:28:36.523784] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:36.523937] [INFO ] [CONFIGURE ] BZ: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:28:36.524660] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 818/1890 | Remaining: 1072 | Rate: 86.4/min
[2025-11-27T19:28:36.524719] [INFO ] [CONFIGURE ] BZ: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:28:36.524755] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-27T19:28:36.589968] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:36.663456] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:36.682841] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:28:36.683148] [INFO ] [CONFIGURE ] BTMD: KEPT add_volume_price_divergence (score: 80.00%)
[2025-11-27T19:28:36.683993] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 819/1890 | Remaining: 1071 | Rate: 86.5/min
[2025-11-27T19:28:36.684116] [INFO ] [CONFIGURE ] BTMD: Testing feature 28/29: add_volume_profile
[2025-11-27T19:28:36.684210] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_price_divergence', 'add_volume_profile']
[2025-11-27T19:28:36.776747] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:36.837441] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:36.990289] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:36.996461] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:37.010811] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:37.030993] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:37.186799] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:37.287095] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:37.310831] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:37.362772] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:37.387466] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:37.387769] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_rsi (score: 40.00%)
[2025-11-27T19:28:37.388593] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 820/1890 | Remaining: 1070 | Rate: 86.5/min
[2025-11-27T19:28:37.388713] [INFO ] [CONFIGURE ] BMBL: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:28:37.388814] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-27T19:28:37.538993] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:37.539463] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:37.621695] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:37.716698] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:37.717097] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:37.792986] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:37.894407] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:37.936401] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:38.047956] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:38.049151] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:38.074874] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:38.247339] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:38.254353] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:38.254655] [INFO ] [CONFIGURE ] CBSH: Baseline score (no features): 60.00%
[2025-11-27T19:28:38.255078] [INFO ] [CONFIGURE ] CBSH: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:28:38.255184] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:28:38.303628] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:38.384245] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:38.473963] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:38.558200] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:38.558702] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:38.689089] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:38.717967] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:38.820315] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:38.871021] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:38.907757] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:39.053917] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:39.077966] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:39.078307] [INFO ] [CONFIGURE ] BZ: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:28:39.079199] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 822/1890 | Remaining: 1068 | Rate: 86.5/min
[2025-11-27T19:28:39.079317] [INFO ] [CONFIGURE ] BZ: Testing feature 24/29: add_rsi
[2025-11-27T19:28:39.079419] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-27T19:28:39.124769] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:39.186127] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:39.343984] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:39.385625] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:39.389959] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:39.502213] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:39.564116] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:39.689188] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:39.716926] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:39.783710] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:39.822080] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:28:39.822354] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:28:39.823132] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 823/1890 | Remaining: 1067 | Rate: 86.5/min
[2025-11-27T19:28:39.823244] [INFO ] [CONFIGURE ] BTMD: Testing feature 29/29: add_vwap
[2025-11-27T19:28:39.823335] [INFO ] [CONFIGURE ] BTMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_price_divergence', 'add_vwap']
[2025-11-27T19:28:40.010076] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:40.016757] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:40.044055] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:40.143711] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:40.234175] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:40.330312] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:40.384852] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:40.457528] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:40.457819] [INFO ] [CONFIGURE ] CBSH: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-27T19:28:40.458617] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 824/1890 | Remaining: 1066 | Rate: 86.5/min
[2025-11-27T19:28:40.458727] [INFO ] [CONFIGURE ] CBSH: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:28:40.458817] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:28:40.459292] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:40.637805] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:40.723076] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:40.727500] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:40.727688] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:28:40.728551] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 825/1890 | Remaining: 1065 | Rate: 86.5/min
[2025-11-27T19:28:40.728686] [INFO ] [CONFIGURE ] BMBL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:28:40.728738] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-27T19:28:40.784515] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:40.945370] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:40.988157] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:41.060367] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:41.096305] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:41.248742] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:41.253114] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:41.390845] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:41.409205] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:41.518478] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:41.556389] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:41.719308] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:28:41.727196] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:41.784724] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:41.866142] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:42.033611] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:42.053395] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:42.069454] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:42.174307] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:42.174604] [INFO ] [CONFIGURE ] BZ: DISCARDED add_rsi (score: 20.00%)
[2025-11-27T19:28:42.175439] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 826/1890 | Remaining: 1064 | Rate: 86.4/min
[2025-11-27T19:28:42.175553] [INFO ] [CONFIGURE ] BZ: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:28:42.175677] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-27T19:28:42.319779] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:42.359758] [DEBUG] [FORECASTER] BTMD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:42.411506] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:28:42.420337] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:42.588416] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:42.662509] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:42.702431] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:42.752063] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:42.859050] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:42.908350] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:43.027341] [DEBUG] [FORECASTER] BTMD: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:28:43.027663] [INFO ] [CONFIGURE ] BTMD: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:28:43.028478] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 827/1890 | Remaining: 1063 | Rate: 86.4/min
[2025-11-27T19:28:43.028625] [INFO ] [CONFIGURE ] BTMD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:28:43.028745] [INFO ] [CONFIGURE ] BTMD: Best accuracy: 80.00%
[2025-11-27T19:28:43.028847] [INFO ] [CONFIGURE ] BTMD: Best feature set (3 features): ['add_bollinger_bands', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-27T19:28:43.028937] [INFO ] [CONFIGURE ] BTMD: Improvement over baseline: 50.00%
[2025-11-27T19:28:43.029021] [INFO ] [CONFIGURE ] BTMD: Total time: 1.4 minutes
[2025-11-27T19:28:43.029107] [INFO ] [CONFIGURE ] BTMD: Average time per feature: 2.8 seconds
[2025-11-27T19:28:43.029195] [INFO ] [CONFIGURE ] BTMD: Average speed: 0.35 features/sec
[2025-11-27T19:28:43.029482] [INFO ] [LOCAL     ] Saved configuration for BTMD: 3 features, 80.00% accuracy -> ./output/feature-sets/BTMD.json
[2025-11-27T19:28:43.029606] [INFO ] [CONFIGURE ] BTMD: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-27T19:28:43.030134] [INFO ] [sig       ] [26/63] BTMD OK in 1m 24s. ETA: 13m 37s. Rate: 2.7 sym/min
[2025-11-27T19:28:43.031629] [INFO ] [CONFIGURE ] CCNE: Configurate test run.
[2025-11-27T19:28:43.031747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-11-27T19:28:43.043774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-11-27T19:28:43.044222] [INFO ] [CONFIGURE ] CCNE: Testing with 29 available features
[2025-11-27T19:28:43.044329] [INFO ] [CONFIGURE ] CCNE: Establishing baseline with no features...
[2025-11-27T19:28:43.103375] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:43.135411] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:43.135641] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-27T19:28:43.137078] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 828/1890 | Remaining: 1062 | Rate: 86.5/min
[2025-11-27T19:28:43.137193] [INFO ] [CONFIGURE ] CBSH: Testing feature 3/29: add_daily_returns
[2025-11-27T19:28:43.137282] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:28:43.154826] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:43.239426] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:43.365612] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:43.398857] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:43.421192] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:43.453428] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:43.593966] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:43.609158] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:43.644002] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:43.795293] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:43.799607] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:43.825832] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:43.892469] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:43.981044] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:44.055859] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:44.139344] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:44.148856] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:44.149176] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-27T19:28:44.150012] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 829/1890 | Remaining: 1061 | Rate: 86.5/min
[2025-11-27T19:28:44.150136] [INFO ] [CONFIGURE ] BMBL: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:28:44.150237] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-27T19:28:44.165494] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:44.286700] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:44.353545] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:44.389648] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:44.509642] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:44.516415] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:44.542311] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:44.639502] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:44.639809] [INFO ] [CONFIGURE ] BZ: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-27T19:28:44.640698] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 830/1890 | Remaining: 1060 | Rate: 86.5/min
[2025-11-27T19:28:44.640813] [INFO ] [CONFIGURE ] BZ: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:28:44.640911] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-27T19:28:44.732480] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:44.748637] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:44.865384] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:44.897733] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:44.921027] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:44.921278] [INFO ] [CONFIGURE ] CCNE: Baseline score (no features): 70.00%
[2025-11-27T19:28:44.921759] [INFO ] [CONFIGURE ] CCNE: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:28:44.921874] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:28:44.982190] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:45.151389] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:45.158396] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:45.214141] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:45.224054] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:45.379063] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:45.418536] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:45.448908] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:45.449183] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:28:45.449968] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 832/1890 | Remaining: 1058 | Rate: 86.6/min
[2025-11-27T19:28:45.450077] [INFO ] [CONFIGURE ] CBSH: Testing feature 4/29: add_ema
[2025-11-27T19:28:45.450166] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:28:45.583102] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:45.603727] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:45.677215] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:45.717734] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:45.819317] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:45.940923] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:45.940833] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:28:45.984307] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:46.035120] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:46.197033] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:46.251361] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:46.252899] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:46.296273] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:46.453657] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:46.470666] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:46.522225] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:46.665130] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:46.694819] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:46.713046] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:46.793900] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:46.913118] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:46.977742] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:47.022071] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:47.062684] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:47.132962] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:47.133246] [INFO ] [CONFIGURE ] CCNE: KEPT add_bollinger_bands (score: 90.00%)
[2025-11-27T19:28:47.134034] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 833/1890 | Remaining: 1057 | Rate: 86.4/min
[2025-11-27T19:28:47.134147] [INFO ] [CONFIGURE ] CCNE: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:28:47.134240] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:28:47.237864] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:47.238167] [INFO ] [CONFIGURE ] BZ: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:28:47.239090] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 834/1890 | Remaining: 1056 | Rate: 86.5/min
[2025-11-27T19:28:47.239208] [INFO ] [CONFIGURE ] BZ: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:28:47.239330] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-27T19:28:47.332425] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:47.383313] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:47.402161] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:47.509246] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:47.605635] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:47.674641] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:47.750044] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:47.750370] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-27T19:28:47.751375] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 835/1890 | Remaining: 1055 | Rate: 86.5/min
[2025-11-27T19:28:47.751497] [INFO ] [CONFIGURE ] BMBL: Testing feature 28/29: add_volume_profile
[2025-11-27T19:28:47.751612] [INFO ] [CONFIGURE ] BMBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-27T19:28:47.777631] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:47.880239] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:47.944616] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:48.045326] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:48.087632] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:48.152004] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:48.152281] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:28:48.153057] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 836/1890 | Remaining: 1054 | Rate: 86.6/min
[2025-11-27T19:28:48.153169] [INFO ] [CONFIGURE ] CBSH: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:28:48.153259] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:28:48.214421] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:48.314953] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:48.425026] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:48.425567] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:48.487518] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:48.585171] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:48.702306] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:48.760490] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:48.761870] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:48.858478] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:48.979709] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:49.038746] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:49.099203] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:49.130589] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:49.254836] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:49.312476] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:49.407326] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:49.438279] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:49.531049] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:49.586152] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:49.684403] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:49.774567] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:49.805487] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:49.857241] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:49.857522] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_cumulative_delta (score: 90.00%)
[2025-11-27T19:28:49.858338] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 837/1890 | Remaining: 1053 | Rate: 86.4/min
[2025-11-27T19:28:49.858447] [INFO ] [CONFIGURE ] CCNE: Testing feature 3/29: add_daily_returns
[2025-11-27T19:28:49.858537] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:28:49.960962] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:49.961150] [INFO ] [CONFIGURE ] BZ: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:28:49.961990] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 838/1890 | Remaining: 1052 | Rate: 86.5/min
[2025-11-27T19:28:49.962185] [INFO ] [CONFIGURE ] BZ: Testing feature 28/29: add_volume_profile
[2025-11-27T19:28:49.962288] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-27T19:28:50.085301] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:50.095534] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:50.116812] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:28:50.240988] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:50.329919] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:50.361247] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:50.482167] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:50.500838] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:50.562927] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:50.640495] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:50.761562] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:50.796121] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:50.821074] [DEBUG] [FORECASTER] BMBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:50.918035] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:50.918347] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:28:50.919113] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 839/1890 | Remaining: 1051 | Rate: 86.5/min
[2025-11-27T19:28:50.919219] [INFO ] [CONFIGURE ] CBSH: Testing feature 6/29: add_failed_moves
[2025-11-27T19:28:50.919309] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:28:51.028260] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:51.036453] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:51.145068] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:51.163623] [DEBUG] [FORECASTER] BMBL: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:28:51.163799] [INFO ] [CONFIGURE ] BMBL: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:28:51.164673] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 840/1890 | Remaining: 1050 | Rate: 86.5/min
[2025-11-27T19:28:51.164794] [INFO ] [CONFIGURE ] BMBL: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:28:51.164842] [INFO ] [CONFIGURE ] BMBL: Best accuracy: 60.00%
[2025-11-27T19:28:51.164938] [INFO ] [CONFIGURE ] BMBL: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:28:51.165031] [INFO ] [CONFIGURE ] BMBL: Improvement over baseline: 40.00%
[2025-11-27T19:28:51.165075] [INFO ] [CONFIGURE ] BMBL: Total time: 1.6 minutes
[2025-11-27T19:28:51.165162] [INFO ] [CONFIGURE ] BMBL: Average time per feature: 3.5 seconds
[2025-11-27T19:28:51.165252] [INFO ] [CONFIGURE ] BMBL: Average speed: 0.30 features/sec
[2025-11-27T19:28:51.165477] [INFO ] [LOCAL     ] Saved configuration for BMBL: 4 features, 60.00% accuracy -> ./output/feature-sets/BMBL.json
[2025-11-27T19:28:51.165599] [INFO ] [CONFIGURE ] BMBL: Configuration saved successfully: 4 features, 60.00% accuracy.
[2025-11-27T19:28:51.166197] [INFO ] [sig       ] [27/63] BMBL OK in 1m 39s. ETA: 12m 57s. Rate: 2.8 sym/min
[2025-11-27T19:28:51.169434] [INFO ] [CONFIGURE ] CLX: Configurate test run.
[2025-11-27T19:28:51.169560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-11-27T19:28:51.180766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-11-27T19:28:51.181181] [INFO ] [CONFIGURE ] CLX: Testing with 29 available features
[2025-11-27T19:28:51.181271] [INFO ] [CONFIGURE ] CLX: Establishing baseline with no features...
[2025-11-27T19:28:51.269141] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:51.294685] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:51.356919] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:51.364899] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:51.502988] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:51.529196] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:51.560334] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:51.589975] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:51.704494] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:51.736622] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:51.815449] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:51.833844] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:51.881629] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:51.973488] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:52.040334] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:52.056289] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:52.101894] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:52.209697] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:52.209990] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:28:52.210804] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 841/1890 | Remaining: 1049 | Rate: 86.5/min
[2025-11-27T19:28:52.210933] [INFO ] [CONFIGURE ] CCNE: Testing feature 4/29: add_ema
[2025-11-27T19:28:52.211026] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:28:52.231613] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:52.274910] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:52.370427] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:52.407010] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:52.494553] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:52.509708] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:52.582946] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:52.636450] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:52.636763] [INFO ] [CONFIGURE ] BZ: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:28:52.637679] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 842/1890 | Remaining: 1048 | Rate: 86.5/min
[2025-11-27T19:28:52.637794] [INFO ] [CONFIGURE ] BZ: Testing feature 29/29: add_vwap
[2025-11-27T19:28:52.637895] [INFO ] [CONFIGURE ] BZ: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance', 'add_vwap']
[2025-11-27T19:28:52.750113] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:52.760597] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:52.782144] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:52.907875] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:52.937002] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:52.937281] [INFO ] [CONFIGURE ] CLX: Baseline score (no features): 40.00%
[2025-11-27T19:28:52.937741] [INFO ] [CONFIGURE ] CLX: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:28:52.937853] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:28:52.990320] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:53.066645] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.155948] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.183952] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:53.230388] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:53.230678] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:28:53.231607] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 844/1890 | Remaining: 1046 | Rate: 86.6/min
[2025-11-27T19:28:53.231745] [INFO ] [CONFIGURE ] CBSH: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:28:53.231860] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:28:53.350975] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:53.374836] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.449804] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:28:53.464647] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.595196] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.636709] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.695528] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:53.719983] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.816489] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.910106] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:53.928018] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:53.994260] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.036947] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:54.160255] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:54.179189] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:54.256920] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:54.262875] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.387532] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:54.449861] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.477467] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.546058] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:54.609467] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.696934] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.720841] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:54.824067] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.832754] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.918212] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:54.996051] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:54.996300] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:28:54.997087] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 845/1890 | Remaining: 1045 | Rate: 86.5/min
[2025-11-27T19:28:54.997199] [INFO ] [CONFIGURE ] CCNE: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:28:54.997289] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:28:55.058924] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:55.106291] [DEBUG] [FORECASTER] BZ: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:55.143706] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:28:55.144003] [INFO ] [CONFIGURE ] CLX: KEPT add_bollinger_bands (score: 70.00%)
[2025-11-27T19:28:55.144805] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 846/1890 | Remaining: 1044 | Rate: 86.6/min
[2025-11-27T19:28:55.144923] [INFO ] [CONFIGURE ] CLX: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:28:55.145022] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:28:55.270507] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:55.284122] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:55.382767] [DEBUG] [FORECASTER] BZ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:55.383082] [INFO ] [CONFIGURE ] BZ: DISCARDED add_vwap (score: 30.00%)
[2025-11-27T19:28:55.383980] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 847/1890 | Remaining: 1043 | Rate: 86.6/min
[2025-11-27T19:28:55.384097] [INFO ] [CONFIGURE ] BZ: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:28:55.384200] [INFO ] [CONFIGURE ] BZ: Best accuracy: 70.00%
[2025-11-27T19:28:55.384298] [INFO ] [CONFIGURE ] BZ: Best feature set (2 features): ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-27T19:28:55.384393] [INFO ] [CONFIGURE ] BZ: Improvement over baseline: 20.00%
[2025-11-27T19:28:55.384492] [INFO ] [CONFIGURE ] BZ: Total time: 1.3 minutes
[2025-11-27T19:28:55.384601] [INFO ] [CONFIGURE ] BZ: Average time per feature: 2.6 seconds
[2025-11-27T19:28:55.384660] [INFO ] [CONFIGURE ] BZ: Average speed: 0.39 features/sec
[2025-11-27T19:28:55.384859] [INFO ] [LOCAL     ] Saved configuration for BZ: 2 features, 70.00% accuracy -> ./output/feature-sets/BZ.json
[2025-11-27T19:28:55.384910] [INFO ] [CONFIGURE ] BZ: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-27T19:28:55.385433] [INFO ] [sig       ] [28/63] BZ OK in 1m 17s. ETA: 12m 13s. Rate: 2.9 sym/min
[2025-11-27T19:28:55.388756] [INFO ] [CONFIGURE ] CMS: Configurate test run.
[2025-11-27T19:28:55.388886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-11-27T19:28:55.399812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-11-27T19:28:55.400207] [INFO ] [CONFIGURE ] CMS: Testing with 29 available features
[2025-11-27T19:28:55.400322] [INFO ] [CONFIGURE ] CMS: Establishing baseline with no features...
[2025-11-27T19:28:55.416000] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:55.509063] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:55.509238] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:28:55.510090] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 848/1890 | Remaining: 1042 | Rate: 86.7/min
[2025-11-27T19:28:55.510206] [INFO ] [CONFIGURE ] CBSH: Testing feature 8/29: add_macd
[2025-11-27T19:28:55.510297] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:28:55.540341] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:55.588156] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:55.688152] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:55.770594] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:55.808327] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:55.832231] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:55.950202] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:28:55.963035] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:56.083903] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:56.129951] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:28:56.151707] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:56.241617] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:56.314175] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:56.367224] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:56.472149] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:56.508687] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:56.516419] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:56.640375] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:56.688928] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:56.793391] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:56.808756] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:56.866983] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:28:56.914234] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.044137] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.069000] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.150685] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:28:57.183969] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:28:57.221282] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.221588] [INFO ] [CONFIGURE ] CMS: Baseline score (no features): 30.00%
[2025-11-27T19:28:57.222035] [INFO ] [CONFIGURE ] CMS: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:28:57.222145] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:28:57.345773] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.442607] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:57.459293] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.488782] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.624943] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.663989] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:28:57.731635] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.731921] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:28:57.732699] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 850/1890 | Remaining: 1040 | Rate: 86.6/min
[2025-11-27T19:28:57.732808] [INFO ] [CONFIGURE ] CCNE: Testing feature 6/29: add_failed_moves
[2025-11-27T19:28:57.732899] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:28:57.834288] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.888523] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.913831] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:57.914148] [INFO ] [CONFIGURE ] CLX: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:28:57.914965] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 851/1890 | Remaining: 1039 | Rate: 86.7/min
[2025-11-27T19:28:57.915090] [INFO ] [CONFIGURE ] CLX: Testing feature 3/29: add_daily_returns
[2025-11-27T19:28:57.915192] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:28:57.958770] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:58.112826] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:28:58.157565] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:28:58.182823] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:28:58.187200] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:58.339359] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:58.394350] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:58.410699] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:58.527439] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:58.564065] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:58.630312] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:58.634896] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:28:58.791351] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:28:58.859362] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:58.870017] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:58.870318] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:28:58.871198] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 852/1890 | Remaining: 1038 | Rate: 86.6/min
[2025-11-27T19:28:58.871318] [INFO ] [CONFIGURE ] CBSH: Testing feature 9/29: add_mfi
[2025-11-27T19:28:58.871421] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:28:58.878031] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:59.021529] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:28:59.089181] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:28:59.117054] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:28:59.119202] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:28:59.252874] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:28:59.319877] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:28:59.356421] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:28:59.360741] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:28:59.483598] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:28:59.483909] [INFO ] [CONFIGURE ] CMS: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:28:59.484806] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 853/1890 | Remaining: 1037 | Rate: 86.6/min
[2025-11-27T19:28:59.484923] [INFO ] [CONFIGURE ] CMS: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:28:59.485024] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:28:59.545598] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:59.595544] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:28:59.605807] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:28:59.720959] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:28:59.775675] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:28:59.831543] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:28:59.847980] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:28:59.958593] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:00.005862] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:00.006133] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-27T19:29:00.006896] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 854/1890 | Remaining: 1036 | Rate: 86.7/min
[2025-11-27T19:29:00.007004] [INFO ] [CONFIGURE ] CCNE: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:29:00.007098] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:29:00.072017] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:00.097235] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:00.222681] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:29:00.234258] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:00.311514] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:00.311815] [INFO ] [CONFIGURE ] CLX: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:29:00.312618] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 855/1890 | Remaining: 1035 | Rate: 86.7/min
[2025-11-27T19:29:00.312737] [INFO ] [CONFIGURE ] CLX: Testing feature 4/29: add_ema
[2025-11-27T19:29:00.312789] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:29:00.345732] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:00.454820] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:29:00.469705] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:00.586749] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:00.598510] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:00.692527] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:00.713555] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:00.939313] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:00.969907] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:00.981078] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:01.006523] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:01.237947] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:01.268440] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:01.402835] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:01.432139] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:01.512957] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:01.513122] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:29:01.513852] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 856/1890 | Remaining: 1034 | Rate: 86.7/min
[2025-11-27T19:29:01.513911] [INFO ] [CONFIGURE ] CBSH: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:29:01.513955] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:29:01.567184] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:01.642034] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:01.785228] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:01.826073] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:01.858467] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:01.903804] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:02.017697] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:02.135293] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:02.136591] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:02.149926] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:02.150215] [INFO ] [CONFIGURE ] CMS: KEPT add_cumulative_delta (score: 40.00%)
[2025-11-27T19:29:02.151102] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 857/1890 | Remaining: 1033 | Rate: 86.7/min
[2025-11-27T19:29:02.151210] [INFO ] [CONFIGURE ] CMS: Testing feature 3/29: add_daily_returns
[2025-11-27T19:29:02.151303] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:29:02.250791] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:02.414057] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:02.418634] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:02.440775] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:02.485746] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:02.674382] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:02.701562] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:02.721982] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:02.722292] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:29:02.723201] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 858/1890 | Remaining: 1032 | Rate: 86.7/min
[2025-11-27T19:29:02.723322] [INFO ] [CONFIGURE ] CCNE: Testing feature 8/29: add_macd
[2025-11-27T19:29:02.723416] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:29:02.755987] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:02.936283] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:29:02.988069] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:03.067857] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:03.077087] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:03.195511] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:29:03.269174] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:03.269477] [INFO ] [CONFIGURE ] CLX: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:29:03.270286] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 859/1890 | Remaining: 1031 | Rate: 86.7/min
[2025-11-27T19:29:03.270420] [INFO ] [CONFIGURE ] CLX: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:29:03.270521] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:29:03.387954] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:03.401871] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:03.440617] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:03.544882] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:03.699212] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:03.700093] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:03.726786] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:03.821446] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:03.964645] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:04.011215] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:04.049846] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:04.099017] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:04.228019] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:04.327954] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:04.371815] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:04.374762] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:04.490412] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:04.646530] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:04.646887] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:29:04.647719] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 860/1890 | Remaining: 1030 | Rate: 86.6/min
[2025-11-27T19:29:04.647840] [INFO ] [CONFIGURE ] CBSH: Testing feature 11/29: add_obv_daily
[2025-11-27T19:29:04.647941] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:29:04.652037] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:04.701262] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:04.753983] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:04.754293] [INFO ] [CONFIGURE ] CMS: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-27T19:29:04.755170] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 861/1890 | Remaining: 1029 | Rate: 86.7/min
[2025-11-27T19:29:04.755281] [INFO ] [CONFIGURE ] CMS: Testing feature 4/29: add_ema
[2025-11-27T19:29:04.755376] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:29:04.897636] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:04.934427] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:05.031381] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:05.060915] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:05.148725] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:05.218595] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:05.357811] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:05.387022] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:05.400176] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:05.499814] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:05.647626] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:29:05.650226] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:05.722294] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:05.781255] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:05.902170] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:05.950307] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:29:06.055137] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:06.055449] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:29:06.056243] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 862/1890 | Remaining: 1028 | Rate: 86.6/min
[2025-11-27T19:29:06.056362] [INFO ] [CONFIGURE ] CCNE: Testing feature 9/29: add_mfi
[2025-11-27T19:29:06.056418] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:29:06.064916] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:06.065219] [INFO ] [CONFIGURE ] CLX: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:29:06.066034] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 863/1890 | Remaining: 1027 | Rate: 86.7/min
[2025-11-27T19:29:06.066149] [INFO ] [CONFIGURE ] CLX: Testing feature 6/29: add_failed_moves
[2025-11-27T19:29:06.066199] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:29:06.153749] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:06.255052] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:06.293707] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:06.300175] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:06.406664] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:06.520632] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:06.535412] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:06.555227] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:06.655812] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:06.749362] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:06.775711] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:06.858382] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:06.906679] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:06.976846] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:07.012987] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:07.160854] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:07.161327] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:07.161648] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:29:07.162410] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 864/1890 | Remaining: 1026 | Rate: 86.6/min
[2025-11-27T19:29:07.162529] [INFO ] [CONFIGURE ] CBSH: Testing feature 12/29: add_obv_interval
[2025-11-27T19:29:07.162645] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-27T19:29:07.205276] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:07.251340] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:07.393091] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:07.442462] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:07.465460] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:07.500939] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:07.627176] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:07.675224] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:07.754664] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:07.772822] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:07.773112] [INFO ] [CONFIGURE ] CMS: DISCARDED add_ema (score: 30.00%)
[2025-11-27T19:29:07.773977] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 865/1890 | Remaining: 1025 | Rate: 86.6/min
[2025-11-27T19:29:07.774094] [INFO ] [CONFIGURE ] CMS: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:29:07.774188] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:29:07.860878] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:07.908959] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:07.989002] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:08.079196] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:08.094678] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:08.140908] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:08.222233] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:08.340973] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:08.379346] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:08.379687] [INFO ] [CONFIGURE ] CLX: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:29:08.380475] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 866/1890 | Remaining: 1024 | Rate: 86.7/min
[2025-11-27T19:29:08.380611] [INFO ] [CONFIGURE ] CLX: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:29:08.380715] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:29:08.388850] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:08.458012] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:08.458351] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_mfi (score: 70.00%)
[2025-11-27T19:29:08.459128] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 867/1890 | Remaining: 1023 | Rate: 86.7/min
[2025-11-27T19:29:08.459254] [INFO ] [CONFIGURE ] CCNE: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:29:08.459347] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:29:08.598263] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:08.612933] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:08.675325] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:29:08.768922] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:08.839897] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:08.840957] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:08.962664] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:09.067881] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:09.074263] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:09.083958] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:09.251668] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:09.295513] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:09.336145] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:09.380165] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:09.517786] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:09.546002] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:09.577706] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:09.578025] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-27T19:29:09.578828] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 868/1890 | Remaining: 1022 | Rate: 86.7/min
[2025-11-27T19:29:09.578946] [INFO ] [CONFIGURE ] CBSH: Testing feature 13/29: add_opening_strength
[2025-11-27T19:29:09.579045] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:29:09.686807] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:09.746850] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:09.845508] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:09.846693] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:09.984602] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:09.998410] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:10.114610] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:10.178190] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:10.214903] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:10.305858] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:10.383654] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:10.449280] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:10.472369] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:10.615220] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:10.652432] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:10.678178] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:10.678444] [INFO ] [CONFIGURE ] CLX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:29:10.679221] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 869/1890 | Remaining: 1021 | Rate: 86.6/min
[2025-11-27T19:29:10.679333] [INFO ] [CONFIGURE ] CLX: Testing feature 8/29: add_macd
[2025-11-27T19:29:10.679423] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:29:10.773931] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:10.774253] [INFO ] [CONFIGURE ] CMS: KEPT add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:29:10.775073] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 870/1890 | Remaining: 1020 | Rate: 86.7/min
[2025-11-27T19:29:10.775197] [INFO ] [CONFIGURE ] CMS: Testing feature 6/29: add_failed_moves
[2025-11-27T19:29:10.775300] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:29:10.926351] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:10.928950] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:29:11.008267] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:11.076682] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:11.208059] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:11.234365] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:11.338249] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:11.377844] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:11.482591] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:11.548168] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:11.548471] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-27T19:29:11.549247] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 871/1890 | Remaining: 1019 | Rate: 86.7/min
[2025-11-27T19:29:11.549360] [INFO ] [CONFIGURE ] CCNE: Testing feature 11/29: add_obv_daily
[2025-11-27T19:29:11.549454] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:29:11.667778] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:11.682242] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:29:11.753164] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:11.814825] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:11.985117] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:11.998292] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:12.024945] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:12.070232] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:12.285929] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:12.296873] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:12.297139] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:29:12.297941] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 872/1890 | Remaining: 1018 | Rate: 86.7/min
[2025-11-27T19:29:12.298060] [INFO ] [CONFIGURE ] CBSH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:29:12.298177] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-27T19:29:12.331333] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:12.335298] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:12.550342] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:12.594297] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:12.596694] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:12.672813] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:12.805924] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:12.849563] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:12.900072] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:13.007822] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:13.060118] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:13.108613] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:13.220100] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:13.313856] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:13.353341] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:13.369567] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:13.518423] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:13.565343] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:29:13.627732] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:13.698556] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:13.818160] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:13.821419] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:13.821746] [INFO ] [CONFIGURE ] CMS: KEPT add_failed_moves (score: 60.00%)
[2025-11-27T19:29:13.822514] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 873/1890 | Remaining: 1017 | Rate: 86.6/min
[2025-11-27T19:29:13.822648] [INFO ] [CONFIGURE ] CMS: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:29:13.822751] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf']
[2025-11-27T19:29:13.892554] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:14.035378] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:14.035662] [INFO ] [CONFIGURE ] CLX: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:29:14.036429] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 874/1890 | Remaining: 1016 | Rate: 86.6/min
[2025-11-27T19:29:14.036537] [INFO ] [CONFIGURE ] CLX: Testing feature 9/29: add_mfi
[2025-11-27T19:29:14.036661] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:29:14.071875] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:14.146306] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:14.150554] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:14.150863] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:29:14.151989] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 875/1890 | Remaining: 1015 | Rate: 86.7/min
[2025-11-27T19:29:14.152116] [INFO ] [CONFIGURE ] CCNE: Testing feature 12/29: add_obv_interval
[2025-11-27T19:29:14.152211] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-27T19:29:14.283123] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:14.353557] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:14.411786] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:14.470362] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:14.568317] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:14.676475] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:14.698074] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:14.819304] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:29:14.854167] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:14.965229] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:15.077288] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:15.077529] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:29:15.078682] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 876/1890 | Remaining: 1014 | Rate: 86.7/min
[2025-11-27T19:29:15.078840] [INFO ] [CONFIGURE ] CBSH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:29:15.078965] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:29:15.152802] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:15.219693] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:29:15.233241] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:15.345217] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:15.418907] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:15.509133] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:15.525596] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:15.575659] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:15.658272] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:15.756477] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:15.802905] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:15.830292] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:15.898135] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:16.003336] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:16.030830] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:16.135859] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:16.137713] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:16.243939] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:16.258530] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:16.377347] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:16.440440] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:16.482090] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:16.489387] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:16.614807] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:16.614984] [INFO ] [CONFIGURE ] CLX: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:29:16.615717] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 877/1890 | Remaining: 1013 | Rate: 86.6/min
[2025-11-27T19:29:16.615877] [INFO ] [CONFIGURE ] CLX: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:29:16.615972] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:29:16.717930] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:16.719263] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:16.719558] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_obv_interval (score: 90.00%)
[2025-11-27T19:29:16.720355] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 878/1890 | Remaining: 1012 | Rate: 86.7/min
[2025-11-27T19:29:16.720468] [INFO ] [CONFIGURE ] CCNE: Testing feature 13/29: add_opening_strength
[2025-11-27T19:29:16.720559] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:29:16.748751] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:16.929886] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:16.946166] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:16.995946] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:17.059041] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:17.059342] [INFO ] [CONFIGURE ] CMS: DISCARDED add_lag_shelf (score: 30.00%)
[2025-11-27T19:29:17.060117] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 879/1890 | Remaining: 1011 | Rate: 86.7/min
[2025-11-27T19:29:17.060234] [INFO ] [CONFIGURE ] CMS: Testing feature 8/29: add_macd
[2025-11-27T19:29:17.060333] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd']
[2025-11-27T19:29:17.174719] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:17.246176] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:17.278624] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:17.407056] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:17.407336] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:29:17.408180] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 880/1890 | Remaining: 1010 | Rate: 86.8/min
[2025-11-27T19:29:17.408286] [INFO ] [CONFIGURE ] CBSH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:29:17.408353] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-27T19:29:17.463706] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:17.557651] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:17.563829] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:17.653322] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:17.836687] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:17.842830] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:17.894390] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:17.896159] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:18.105409] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:18.141266] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:18.212996] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:18.271368] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:18.376708] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:18.385701] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:18.529346] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:18.628463] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:18.657073] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:18.672319] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:18.846865] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:18.872341] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:18.930003] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:19.049235] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:19.117567] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:19.166923] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:19.204838] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:19.363145] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:19.425118] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:19.482838] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:19.483138] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:29:19.483929] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 881/1890 | Remaining: 1009 | Rate: 86.6/min
[2025-11-27T19:29:19.484043] [INFO ] [CONFIGURE ] CCNE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:29:19.484140] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-27T19:29:19.486464] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:19.607129] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:19.738338] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:19.800946] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:19.809669] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:19.809966] [INFO ] [CONFIGURE ] CLX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:29:19.810797] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 882/1890 | Remaining: 1008 | Rate: 86.6/min
[2025-11-27T19:29:19.810915] [INFO ] [CONFIGURE ] CLX: Testing feature 11/29: add_obv_daily
[2025-11-27T19:29:19.811009] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:29:19.854044] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:19.854329] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:29:19.855143] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 883/1890 | Remaining: 1007 | Rate: 86.7/min
[2025-11-27T19:29:19.855260] [INFO ] [CONFIGURE ] CBSH: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:29:19.855314] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-27T19:29:19.996794] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:20.062977] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:20.103428] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:20.180590] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:20.258270] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:20.315868] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:20.344082] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:20.524988] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:20.560555] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:20.568715] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:20.586679] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:20.781292] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:20.820315] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:20.831626] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:20.950719] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:20.951044] [INFO ] [CONFIGURE ] CMS: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:29:20.951860] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 884/1890 | Remaining: 1006 | Rate: 86.6/min
[2025-11-27T19:29:20.951979] [INFO ] [CONFIGURE ] CMS: Testing feature 9/29: add_mfi
[2025-11-27T19:29:20.952081] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi']
[2025-11-27T19:29:21.035150] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:21.071007] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:21.079289] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:29:21.265005] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:21.287940] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:21.323339] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:21.324613] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:21.542169] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:21.572752] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:21.575421] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:21.578935] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:21.795766] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:21.821371] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:21.828949] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:21.899413] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:29:22.050320] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:22.050599] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:29:22.051348] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 885/1890 | Remaining: 1005 | Rate: 86.6/min
[2025-11-27T19:29:22.051456] [INFO ] [CONFIGURE ] CCNE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:29:22.051548] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:29:22.067941] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:22.083635] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:22.214071] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:22.277270] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:22.319959] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:22.320224] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:29:22.321050] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 886/1890 | Remaining: 1004 | Rate: 86.6/min
[2025-11-27T19:29:22.321168] [INFO ] [CONFIGURE ] CBSH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:29:22.321266] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-27T19:29:22.343999] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:22.344321] [INFO ] [CONFIGURE ] CLX: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:29:22.345114] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 887/1890 | Remaining: 1003 | Rate: 86.7/min
[2025-11-27T19:29:22.345229] [INFO ] [CONFIGURE ] CLX: Testing feature 12/29: add_obv_interval
[2025-11-27T19:29:22.345319] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-27T19:29:22.502687] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:22.530724] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:22.541371] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:22.584076] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:22.726979] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:22.764056] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:22.823328] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:22.849746] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:22.951859] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:22.987405] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:23.063953] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:23.176628] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:23.180715] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:23.213901] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:23.312972] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:23.404965] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:23.443101] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:23.499222] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:23.568742] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:23.631903] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:23.669919] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:23.817179] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:23.818205] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:23.859750] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:23.896422] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:24.074441] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:24.090905] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:24.123789] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:24.137787] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:24.138090] [INFO ] [CONFIGURE ] CMS: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:29:24.138886] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 888/1890 | Remaining: 1002 | Rate: 86.6/min
[2025-11-27T19:29:24.139006] [INFO ] [CONFIGURE ] CMS: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:29:24.139108] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:29:24.319860] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:24.320148] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:29:24.320945] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 889/1890 | Remaining: 1001 | Rate: 86.7/min
[2025-11-27T19:29:24.321055] [INFO ] [CONFIGURE ] CCNE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:29:24.321145] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-27T19:29:24.331846] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:24.354202] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:24.523918] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:24.562424] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:24.583310] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:24.583596] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:29:24.584361] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 890/1890 | Remaining: 1000 | Rate: 86.7/min
[2025-11-27T19:29:24.584478] [INFO ] [CONFIGURE ] CBSH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:29:24.584592] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-27T19:29:24.586905] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:24.802195] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:24.803087] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:24.843982] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:24.844296] [INFO ] [CONFIGURE ] CLX: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:29:24.845091] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 891/1890 | Remaining: 999 | Rate: 86.8/min
[2025-11-27T19:29:24.845187] [INFO ] [CONFIGURE ] CLX: Testing feature 13/29: add_opening_strength
[2025-11-27T19:29:24.845261] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:29:24.907461] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:25.024267] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:25.046805] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:25.138050] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:25.244427] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:25.285721] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:25.294391] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:29:25.420289] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:25.461840] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:25.525879] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:25.678734] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:25.680271] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:25.700180] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:25.766320] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:25.901226] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:25.984058] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:26.008235] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:26.065821] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:26.121939] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:26.250032] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:26.264062] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:26.345422] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:26.454382] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:26.491014] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:26.556967] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:26.568023] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:26.735444] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:26.735636] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:29:26.736464] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 892/1890 | Remaining: 998 | Rate: 86.6/min
[2025-11-27T19:29:26.736587] [INFO ] [CONFIGURE ] CCNE: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:29:26.736680] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-27T19:29:26.791351] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:26.791644] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:29:26.792427] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 893/1890 | Remaining: 997 | Rate: 86.7/min
[2025-11-27T19:29:26.792544] [INFO ] [CONFIGURE ] CBSH: Testing feature 20/29: add_price_rejection
[2025-11-27T19:29:26.792655] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-27T19:29:26.842828] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:26.843022] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:26.979435] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:27.033969] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:27.126621] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:27.222681] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:27.232277] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:27.279005] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:27.426173] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:27.467137] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:27.536725] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:27.621375] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:27.710295] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:27.716429] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:27.716718] [INFO ] [CONFIGURE ] CLX: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-27T19:29:27.717520] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 894/1890 | Remaining: 996 | Rate: 86.7/min
[2025-11-27T19:29:27.717650] [INFO ] [CONFIGURE ] CLX: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:29:27.717745] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-27T19:29:27.793994] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:27.955340] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:27.974658] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:28.009056] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:28.009241] [INFO ] [CONFIGURE ] CMS: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:29:28.009990] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 895/1890 | Remaining: 995 | Rate: 86.7/min
[2025-11-27T19:29:28.010166] [INFO ] [CONFIGURE ] CMS: Testing feature 11/29: add_obv_daily
[2025-11-27T19:29:28.010281] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily']
[2025-11-27T19:29:28.039896] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:29:28.201212] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:28.233417] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:28.283733] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:28.338162] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:28.449070] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:28.506480] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:28.543160] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:28.669786] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:28.699658] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:28.775189] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:28.804225] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:28.950265] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:28.996560] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:29.038976] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:29.053603] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:29.203942] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:29.204231] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-11-27T19:29:29.204990] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 896/1890 | Remaining: 994 | Rate: 86.7/min
[2025-11-27T19:29:29.205100] [INFO ] [CONFIGURE ] CCNE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:29:29.205191] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-27T19:29:29.300079] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:29.301329] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:29.301638] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-27T19:29:29.302454] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 897/1890 | Remaining: 993 | Rate: 86.7/min
[2025-11-27T19:29:29.302591] [INFO ] [CONFIGURE ] CBSH: Testing feature 21/29: add_range_position
[2025-11-27T19:29:29.302694] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-27T19:29:29.321516] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:29.430949] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:29.560475] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:29.568464] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:29.647696] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:29.656352] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:29.825370] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:29.842319] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:29.885150] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:29.975425] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:30.100758] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:30.106454] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:30.114768] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:30.303306] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:30.341565] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:30.358472] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:30.358764] [INFO ] [CONFIGURE ] CLX: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:29:30.359528] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 898/1890 | Remaining: 992 | Rate: 86.7/min
[2025-11-27T19:29:30.359653] [INFO ] [CONFIGURE ] CLX: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:29:30.359744] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:29:30.366399] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:30.565586] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:30.592878] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:30.631961] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:30.632494] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:30.790648] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:30.828713] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:30.904921] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:30.963231] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:31.018189] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:31.064625] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:31.170039] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:31.244392] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:31.294850] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:31.295147] [INFO ] [CONFIGURE ] CMS: KEPT add_obv_daily (score: 70.00%)
[2025-11-27T19:29:31.295949] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 899/1890 | Remaining: 991 | Rate: 86.6/min
[2025-11-27T19:29:31.296065] [INFO ] [CONFIGURE ] CMS: Testing feature 12/29: add_obv_interval
[2025-11-27T19:29:31.296116] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval']
[2025-11-27T19:29:31.299490] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:31.435194] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:31.472515] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:31.472707] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:29:31.473424] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 900/1890 | Remaining: 990 | Rate: 86.7/min
[2025-11-27T19:29:31.473487] [INFO ] [CONFIGURE ] CCNE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:29:31.473533] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-27T19:29:31.535487] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:31.639503] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:31.693814] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:31.709056] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:31.769370] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:31.914951] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:31.985965] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:31.988784] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:31.989074] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:29:31.989915] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 901/1890 | Remaining: 989 | Rate: 86.7/min
[2025-11-27T19:29:31.990038] [INFO ] [CONFIGURE ] CBSH: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:29:31.990138] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-27T19:29:32.003541] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:32.139131] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:32.241849] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:32.328880] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:32.329949] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:32.365592] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:32.474946] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:32.592270] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:32.652628] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:32.672093] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:32.714022] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:32.714302] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:29:32.715079] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 902/1890 | Remaining: 988 | Rate: 86.7/min
[2025-11-27T19:29:32.715190] [INFO ] [CONFIGURE ] CLX: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:29:32.715280] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-27T19:29:32.815936] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:32.974985] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:32.996060] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:33.016921] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:33.037520] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:33.226254] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:33.259894] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:33.320902] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:33.363882] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:33.477289] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:33.479858] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:33.651304] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:33.700778] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:33.701040] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:29:33.701846] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 903/1890 | Remaining: 987 | Rate: 86.7/min
[2025-11-27T19:29:33.701954] [INFO ] [CONFIGURE ] CCNE: Testing feature 20/29: add_price_rejection
[2025-11-27T19:29:33.702046] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-27T19:29:33.717603] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:29:33.727210] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:33.949760] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:33.973267] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:34.002985] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:34.066049] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:34.195490] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:34.227416] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:34.334791] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:34.417837] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:34.450677] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:34.475792] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:34.667298] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:34.706480] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:34.725222] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:34.764801] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:34.765095] [INFO ] [CONFIGURE ] CMS: KEPT add_obv_interval (score: 80.00%)
[2025-11-27T19:29:34.765884] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 904/1890 | Remaining: 986 | Rate: 86.6/min
[2025-11-27T19:29:34.766003] [INFO ] [CONFIGURE ] CMS: Testing feature 13/29: add_opening_strength
[2025-11-27T19:29:34.766101] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:29:34.953342] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:34.979570] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:35.000221] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:35.157670] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:35.203115] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:35.233357] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:35.233677] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-27T19:29:35.234444] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 905/1890 | Remaining: 985 | Rate: 86.7/min
[2025-11-27T19:29:35.234559] [INFO ] [CONFIGURE ] CLX: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:29:35.234699] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-27T19:29:35.330489] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:35.330686] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:29:35.331486] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 906/1890 | Remaining: 984 | Rate: 86.8/min
[2025-11-27T19:29:35.331559] [INFO ] [CONFIGURE ] CBSH: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:29:35.331632] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-27T19:29:35.450615] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:35.486673] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:35.551084] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:35.566739] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:35.698878] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:35.740533] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:35.800939] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:35.943227] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:35.945655] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:35.996547] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:36.036010] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:36.194291] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:36.194562] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:29:36.195354] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 907/1890 | Remaining: 983 | Rate: 86.7/min
[2025-11-27T19:29:36.195463] [INFO ] [CONFIGURE ] CCNE: Testing feature 21/29: add_range_position
[2025-11-27T19:29:36.195563] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-27T19:29:36.250420] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:36.270347] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:36.334504] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:36.454173] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:36.506465] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:36.508556] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:36.713143] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:36.729330] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:36.742550] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:36.772023] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:36.972040] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:36.980401] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:37.028498] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:37.123471] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:37.220537] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:37.231081] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:37.285217] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:37.460203] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:37.492525] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:37.521799] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:37.544714] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:37.697327] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:37.697628] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:29:37.698420] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 908/1890 | Remaining: 982 | Rate: 86.6/min
[2025-11-27T19:29:37.698537] [INFO ] [CONFIGURE ] CBSH: Testing feature 24/29: add_rsi
[2025-11-27T19:29:37.698657] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-27T19:29:37.753351] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:37.804121] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:37.804416] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:29:37.805227] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 909/1890 | Remaining: 981 | Rate: 86.7/min
[2025-11-27T19:29:37.805342] [INFO ] [CONFIGURE ] CLX: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:29:37.805437] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-27T19:29:37.919006] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:37.982357] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:38.016126] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:38.038634] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:38.265690] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:38.274345] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:38.279366] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:38.321967] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:38.506913] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:38.542158] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:38.553186] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:38.731328] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:38.731604] [INFO ] [CONFIGURE ] CMS: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:29:38.732394] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 910/1890 | Remaining: 980 | Rate: 86.7/min
[2025-11-27T19:29:38.732513] [INFO ] [CONFIGURE ] CMS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:29:38.732633] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-11-27T19:29:38.739457] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:38.807903] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:38.808201] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:29:38.808995] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 911/1890 | Remaining: 979 | Rate: 86.8/min
[2025-11-27T19:29:38.809111] [INFO ] [CONFIGURE ] CCNE: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:29:38.809200] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-27T19:29:38.839847] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:38.973624] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:39.113918] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:39.127410] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:39.131456] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:39.204031] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:39.411634] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:39.438142] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:39.456569] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:39.495142] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:39.668738] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:39.698559] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:39.777834] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:39.877616] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:39.902601] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:39.989943] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:40.099794] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:40.155456] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:40.155650] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:29:40.156492] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 912/1890 | Remaining: 978 | Rate: 86.7/min
[2025-11-27T19:29:40.156615] [INFO ] [CONFIGURE ] CLX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:29:40.156709] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-27T19:29:40.262810] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:40.280908] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:40.379684] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:40.425773] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:40.571244] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:40.571537] [INFO ] [CONFIGURE ] CBSH: KEPT add_rsi (score: 80.00%)
[2025-11-27T19:29:40.572309] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 913/1890 | Remaining: 977 | Rate: 86.7/min
[2025-11-27T19:29:40.572427] [INFO ] [CONFIGURE ] CBSH: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:29:40.572526] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-11-27T19:29:40.602080] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:40.645313] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:40.753009] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:40.829706] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:40.868189] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.027494] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:41.057721] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.078355] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:41.169525] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.284361] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.403055] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:41.415966] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.465525] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.512288] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.726341] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:41.738765] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:41.761151] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.807540] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:41.960723] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:42.057031] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:42.057318] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:29:42.058166] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 914/1890 | Remaining: 976 | Rate: 86.6/min
[2025-11-27T19:29:42.058282] [INFO ] [CONFIGURE ] CCNE: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:29:42.058378] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-27T19:29:42.059119] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:42.184880] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:42.193136] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:42.296955] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:42.356401] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:42.412047] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:42.412337] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-27T19:29:42.413124] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 915/1890 | Remaining: 975 | Rate: 86.6/min
[2025-11-27T19:29:42.413237] [INFO ] [CONFIGURE ] CLX: Testing feature 20/29: add_price_rejection
[2025-11-27T19:29:42.413330] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-27T19:29:42.534515] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:42.578015] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:42.578343] [INFO ] [CONFIGURE ] CMS: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:29:42.579156] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 916/1890 | Remaining: 974 | Rate: 86.7/min
[2025-11-27T19:29:42.579275] [INFO ] [CONFIGURE ] CMS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:29:42.579374] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-27T19:29:42.658440] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:42.666306] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:42.768711] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:42.919772] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:42.943301] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:42.961057] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:43.015130] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:43.184868] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:43.253920] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:43.262354] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:43.302215] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:43.435440] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:43.497977] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:43.566747] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:43.567033] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:29:43.567839] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 917/1890 | Remaining: 973 | Rate: 86.7/min
[2025-11-27T19:29:43.567961] [INFO ] [CONFIGURE ] CBSH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:29:43.568062] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-11-27T19:29:43.676382] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:43.690038] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:43.739856] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:43.874376] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:43.944731] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:43.977163] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:44.036936] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:44.173867] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:44.201722] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:44.214831] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:44.402677] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:44.452883] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:44.455883] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:44.456170] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:29:44.456970] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 918/1890 | Remaining: 972 | Rate: 86.6/min
[2025-11-27T19:29:44.457082] [INFO ] [CONFIGURE ] CCNE: Testing feature 24/29: add_rsi
[2025-11-27T19:29:44.457172] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-27T19:29:44.478010] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:44.701812] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:44.743057] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:44.771679] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:44.782966] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:44.952309] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:44.952587] [INFO ] [CONFIGURE ] CLX: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:29:44.953338] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 919/1890 | Remaining: 971 | Rate: 86.7/min
[2025-11-27T19:29:44.953450] [INFO ] [CONFIGURE ] CLX: Testing feature 21/29: add_range_position
[2025-11-27T19:29:44.953542] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-27T19:29:45.040442] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:45.091238] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:29:45.134590] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:45.218703] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:45.331312] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:45.395624] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:45.484067] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:45.493420] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:45.628872] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:45.703170] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:45.746944] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:45.859020] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:45.919947] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:46.009275] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:46.013777] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:46.210655] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:46.221664] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:46.221980] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:29:46.222763] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 920/1890 | Remaining: 970 | Rate: 86.6/min
[2025-11-27T19:29:46.222882] [INFO ] [CONFIGURE ] CMS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:29:46.222983] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-27T19:29:46.272839] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:46.323453] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:46.508455] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:46.538232] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:46.596163] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:46.631705] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:46.632010] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:29:46.632804] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 921/1890 | Remaining: 969 | Rate: 86.6/min
[2025-11-27T19:29:46.632924] [INFO ] [CONFIGURE ] CBSH: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:29:46.633024] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-11-27T19:29:46.799874] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:46.812193] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:46.948246] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:46.969933] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:47.064174] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:47.099383] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:47.264894] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:47.327910] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:47.350283] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:47.394703] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:47.394903] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:29:47.395686] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 922/1890 | Remaining: 968 | Rate: 86.6/min
[2025-11-27T19:29:47.395764] [INFO ] [CONFIGURE ] CCNE: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:29:47.395814] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-27T19:29:47.584420] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:47.591144] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:47.591445] [INFO ] [CONFIGURE ] CLX: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:29:47.592266] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 923/1890 | Remaining: 967 | Rate: 86.7/min
[2025-11-27T19:29:47.592379] [INFO ] [CONFIGURE ] CLX: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:29:47.592470] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-27T19:29:47.627753] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:47.724631] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:47.861351] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:47.903873] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:47.913150] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:48.095728] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:48.105874] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:48.221395] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:29:48.237352] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:48.332270] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:48.495471] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:48.540819] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:48.562080] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:48.563420] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:48.796376] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:48.862683] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:48.883508] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:29:48.886529] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:49.025745] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:49.187125] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:49.209070] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:49.257918] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:49.270544] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:49.487140] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:49.512888] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:49.534863] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:49.657931] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:49.718793] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:49.719087] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:29:49.719897] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 924/1890 | Remaining: 966 | Rate: 86.5/min
[2025-11-27T19:29:49.720007] [INFO ] [CONFIGURE ] CCNE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:29:49.720098] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-27T19:29:49.839387] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:49.839700] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-27T19:29:49.840496] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 925/1890 | Remaining: 965 | Rate: 86.6/min
[2025-11-27T19:29:49.840627] [INFO ] [CONFIGURE ] CBSH: Testing feature 28/29: add_volume_profile
[2025-11-27T19:29:49.840728] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-11-27T19:29:49.863664] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:49.955538] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:50.046794] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:50.047088] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-27T19:29:50.047891] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 926/1890 | Remaining: 964 | Rate: 86.6/min
[2025-11-27T19:29:50.048010] [INFO ] [CONFIGURE ] CMS: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:29:50.048064] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_pbf_return_2d']
[2025-11-27T19:29:50.153774] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:50.191614] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:50.193061] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:50.426163] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:50.428870] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:50.462600] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:50.519842] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:50.664328] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:50.771211] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:50.813373] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:50.847414] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:50.847721] [INFO ] [CONFIGURE ] CLX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:29:50.848471] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 927/1890 | Remaining: 963 | Rate: 86.6/min
[2025-11-27T19:29:50.848599] [INFO ] [CONFIGURE ] CLX: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:29:50.848651] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-27T19:29:50.901626] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:51.084262] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:51.087510] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:51.140182] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:51.198667] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:51.320243] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:51.377374] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:51.399002] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:51.556331] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:29:51.579040] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:51.614753] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:51.714354] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:51.793819] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:51.856331] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:51.963851] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:52.026842] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:52.032697] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:52.098303] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:52.098595] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:29:52.099383] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 928/1890 | Remaining: 962 | Rate: 86.6/min
[2025-11-27T19:29:52.099496] [INFO ] [CONFIGURE ] CCNE: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:29:52.099604] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-27T19:29:52.269561] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:52.342042] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:52.343995] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:52.352138] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:52.509538] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:52.607419] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:52.658321] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:52.729969] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:52.753148] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:52.862938] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:52.974448] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:52.974765] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:29:52.975554] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 929/1890 | Remaining: 961 | Rate: 86.5/min
[2025-11-27T19:29:52.975728] [INFO ] [CONFIGURE ] CBSH: Testing feature 29/29: add_vwap
[2025-11-27T19:29:52.975828] [INFO ] [CONFIGURE ] CBSH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_vwap']
[2025-11-27T19:29:53.009715] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:53.108301] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:29:53.115135] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:53.254163] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:53.254463] [INFO ] [CONFIGURE ] CLX: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:29:53.255241] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 930/1890 | Remaining: 960 | Rate: 86.6/min
[2025-11-27T19:29:53.255372] [INFO ] [CONFIGURE ] CLX: Testing feature 24/29: add_rsi
[2025-11-27T19:29:53.255464] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-27T19:29:53.289704] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:53.368130] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:53.489814] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:53.552016] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:29:53.609382] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:53.624677] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:53.849987] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:53.880056] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:53.880337] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:29:53.881147] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 931/1890 | Remaining: 959 | Rate: 86.6/min
[2025-11-27T19:29:53.881262] [INFO ] [CONFIGURE ] CMS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:29:53.881360] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-27T19:29:53.883868] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:53.926562] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:54.142688] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:54.148224] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:54.233769] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:54.246380] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:54.400255] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:54.443617] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:54.565255] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:29:54.582739] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:54.655826] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:54.656129] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:29:54.656916] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 932/1890 | Remaining: 958 | Rate: 86.6/min
[2025-11-27T19:29:54.657027] [INFO ] [CONFIGURE ] CCNE: Testing feature 28/29: add_volume_profile
[2025-11-27T19:29:54.657118] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-27T19:29:54.739424] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:54.882991] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:54.902106] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:54.934023] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:55.040208] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:55.148868] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:55.202163] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:55.287449] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:55.335591] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:55.394309] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:55.523181] [DEBUG] [FORECASTER] CBSH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:55.634941] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:55.639637] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:55.642628] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:55.843499] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:55.885570] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:55.938270] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:55.993078] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:56.135850] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:29:56.168700] [DEBUG] [FORECASTER] CBSH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:56.169024] [INFO ] [CONFIGURE ] CBSH: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:29:56.169802] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 933/1890 | Remaining: 957 | Rate: 86.5/min
[2025-11-27T19:29:56.169919] [INFO ] [CONFIGURE ] CBSH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:29:56.170008] [INFO ] [CONFIGURE ] CBSH: Best accuracy: 80.00%
[2025-11-27T19:29:56.170096] [INFO ] [CONFIGURE ] CBSH: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-27T19:29:56.170180] [INFO ] [CONFIGURE ] CBSH: Improvement over baseline: 20.00%
[2025-11-27T19:29:56.170263] [INFO ] [CONFIGURE ] CBSH: Total time: 1.3 minutes
[2025-11-27T19:29:56.170344] [INFO ] [CONFIGURE ] CBSH: Average time per feature: 2.7 seconds
[2025-11-27T19:29:56.170428] [INFO ] [CONFIGURE ] CBSH: Average speed: 0.37 features/sec
[2025-11-27T19:29:56.170734] [INFO ] [LOCAL     ] Saved configuration for CBSH: 3 features, 80.00% accuracy -> ./output/feature-sets/CBSH.json
[2025-11-27T19:29:56.170837] [INFO ] [CONFIGURE ] CBSH: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-11-27T19:29:56.171657] [INFO ] [sig       ] [29/63] CBSH OK in 1m 20s. ETA: 12m 39s. Rate: 2.7 sym/min
[2025-11-27T19:29:56.176350] [INFO ] [CONFIGURE ] COYA: Configurate test run.
[2025-11-27T19:29:56.176405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-11-27T19:29:56.237081] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:56.237234] [INFO ] [CONFIGURE ] CLX: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:29:56.237994] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 934/1890 | Remaining: 956 | Rate: 86.6/min
[2025-11-27T19:29:56.238059] [INFO ] [CONFIGURE ] CLX: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:29:56.238100] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-27T19:29:56.283356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-11-27T19:29:56.283791] [INFO ] [CONFIGURE ] COYA: Testing with 29 available features
[2025-11-27T19:29:56.283848] [INFO ] [CONFIGURE ] COYA: Establishing baseline with no features...
[2025-11-27T19:29:56.346335] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:29:56.387974] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:56.460451] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:56.468001] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:56.636160] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:56.644645] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:56.697467] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:56.703059] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:29:56.810240] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:56.891022] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:56.928772] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:56.983144] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:57.072793] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:57.136720] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:57.136999] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:29:57.137781] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 935/1890 | Remaining: 955 | Rate: 86.5/min
[2025-11-27T19:29:57.137897] [INFO ] [CONFIGURE ] CCNE: Testing feature 29/29: add_vwap
[2025-11-27T19:29:57.137990] [INFO ] [CONFIGURE ] CCNE: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-27T19:29:57.153640] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:57.159846] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:29:57.324911] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:57.384084] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:57.389221] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:57.436143] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:57.436466] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:29:57.437262] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 936/1890 | Remaining: 954 | Rate: 86.6/min
[2025-11-27T19:29:57.437421] [INFO ] [CONFIGURE ] CMS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:29:57.437528] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-27T19:29:57.496740] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:29:57.621438] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:29:57.631804] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:57.669238] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:57.786362] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:57.842936] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:29:57.853205] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:29:57.879533] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:58.016937] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:58.017230] [INFO ] [CONFIGURE ] COYA: Baseline score (no features): 90.00%
[2025-11-27T19:29:58.017685] [INFO ] [CONFIGURE ] COYA: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:29:58.017794] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:29:58.087780] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:29:58.127542] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:58.138141] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:58.229473] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:29:58.316430] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:29:58.378162] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:58.437979] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:29:58.487098] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:29:58.550245] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:29:58.550524] [INFO ] [CONFIGURE ] CLX: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:29:58.551376] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 938/1890 | Remaining: 952 | Rate: 86.6/min
[2025-11-27T19:29:58.551489] [INFO ] [CONFIGURE ] CLX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:29:58.551601] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-27T19:29:58.636169] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:58.649298] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:58.793516] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:29:58.834978] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:58.860514] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:29:58.898234] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:29:59.033739] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:29:59.073302] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:59.163994] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:59.200689] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:29:59.273626] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:29:59.285490] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:59.415488] [DEBUG] [FORECASTER] CCNE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:29:59.496931] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:29:59.513070] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:29:59.563769] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:29:59.670550] [DEBUG] [FORECASTER] CCNE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:29:59.670856] [INFO ] [CONFIGURE ] CCNE: DISCARDED add_vwap (score: 70.00%)
[2025-11-27T19:29:59.671758] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 939/1890 | Remaining: 951 | Rate: 86.6/min
[2025-11-27T19:29:59.671876] [INFO ] [CONFIGURE ] CCNE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:29:59.671997] [INFO ] [CONFIGURE ] CCNE: Best accuracy: 90.00%
[2025-11-27T19:29:59.672117] [INFO ] [CONFIGURE ] CCNE: Best feature set (1 features): ['add_bollinger_bands']
[2025-11-27T19:29:59.672234] [INFO ] [CONFIGURE ] CCNE: Improvement over baseline: 20.00%
[2025-11-27T19:29:59.672345] [INFO ] [CONFIGURE ] CCNE: Total time: 1.2 minutes
[2025-11-27T19:29:59.672434] [INFO ] [CONFIGURE ] CCNE: Average time per feature: 2.6 seconds
[2025-11-27T19:29:59.672520] [INFO ] [CONFIGURE ] CCNE: Average speed: 0.39 features/sec
[2025-11-27T19:29:59.672802] [INFO ] [LOCAL     ] Saved configuration for CCNE: 1 features, 90.00% accuracy -> ./output/feature-sets/CCNE.json
[2025-11-27T19:29:59.672906] [INFO ] [CONFIGURE ] CCNE: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-11-27T19:29:59.673352] [INFO ] [sig       ] [30/63] CCNE OK in 1m 17s. ETA: 11m 56s. Rate: 2.8 sym/min
[2025-11-27T19:29:59.674724] [INFO ] [CONFIGURE ] CURI: Configurate test run.
[2025-11-27T19:29:59.674843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-11-27T19:29:59.685895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-11-27T19:29:59.686288] [INFO ] [CONFIGURE ] CURI: Testing with 29 available features
[2025-11-27T19:29:59.686378] [INFO ] [CONFIGURE ] CURI: Establishing baseline with no features...
[2025-11-27T19:29:59.713651] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:29:59.753932] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:29:59.862230] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:29:59.923363] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:29:59.927721] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:29:59.995368] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:00.045394] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:00.144651] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:00.144933] [INFO ] [CONFIGURE ] COYA: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-27T19:30:00.145720] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 940/1890 | Remaining: 950 | Rate: 86.6/min
[2025-11-27T19:30:00.145829] [INFO ] [CONFIGURE ] COYA: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:30:00.145920] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:30:00.222278] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:00.239233] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:30:00.307254] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:30:00.367327] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:00.397433] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:00.479615] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:00.573506] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:00.592993] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:00.657366] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:00.725934] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:30:00.749315] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:00.919687] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:00.930164] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:01.022424] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:01.025933] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:30:01.026839] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 941/1890 | Remaining: 949 | Rate: 86.6/min
[2025-11-27T19:30:01.026961] [INFO ] [CONFIGURE ] CLX: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:30:01.027063] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-27T19:30:01.049800] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:01.050709] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:30:01.054294] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 942/1890 | Remaining: 948 | Rate: 86.7/min
[2025-11-27T19:30:01.054419] [INFO ] [CONFIGURE ] CMS: Testing feature 20/29: add_price_rejection
[2025-11-27T19:30:01.054518] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_price_rejection']
[2025-11-27T19:30:01.264878] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:01.300444] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:01.369424] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:30:01.438610] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:01.547955] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:01.565304] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:01.747100] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:01.748530] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:01.748644] [INFO ] [CONFIGURE ] CURI: Baseline score (no features): 20.00%
[2025-11-27T19:30:01.749063] [INFO ] [CONFIGURE ] CURI: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:30:01.749122] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:30:01.832467] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:01.854305] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:01.983990] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:01.997090] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:02.112900] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:30:02.217434] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:02.235268] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:02.264088] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:02.383120] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:02.450944] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:02.468967] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:02.658738] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:02.669509] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:02.689538] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:02.715379] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:02.922932] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:02.938368] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:30:02.961197] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:02.961488] [INFO ] [CONFIGURE ] COYA: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-27T19:30:02.962275] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 944/1890 | Remaining: 946 | Rate: 86.6/min
[2025-11-27T19:30:02.962399] [INFO ] [CONFIGURE ] COYA: Testing feature 3/29: add_daily_returns
[2025-11-27T19:30:02.962493] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_daily_returns']
[2025-11-27T19:30:03.069445] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:03.159905] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:03.160170] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:03.203996] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:03.361190] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:03.414893] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:03.445545] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:03.474352] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:03.562073] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:03.647702] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:03.739384] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:03.739719] [INFO ] [CONFIGURE ] CLX: KEPT add_volume_price_divergence (score: 80.00%)
[2025-11-27T19:30:03.740639] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 945/1890 | Remaining: 945 | Rate: 86.6/min
[2025-11-27T19:30:03.740755] [INFO ] [CONFIGURE ] CLX: Testing feature 28/29: add_volume_profile
[2025-11-27T19:30:03.740858] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_volume_profile']
[2025-11-27T19:30:03.755536] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:03.822900] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:03.878901] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:03.952133] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:04.029670] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:04.108483] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:04.108786] [INFO ] [CONFIGURE ] CURI: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-27T19:30:04.109687] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 946/1890 | Remaining: 944 | Rate: 86.6/min
[2025-11-27T19:30:04.109794] [INFO ] [CONFIGURE ] CURI: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:30:04.109884] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:30:04.142076] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:04.204599] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:30:04.319387] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:04.335548] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:04.385634] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:04.529117] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:04.582122] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:04.618888] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:04.658412] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:04.721498] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:04.912444] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:04.912718] [INFO ] [CONFIGURE ] COYA: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:30:04.913510] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 947/1890 | Remaining: 943 | Rate: 86.6/min
[2025-11-27T19:30:04.913633] [INFO ] [CONFIGURE ] COYA: Testing feature 4/29: add_ema
[2025-11-27T19:30:04.913727] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_ema']
[2025-11-27T19:30:04.917196] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:30:04.931063] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:04.961775] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:04.962036] [INFO ] [CONFIGURE ] CMS: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:30:04.962830] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 948/1890 | Remaining: 942 | Rate: 86.7/min
[2025-11-27T19:30:04.962951] [INFO ] [CONFIGURE ] CMS: Testing feature 21/29: add_range_position
[2025-11-27T19:30:04.963049] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_range_position']
[2025-11-27T19:30:05.138900] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:05.205101] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:05.232508] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:05.377914] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:05.384890] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:05.479786] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:05.522776] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:05.610705] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:05.749522] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:05.780622] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:05.823288] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:30:05.839850] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:06.020788] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:06.074532] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:06.118685] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:06.172721] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:06.297618] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:06.308736] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:06.405978] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:30:06.541305] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:06.573935] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:06.595564] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:06.690069] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:06.690377] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:30:06.691242] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 949/1890 | Remaining: 941 | Rate: 86.5/min
[2025-11-27T19:30:06.691358] [INFO ] [CONFIGURE ] CLX: Testing feature 29/29: add_vwap
[2025-11-27T19:30:06.691460] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_vwap']
[2025-11-27T19:30:06.774199] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:06.884261] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:06.884469] [INFO ] [CONFIGURE ] CURI: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:30:06.885506] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 950/1890 | Remaining: 940 | Rate: 86.6/min
[2025-11-27T19:30:06.885638] [INFO ] [CONFIGURE ] CURI: Testing feature 3/29: add_daily_returns
[2025-11-27T19:30:06.885692] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:30:06.959264] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:06.975753] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:07.010762] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:07.184082] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:07.274382] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:07.274762] [INFO ] [CONFIGURE ] COYA: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:30:07.275940] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 951/1890 | Remaining: 939 | Rate: 86.7/min
[2025-11-27T19:30:07.276066] [INFO ] [CONFIGURE ] COYA: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:30:07.276160] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:30:07.288425] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:07.363240] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:07.506978] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:07.536444] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:07.638742] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:07.843819] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:07.848317] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:07.871557] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:08.050551] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:30:08.129530] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:08.210285] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:08.298568] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:30:08.392170] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:08.402255] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:08.533206] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:08.630062] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:08.726112] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:08.726411] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:08.830509] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:08.866442] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:09.016621] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:30:09.098895] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:09.122801] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:09.123136] [INFO ] [CONFIGURE ] CMS: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:30:09.123907] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 952/1890 | Remaining: 938 | Rate: 86.5/min
[2025-11-27T19:30:09.124027] [INFO ] [CONFIGURE ] CMS: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:30:09.124128] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_realized_volatility']
[2025-11-27T19:30:09.138756] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:09.316426] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:09.330479] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:09.443246] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:09.561458] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:09.570446] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:09.611274] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:30:09.742299] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:09.796960] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:09.797286] [INFO ] [CONFIGURE ] COYA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:30:09.798055] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 953/1890 | Remaining: 937 | Rate: 86.5/min
[2025-11-27T19:30:09.798198] [INFO ] [CONFIGURE ] COYA: Testing feature 6/29: add_failed_moves
[2025-11-27T19:30:09.798292] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_failed_moves']
[2025-11-27T19:30:09.904167] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:09.904472] [INFO ] [CONFIGURE ] CLX: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:30:09.905330] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 954/1890 | Remaining: 936 | Rate: 86.6/min
[2025-11-27T19:30:09.905446] [INFO ] [CONFIGURE ] CLX: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:30:09.905547] [INFO ] [CONFIGURE ] CLX: Best accuracy: 80.00%
[2025-11-27T19:30:09.905678] [INFO ] [CONFIGURE ] CLX: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-27T19:30:09.905775] [INFO ] [CONFIGURE ] CLX: Improvement over baseline: 40.00%
[2025-11-27T19:30:09.905866] [INFO ] [CONFIGURE ] CLX: Total time: 1.3 minutes
[2025-11-27T19:30:09.905957] [INFO ] [CONFIGURE ] CLX: Average time per feature: 2.7 seconds
[2025-11-27T19:30:09.906048] [INFO ] [CONFIGURE ] CLX: Average speed: 0.38 features/sec
[2025-11-27T19:30:09.906309] [INFO ] [LOCAL     ] Saved configuration for CLX: 2 features, 80.00% accuracy -> ./output/feature-sets/CLX.json
[2025-11-27T19:30:09.906417] [INFO ] [CONFIGURE ] CLX: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-27T19:30:09.907625] [INFO ] [sig       ] [31/63] CLX OK in 1m 19s. ETA: 11m 22s. Rate: 2.8 sym/min
[2025-11-27T19:30:09.908873] [INFO ] [CONFIGURE ] DBD: Configurate test run.
[2025-11-27T19:30:09.908990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-11-27T19:30:09.919894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBD'.
[2025-11-27T19:30:09.920328] [INFO ] [CONFIGURE ] DBD: Testing with 29 available features
[2025-11-27T19:30:09.920441] [INFO ] [CONFIGURE ] DBD: Establishing baseline with no features...
[2025-11-27T19:30:09.979490] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:10.035615] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:10.042225] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:10.042566] [INFO ] [CONFIGURE ] CURI: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:30:10.043489] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 955/1890 | Remaining: 935 | Rate: 86.7/min
[2025-11-27T19:30:10.043617] [INFO ] [CONFIGURE ] CURI: Testing feature 4/29: add_ema
[2025-11-27T19:30:10.043713] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-27T19:30:10.096632] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:30:10.159870] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:10.271147] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:10.352120] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:10.376994] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:10.449557] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:10.498323] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:10.545013] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:10.631462] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:10.706011] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:10.721848] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:10.806214] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:10.899701] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:10.966209] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:10.987502] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:11.043633] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:11.081549] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:11.167689] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:11.262219] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:11.347477] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:11.372880] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:11.423333] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:11.441111] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:11.529412] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:30:11.623680] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:11.623940] [INFO ] [CONFIGURE ] COYA: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-27T19:30:11.624720] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 956/1890 | Remaining: 934 | Rate: 86.5/min
[2025-11-27T19:30:11.624828] [INFO ] [CONFIGURE ] COYA: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:30:11.624917] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_lag_shelf']
[2025-11-27T19:30:11.710197] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:11.710367] [INFO ] [CONFIGURE ] DBD: Baseline score (no features): 20.00%
[2025-11-27T19:30:11.710921] [INFO ] [CONFIGURE ] DBD: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:30:11.711034] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:30:11.711015] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:11.789912] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:11.873974] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:11.940209] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:30:11.958079] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:12.035499] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:12.124685] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:12.158320] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:12.293161] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:12.339123] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:12.377085] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:12.387918] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:12.463100] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:12.615241] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:12.631058] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:12.725037] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:12.800020] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:12.809844] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:30:12.848777] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:12.970628] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:13.051175] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:13.081016] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:13.140454] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:13.280592] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:30:13.312044] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:13.312193] [INFO ] [CONFIGURE ] COYA: DISCARDED add_lag_shelf (score: 90.00%)
[2025-11-27T19:30:13.313035] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 958/1890 | Remaining: 932 | Rate: 86.5/min
[2025-11-27T19:30:13.313143] [INFO ] [CONFIGURE ] COYA: Testing feature 8/29: add_macd
[2025-11-27T19:30:13.313194] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:30:13.313904] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:13.375468] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:13.375659] [INFO ] [CONFIGURE ] CURI: DISCARDED add_ema (score: 30.00%)
[2025-11-27T19:30:13.376458] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 959/1890 | Remaining: 931 | Rate: 86.6/min
[2025-11-27T19:30:13.376523] [INFO ] [CONFIGURE ] CURI: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:30:13.376568] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:30:13.540215] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:13.598745] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:13.706633] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:13.764857] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:13.765180] [INFO ] [CONFIGURE ] CMS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:30:13.766002] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 960/1890 | Remaining: 930 | Rate: 86.6/min
[2025-11-27T19:30:13.766120] [INFO ] [CONFIGURE ] CMS: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:30:13.766224] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_recent_range_context']
[2025-11-27T19:30:13.769235] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:13.883160] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:14.000403] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:14.000610] [INFO ] [CONFIGURE ] DBD: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-27T19:30:14.001613] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 961/1890 | Remaining: 929 | Rate: 86.7/min
[2025-11-27T19:30:14.001682] [INFO ] [CONFIGURE ] DBD: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:30:14.001783] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:30:14.033122] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:14.146835] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:14.170187] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:14.271539] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:14.356140] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:14.458445] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:14.527287] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:14.539149] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:14.682097] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:14.743567] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:14.811457] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:14.901940] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:15.013477] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:15.034679] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:15.082731] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:15.276312] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:15.340344] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:15.341495] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:15.373645] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:15.631346] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:15.644986] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:15.649013] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:15.668048] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:15.925118] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:15.926986] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:15.998864] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:16.014568] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:16.199373] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:16.218055] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:16.218410] [INFO ] [CONFIGURE ] COYA: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:30:16.219213] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 962/1890 | Remaining: 928 | Rate: 86.5/min
[2025-11-27T19:30:16.219328] [INFO ] [CONFIGURE ] COYA: Testing feature 9/29: add_mfi
[2025-11-27T19:30:16.219420] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_mfi']
[2025-11-27T19:30:16.328058] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:16.388512] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:16.403420] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:16.470969] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:16.589803] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:16.661088] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:16.661384] [INFO ] [CONFIGURE ] CURI: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:30:16.662268] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 963/1890 | Remaining: 927 | Rate: 86.5/min
[2025-11-27T19:30:16.662379] [INFO ] [CONFIGURE ] CURI: Testing feature 6/29: add_failed_moves
[2025-11-27T19:30:16.662486] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:30:16.746300] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:16.746616] [INFO ] [CONFIGURE ] DBD: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-27T19:30:16.747488] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 964/1890 | Remaining: 926 | Rate: 86.6/min
[2025-11-27T19:30:16.747617] [INFO ] [CONFIGURE ] DBD: Testing feature 3/29: add_daily_returns
[2025-11-27T19:30:16.747719] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:30:16.772463] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:30:16.775551] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:16.937730] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:16.962665] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:16.977691] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:30:17.143727] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:17.148748] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:17.211424] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:17.211996] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:17.334553] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:17.447702] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:17.485399] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:17.522214] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:17.535287] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:17.535609] [INFO ] [CONFIGURE ] CMS: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-27T19:30:17.536367] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 965/1890 | Remaining: 925 | Rate: 86.6/min
[2025-11-27T19:30:17.536486] [INFO ] [CONFIGURE ] CMS: Testing feature 24/29: add_rsi
[2025-11-27T19:30:17.536598] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-27T19:30:17.684351] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:17.706402] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:17.761633] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:17.894051] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:17.918963] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:17.957927] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:18.037468] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:18.083244] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:18.083542] [INFO ] [CONFIGURE ] COYA: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:30:18.084307] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 966/1890 | Remaining: 924 | Rate: 86.6/min
[2025-11-27T19:30:18.084421] [INFO ] [CONFIGURE ] COYA: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:30:18.084529] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:30:18.152696] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:18.312694] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:18.346720] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:18.375624] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:18.391963] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:18.592164] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:18.608945] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:18.634079] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:18.797190] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:30:18.873500] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:18.874141] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:18.875991] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:19.119268] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:19.119599] [INFO ] [CONFIGURE ] DBD: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-27T19:30:19.120463] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 967/1890 | Remaining: 923 | Rate: 86.6/min
[2025-11-27T19:30:19.120595] [INFO ] [CONFIGURE ] DBD: Testing feature 4/29: add_ema
[2025-11-27T19:30:19.120714] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:30:19.143442] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:19.172366] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:19.226275] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:19.396210] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:30:19.409732] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:19.465879] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:19.466154] [INFO ] [CONFIGURE ] CURI: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-27T19:30:19.466978] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 968/1890 | Remaining: 922 | Rate: 86.6/min
[2025-11-27T19:30:19.467091] [INFO ] [CONFIGURE ] CURI: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:30:19.467185] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:30:19.657661] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:19.669820] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:19.678137] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:19.751323] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:19.944528] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:19.946546] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:20.023290] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:20.114687] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:20.214046] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:20.217094] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:30:20.290845] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:20.481615] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:20.487368] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:20.547474] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:20.562649] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:20.758988] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:20.759282] [INFO ] [CONFIGURE ] COYA: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:30:20.760322] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 969/1890 | Remaining: 921 | Rate: 86.5/min
[2025-11-27T19:30:20.760441] [INFO ] [CONFIGURE ] COYA: Testing feature 11/29: add_obv_daily
[2025-11-27T19:30:20.760536] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_obv_daily']
[2025-11-27T19:30:20.763566] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:20.834646] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:20.964678] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:30:20.981157] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:21.039337] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:21.103727] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:21.189254] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:21.318008] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:21.375769] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:21.386148] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:30:21.397283] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:21.591622] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:21.606987] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:21.648096] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:21.804416] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:21.804812] [INFO ] [CONFIGURE ] CMS: DISCARDED add_rsi (score: 30.00%)
[2025-11-27T19:30:21.805539] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 970/1890 | Remaining: 920 | Rate: 86.5/min
[2025-11-27T19:30:21.805753] [INFO ] [CONFIGURE ] CMS: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:30:21.805861] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_tick_distribution']
[2025-11-27T19:30:21.816002] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:21.870389] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:21.870706] [INFO ] [CONFIGURE ] DBD: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:30:21.871541] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 971/1890 | Remaining: 919 | Rate: 86.6/min
[2025-11-27T19:30:21.871686] [INFO ] [CONFIGURE ] DBD: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:30:21.871788] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:30:21.922015] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:22.025205] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:22.141421] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:22.172488] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:22.197011] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:22.197283] [INFO ] [CONFIGURE ] CURI: DISCARDED add_lag_shelf (score: 30.00%)
[2025-11-27T19:30:22.198048] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 972/1890 | Remaining: 918 | Rate: 86.6/min
[2025-11-27T19:30:22.198169] [INFO ] [CONFIGURE ] CURI: Testing feature 8/29: add_macd
[2025-11-27T19:30:22.198259] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:30:22.234984] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:22.416537] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:22.443260] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:22.528721] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:22.569319] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:22.650959] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:22.697375] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:22.860513] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:22.860808] [INFO ] [CONFIGURE ] COYA: DISCARDED add_obv_daily (score: 90.00%)
[2025-11-27T19:30:22.861550] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 973/1890 | Remaining: 917 | Rate: 86.6/min
[2025-11-27T19:30:22.861674] [INFO ] [CONFIGURE ] COYA: Testing feature 12/29: add_obv_interval
[2025-11-27T19:30:22.861725] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_obv_interval']
[2025-11-27T19:30:22.888089] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:22.940336] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:22.976844] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:30:23.050491] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:23.239378] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:23.243460] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:23.247300] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:23.320689] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:23.428410] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:23.522051] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:23.607787] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:23.619059] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:23.698014] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:23.803535] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:23.812618] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:23.977607] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:24.002126] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:24.090314] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:24.091095] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:24.194651] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:24.356755] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:24.378156] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:24.387752] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:24.489050] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:24.579872] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:24.664626] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:24.664936] [INFO ] [CONFIGURE ] DBD: KEPT add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:30:24.665736] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 974/1890 | Remaining: 916 | Rate: 86.5/min
[2025-11-27T19:30:24.665856] [INFO ] [CONFIGURE ] DBD: Testing feature 6/29: add_failed_moves
[2025-11-27T19:30:24.665974] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:30:24.725750] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:30:24.773492] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:24.773787] [INFO ] [CONFIGURE ] COYA: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-27T19:30:24.774547] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 975/1890 | Remaining: 915 | Rate: 86.5/min
[2025-11-27T19:30:24.774674] [INFO ] [CONFIGURE ] COYA: Testing feature 13/29: add_opening_strength
[2025-11-27T19:30:24.774764] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:30:24.886066] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:24.950609] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:24.995075] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:25.094708] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:30:25.217169] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:25.232085] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:25.279875] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:25.440299] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:25.465628] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:25.465911] [INFO ] [CONFIGURE ] CMS: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:30:25.466725] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 976/1890 | Remaining: 914 | Rate: 86.5/min
[2025-11-27T19:30:25.466848] [INFO ] [CONFIGURE ] CMS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:30:25.466950] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-27T19:30:25.523384] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:25.663335] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:25.672375] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:25.813104] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:25.854557] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:25.886075] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:26.073277] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:26.073668] [INFO ] [CONFIGURE ] CURI: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:30:26.074469] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 977/1890 | Remaining: 913 | Rate: 86.6/min
[2025-11-27T19:30:26.074598] [INFO ] [CONFIGURE ] CURI: Testing feature 9/29: add_mfi
[2025-11-27T19:30:26.074694] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-27T19:30:26.107568] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:26.107960] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:26.228491] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:26.330861] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:26.377899] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:26.396754] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:26.553406] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:26.609541] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:26.661046] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:26.680280] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:26.784635] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:26.950801] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:26.963612] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:26.981512] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:27.010039] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:27.010342] [INFO ] [CONFIGURE ] COYA: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-27T19:30:27.011118] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 978/1890 | Remaining: 912 | Rate: 86.5/min
[2025-11-27T19:30:27.011227] [INFO ] [CONFIGURE ] COYA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:30:27.011323] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_order_flow_imbalance']
[2025-11-27T19:30:27.214735] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:27.247673] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:27.251046] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:27.354543] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:27.421254] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:27.543348] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:27.551777] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:27.552090] [INFO ] [CONFIGURE ] DBD: KEPT add_failed_moves (score: 70.00%)
[2025-11-27T19:30:27.552940] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 979/1890 | Remaining: 911 | Rate: 86.5/min
[2025-11-27T19:30:27.553068] [INFO ] [CONFIGURE ] DBD: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:30:27.553171] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf']
[2025-11-27T19:30:27.629238] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:27.723588] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:27.836328] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:30:27.857421] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:27.858798] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:28.043434] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:28.094282] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:28.146498] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:28.147210] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:28.250383] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:28.437273] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:28.439658] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:28.459882] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:28.467850] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:30:28.671918] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:28.730588] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:28.734683] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:28.846430] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:28.883470] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:29.018927] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:29.023775] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:29.024089] [INFO ] [CONFIGURE ] CURI: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:30:29.024924] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 980/1890 | Remaining: 910 | Rate: 86.4/min
[2025-11-27T19:30:29.025035] [INFO ] [CONFIGURE ] CURI: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:30:29.025127] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:30:29.091958] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:29.092257] [INFO ] [CONFIGURE ] COYA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:30:29.093047] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 981/1890 | Remaining: 909 | Rate: 86.5/min
[2025-11-27T19:30:29.093168] [INFO ] [CONFIGURE ] COYA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:30:29.093341] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_pbf_morning_momentum']
[2025-11-27T19:30:29.221606] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:29.221909] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:30:29.222702] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 982/1890 | Remaining: 908 | Rate: 86.6/min
[2025-11-27T19:30:29.222816] [INFO ] [CONFIGURE ] CMS: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:30:29.222917] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_volume_price_divergence']
[2025-11-27T19:30:29.274167] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:29.306680] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:29.382692] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:29.453209] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:29.596654] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:29.600608] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:29.635807] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:29.746528] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:29.818879] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:29.892919] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:29.981541] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:30.003811] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:30.127999] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:30.186331] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:30.189487] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:30.363351] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:30.369865] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:30.483804] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:30.484121] [INFO ] [CONFIGURE ] DBD: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:30:30.484964] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 983/1890 | Remaining: 907 | Rate: 86.5/min
[2025-11-27T19:30:30.485088] [INFO ] [CONFIGURE ] DBD: Testing feature 8/29: add_macd
[2025-11-27T19:30:30.485193] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd']
[2025-11-27T19:30:30.514811] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:30.553629] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:30.737096] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:30.745044] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:30.859903] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:30.902524] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:30.922480] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:30.922836] [INFO ] [CONFIGURE ] COYA: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:30:30.923621] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 984/1890 | Remaining: 906 | Rate: 86.6/min
[2025-11-27T19:30:30.923730] [INFO ] [CONFIGURE ] COYA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:30:30.923818] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_pbf_overnight_gap']
[2025-11-27T19:30:31.119726] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:31.125568] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:31.219822] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:31.285510] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:31.314723] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:31.507423] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:31.512505] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:31.580655] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:31.664376] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:31.709801] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:31.908716] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:31.911285] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:31.949112] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:32.038260] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:32.107455] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:32.294101] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:30:32.305650] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:32.312278] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:32.412406] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:32.502859] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:32.677127] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:32.682493] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:32.705022] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:32.782868] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:32.783166] [INFO ] [CONFIGURE ] CURI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:30:32.783993] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 985/1890 | Remaining: 905 | Rate: 86.4/min
[2025-11-27T19:30:32.784105] [INFO ] [CONFIGURE ] CURI: Testing feature 11/29: add_obv_daily
[2025-11-27T19:30:32.784198] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:30:32.909510] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:32.909831] [INFO ] [CONFIGURE ] COYA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:30:32.910663] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 986/1890 | Remaining: 904 | Rate: 86.5/min
[2025-11-27T19:30:32.910798] [INFO ] [CONFIGURE ] COYA: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:30:32.910894] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_pbf_return_2d']
[2025-11-27T19:30:33.050020] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:33.058337] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:33.058679] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:30:33.059450] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 987/1890 | Remaining: 903 | Rate: 86.5/min
[2025-11-27T19:30:33.059570] [INFO ] [CONFIGURE ] CMS: Testing feature 28/29: add_volume_profile
[2025-11-27T19:30:33.059687] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval', 'add_volume_profile']
[2025-11-27T19:30:33.096756] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:33.113904] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:33.325332] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:33.397697] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:33.414353] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:33.429467] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:33.538455] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:33.698765] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:33.743886] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:33.777108] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:33.803620] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:33.948213] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:34.008323] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:34.147254] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:34.147602] [INFO ] [CONFIGURE ] DBD: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:30:34.148443] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 988/1890 | Remaining: 902 | Rate: 86.5/min
[2025-11-27T19:30:34.148563] [INFO ] [CONFIGURE ] DBD: Testing feature 9/29: add_mfi
[2025-11-27T19:30:34.148678] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi']
[2025-11-27T19:30:34.154806] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:34.174086] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:34.316526] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:34.369464] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:34.445130] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:34.548991] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:34.575856] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:34.623775] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:34.740655] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:34.782559] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:34.926048] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:34.930592] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:34.994836] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:34.995126] [INFO ] [CONFIGURE ] COYA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:30:34.995929] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 989/1890 | Remaining: 901 | Rate: 86.5/min
[2025-11-27T19:30:34.996043] [INFO ] [CONFIGURE ] COYA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:30:34.996094] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_pbf_volatility_5d']
[2025-11-27T19:30:35.040427] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:35.189923] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:35.238336] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:35.299974] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:35.336983] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:35.381026] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:35.543403] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:35.563039] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:35.638622] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:35.676438] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:35.743058] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:35.851664] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:35.851930] [INFO ] [CONFIGURE ] CURI: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:30:35.852689] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 990/1890 | Remaining: 900 | Rate: 86.5/min
[2025-11-27T19:30:35.852804] [INFO ] [CONFIGURE ] CURI: Testing feature 12/29: add_obv_interval
[2025-11-27T19:30:35.852854] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-27T19:30:35.920629] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:35.939200] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:36.050893] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:30:36.102093] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:36.136167] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:36.238129] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:36.286104] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:36.422278] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:36.433286] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:36.467924] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:36.542963] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:36.648649] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:36.709155] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:36.824966] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:36.825324] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-27T19:30:36.826385] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 991/1890 | Remaining: 899 | Rate: 86.4/min
[2025-11-27T19:30:36.826530] [INFO ] [CONFIGURE ] CMS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:30:36.826675] [INFO ] [CONFIGURE ] CMS: Best accuracy: 80.00%
[2025-11-27T19:30:36.826805] [INFO ] [CONFIGURE ] CMS: Best feature set (6 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval']
[2025-11-27T19:30:36.826930] [INFO ] [CONFIGURE ] CMS: Improvement over baseline: 50.00%
[2025-11-27T19:30:36.827046] [INFO ] [CONFIGURE ] CMS: Total time: 1.7 minutes
[2025-11-27T19:30:36.827165] [INFO ] [CONFIGURE ] CMS: Average time per feature: 3.6 seconds
[2025-11-27T19:30:36.827284] [INFO ] [CONFIGURE ] CMS: Average speed: 0.29 features/sec
[2025-11-27T19:30:36.827633] [INFO ] [LOCAL     ] Saved configuration for CMS: 6 features, 80.00% accuracy -> ./output/feature-sets/CMS.json
[2025-11-27T19:30:36.827769] [INFO ] [CONFIGURE ] CMS: Configuration saved successfully: 6 features, 80.00% accuracy.
[2025-11-27T19:30:36.828346] [INFO ] [sig       ] [32/63] CMS OK in 1m 41s. ETA: 11m 7s. Rate: 2.8 sym/min
[2025-11-27T19:30:36.829804] [INFO ] [CONFIGURE ] DIBS: Configurate test run.
[2025-11-27T19:30:36.829952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-11-27T19:30:36.830276] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:36.830557] [INFO ] [CONFIGURE ] COYA: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-11-27T19:30:36.831375] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 992/1890 | Remaining: 898 | Rate: 86.5/min
[2025-11-27T19:30:36.831488] [INFO ] [CONFIGURE ] COYA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:30:36.831592] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-27T19:30:36.844419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-11-27T19:30:36.844802] [INFO ] [CONFIGURE ] DIBS: Testing with 29 available features
[2025-11-27T19:30:36.844873] [INFO ] [CONFIGURE ] DIBS: Establishing baseline with no features...
[2025-11-27T19:30:36.852709] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.002446] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.003065] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.031832] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.149391] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:37.149596] [INFO ] [CONFIGURE ] DBD: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:30:37.150479] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 993/1890 | Remaining: 897 | Rate: 86.6/min
[2025-11-27T19:30:37.150605] [INFO ] [CONFIGURE ] DBD: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:30:37.150698] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:30:37.178275] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:37.213987] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.295549] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:37.354636] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:37.395621] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.516591] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:37.536879] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.578606] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:37.587974] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.719947] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:37.761501] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.886270] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:37.888405] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:37.900146] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:37.945030] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:38.078779] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:38.128567] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:38.184067] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:38.255616] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:38.271455] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:38.312617] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:38.439392] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:38.480961] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:38.500486] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:38.625523] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:38.625869] [INFO ] [CONFIGURE ] COYA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:30:38.626672] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 994/1890 | Remaining: 896 | Rate: 86.5/min
[2025-11-27T19:30:38.626784] [INFO ] [CONFIGURE ] COYA: Testing feature 20/29: add_price_rejection
[2025-11-27T19:30:38.626880] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_price_rejection']
[2025-11-27T19:30:38.650689] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:38.690518] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:38.690831] [INFO ] [CONFIGURE ] DIBS: Baseline score (no features): 80.00%
[2025-11-27T19:30:38.691259] [INFO ] [CONFIGURE ] DIBS: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:30:38.691375] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:30:38.776589] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:38.776821] [INFO ] [CONFIGURE ] CURI: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:30:38.777651] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 996/1890 | Remaining: 894 | Rate: 86.6/min
[2025-11-27T19:30:38.777777] [INFO ] [CONFIGURE ] CURI: Testing feature 13/29: add_opening_strength
[2025-11-27T19:30:38.777877] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:30:38.837557] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:38.913783] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:39.030042] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:39.043248] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:39.101846] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:39.131813] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:39.251176] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:39.354428] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:39.408330] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:39.422861] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:39.458795] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:39.575712] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:39.667046] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:39.747227] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:39.790315] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:39.798824] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:39.871808] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.023560] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:40.073686] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:40.074433] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.171347] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.246348] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:40.271740] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:40.398296] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.470591] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.474342] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:40.561682] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.675200] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.675478] [INFO ] [CONFIGURE ] COYA: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-27T19:30:40.676270] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 997/1890 | Remaining: 893 | Rate: 86.5/min
[2025-11-27T19:30:40.676379] [INFO ] [CONFIGURE ] COYA: Testing feature 21/29: add_range_position
[2025-11-27T19:30:40.676468] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_range_position']
[2025-11-27T19:30:40.697249] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.727436] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.890386] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.927037] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:40.927332] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-27T19:30:40.928131] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 998/1890 | Remaining: 892 | Rate: 86.5/min
[2025-11-27T19:30:40.928249] [INFO ] [CONFIGURE ] DIBS: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:30:40.928349] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:30:40.962916] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:40.963101] [INFO ] [CONFIGURE ] DBD: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:30:40.964093] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 999/1890 | Remaining: 891 | Rate: 86.6/min
[2025-11-27T19:30:40.964233] [INFO ] [CONFIGURE ] DBD: Testing feature 11/29: add_obv_daily
[2025-11-27T19:30:40.964360] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily']
[2025-11-27T19:30:41.065851] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:41.101972] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:41.164894] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:41.292137] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:41.315793] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:41.399492] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:41.404380] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:41.529189] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:41.627095] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:41.635543] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:41.745892] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:41.751351] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:41.879604] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:41.960301] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:41.963510] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:42.098735] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:42.099064] [INFO ] [CONFIGURE ] CURI: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:30:42.099913] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 1000/1890 | Remaining: 890 | Rate: 86.5/min
[2025-11-27T19:30:42.100039] [INFO ] [CONFIGURE ] CURI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:30:42.100143] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:30:42.116081] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:42.180813] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:42.286379] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:42.356328] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:42.397785] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:42.409176] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:42.599793] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:42.618202] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:42.618862] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:42.719383] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:42.837205] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:42.837508] [INFO ] [CONFIGURE ] COYA: DISCARDED add_range_position (score: 80.00%)
[2025-11-27T19:30:42.838304] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 1001/1890 | Remaining: 889 | Rate: 86.5/min
[2025-11-27T19:30:42.838414] [INFO ] [CONFIGURE ] COYA: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:30:42.838504] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_realized_volatility']
[2025-11-27T19:30:42.844982] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:42.952458] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:43.030903] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:43.088930] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:30:43.116839] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:43.280410] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:43.331980] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:43.332296] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-27T19:30:43.333124] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 1002/1890 | Remaining: 888 | Rate: 86.6/min
[2025-11-27T19:30:43.333243] [INFO ] [CONFIGURE ] DIBS: Testing feature 3/29: add_daily_returns
[2025-11-27T19:30:43.333342] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_daily_returns']
[2025-11-27T19:30:43.338589] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:43.397266] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:43.528742] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:43.610835] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:43.644816] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:43.679245] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:43.727077] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:43.923310] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:43.940532] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:43.965259] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:43.966224] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:44.122468] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:44.250109] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:44.264222] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:44.264492] [INFO ] [CONFIGURE ] DBD: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:30:44.265318] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 1003/1890 | Remaining: 887 | Rate: 86.5/min
[2025-11-27T19:30:44.265435] [INFO ] [CONFIGURE ] DBD: Testing feature 12/29: add_obv_interval
[2025-11-27T19:30:44.265547] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval']
[2025-11-27T19:30:44.285983] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:44.320989] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:44.519781] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:44.538329] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:44.569378] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:44.609336] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:44.722616] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:44.836998] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:44.875830] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:44.920277] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:44.921775] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:45.121525] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:45.125918] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:45.184342] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:45.233694] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:45.234024] [INFO ] [CONFIGURE ] CURI: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-27T19:30:45.234839] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 1004/1890 | Remaining: 886 | Rate: 86.5/min
[2025-11-27T19:30:45.234963] [INFO ] [CONFIGURE ] CURI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:30:45.235063] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-27T19:30:45.321285] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:45.321591] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:30:45.322378] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 1005/1890 | Remaining: 885 | Rate: 86.6/min
[2025-11-27T19:30:45.322495] [INFO ] [CONFIGURE ] DIBS: Testing feature 4/29: add_ema
[2025-11-27T19:30:45.322610] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_ema']
[2025-11-27T19:30:45.426862] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:45.493418] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:45.520325] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:45.556717] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:45.724803] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:45.725102] [INFO ] [CONFIGURE ] COYA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:30:45.725896] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 1006/1890 | Remaining: 884 | Rate: 86.6/min
[2025-11-27T19:30:45.726008] [INFO ] [CONFIGURE ] COYA: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:30:45.726101] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_recent_range_context']
[2025-11-27T19:30:45.793660] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:45.800338] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:45.806421] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:45.922600] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:46.030257] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:46.091281] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:46.101733] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:46.120276] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:46.266675] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:46.317632] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:46.374711] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:46.404932] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:46.500276] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:46.518099] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:46.658377] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:46.708462] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:46.726872] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:46.736080] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:46.899345] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:46.983747] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:47.000590] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:47.052040] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:47.098009] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:47.230145] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:47.290403] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:47.297546] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:47.361228] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:47.361536] [INFO ] [CONFIGURE ] DBD: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:30:47.362350] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 1007/1890 | Remaining: 883 | Rate: 86.5/min
[2025-11-27T19:30:47.362462] [INFO ] [CONFIGURE ] DBD: Testing feature 13/29: add_opening_strength
[2025-11-27T19:30:47.362555] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:30:47.471385] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:47.481735] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:47.593550] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:47.675175] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:47.675441] [INFO ] [CONFIGURE ] COYA: DISCARDED add_recent_range_context (score: 90.00%)
[2025-11-27T19:30:47.676214] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 1008/1890 | Remaining: 882 | Rate: 86.5/min
[2025-11-27T19:30:47.676338] [INFO ] [CONFIGURE ] COYA: Testing feature 24/29: add_rsi
[2025-11-27T19:30:47.676430] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_ema', 'add_rsi']
[2025-11-27T19:30:47.700321] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:30:47.715491] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:47.715809] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:30:47.716607] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 1009/1890 | Remaining: 881 | Rate: 86.6/min
[2025-11-27T19:30:47.716719] [INFO ] [CONFIGURE ] DIBS: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:30:47.716817] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:30:47.892500] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:47.916801] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:47.959910] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:48.037278] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:48.167014] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:48.192841] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:48.193163] [INFO ] [CONFIGURE ] CURI: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-27T19:30:48.194016] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 1010/1890 | Remaining: 880 | Rate: 86.6/min
[2025-11-27T19:30:48.194141] [INFO ] [CONFIGURE ] CURI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:30:48.194243] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-27T19:30:48.205555] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:48.379414] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:48.427310] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:48.456473] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:48.494839] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:48.677122] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:48.705499] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:48.713945] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:48.792596] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:48.926421] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:30:48.968196] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:49.047149] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:49.094705] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:49.175801] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:49.221683] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:49.381443] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:49.388710] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:49.423120] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:49.462042] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:49.670822] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:49.689041] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:49.704988] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:49.718821] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:49.921903] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:49.947257] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:49.989114] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.056183] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.189289] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.189599] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:30:50.190392] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 1011/1890 | Remaining: 879 | Rate: 86.5/min
[2025-11-27T19:30:50.190510] [INFO ] [CONFIGURE ] DIBS: Testing feature 6/29: add_failed_moves
[2025-11-27T19:30:50.190623] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_failed_moves']
[2025-11-27T19:30:50.197983] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.198301] [INFO ] [CONFIGURE ] COYA: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:30:50.199116] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 1012/1890 | Remaining: 878 | Rate: 86.6/min
[2025-11-27T19:30:50.199230] [INFO ] [CONFIGURE ] COYA: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:30:50.199322] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_tick_distribution']
[2025-11-27T19:30:50.291216] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:50.376218] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.381210] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.389444] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.562791] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.564064] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:50.585734] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:50.724150] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:50.724431] [INFO ] [CONFIGURE ] DBD: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:30:50.725216] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 1013/1890 | Remaining: 877 | Rate: 86.6/min
[2025-11-27T19:30:50.725330] [INFO ] [CONFIGURE ] DBD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:30:50.725426] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-27T19:30:50.750534] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.751487] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:50.884053] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:50.938720] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:50.938639] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:51.042239] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:51.124357] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:51.124983] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:51.183830] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:51.184135] [INFO ] [CONFIGURE ] CURI: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-27T19:30:51.184948] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 1014/1890 | Remaining: 876 | Rate: 86.6/min
[2025-11-27T19:30:51.185069] [INFO ] [CONFIGURE ] CURI: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:30:51.185170] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-27T19:30:51.309479] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:51.313785] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:51.355357] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:51.483561] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:51.495948] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:51.523806] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:51.671171] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:51.702460] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:51.733250] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:51.785532] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:51.890161] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:51.931890] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:51.984628] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:30:52.077122] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.077420] [INFO ] [CONFIGURE ] COYA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:30:52.078251] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 1015/1890 | Remaining: 875 | Rate: 86.6/min
[2025-11-27T19:30:52.078370] [INFO ] [CONFIGURE ] COYA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:30:52.078463] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-27T19:30:52.086116] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:52.130553] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.130867] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-27T19:30:52.131702] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 1016/1890 | Remaining: 874 | Rate: 86.7/min
[2025-11-27T19:30:52.131835] [INFO ] [CONFIGURE ] DIBS: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:30:52.131959] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_lag_shelf']
[2025-11-27T19:30:52.269533] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.296619] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.314270] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.396220] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.462526] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:52.499463] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.616720] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:30:52.655615] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:52.685024] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.712038] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:52.849347] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:52.870138] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:52.941178] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:53.019993] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.041768] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:53.054674] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.241227] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.247979] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.261645] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.320375] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:53.432707] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:53.447849] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:53.577666] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.620174] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.629758] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:53.650386] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:53.810214] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.849121] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:53.901001] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:53.901331] [INFO ] [CONFIGURE ] DBD: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:30:53.902107] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 1017/1890 | Remaining: 873 | Rate: 86.5/min
[2025-11-27T19:30:53.902219] [INFO ] [CONFIGURE ] DBD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:30:53.902317] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-27T19:30:53.951312] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:53.997623] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:53.997925] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:30:53.998732] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 1018/1890 | Remaining: 872 | Rate: 86.6/min
[2025-11-27T19:30:53.998891] [INFO ] [CONFIGURE ] DIBS: Testing feature 8/29: add_macd
[2025-11-27T19:30:53.998992] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:30:54.044155] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:54.044422] [INFO ] [CONFIGURE ] COYA: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:30:54.045190] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1019/1890 | Remaining: 871 | Rate: 86.7/min
[2025-11-27T19:30:54.045299] [INFO ] [CONFIGURE ] COYA: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:30:54.045388] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_volume_price_divergence']
[2025-11-27T19:30:54.194217] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:54.250063] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:54.265845] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:54.266111] [INFO ] [CONFIGURE ] CURI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:30:54.266949] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1020/1890 | Remaining: 870 | Rate: 86.7/min
[2025-11-27T19:30:54.267070] [INFO ] [CONFIGURE ] CURI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:30:54.267172] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-27T19:30:54.290962] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:54.458763] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:54.491933] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:54.545053] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:54.582781] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:54.663940] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:54.788326] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:54.822591] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:54.874302] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:54.890958] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:30:55.091262] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:55.110162] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:55.132151] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:55.249623] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:55.344633] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:55.501646] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:55.533044] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:55.617198] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:55.651768] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:55.860465] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:55.893366] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:55.926712] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:55.966944] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:56.073880] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:56.186155] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:56.266610] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:56.281800] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:56.287001] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:56.287284] [INFO ] [CONFIGURE ] COYA: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-27T19:30:56.288067] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1021/1890 | Remaining: 869 | Rate: 86.6/min
[2025-11-27T19:30:56.288199] [INFO ] [CONFIGURE ] COYA: Testing feature 28/29: add_volume_profile
[2025-11-27T19:30:56.288294] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_volume_profile']
[2025-11-27T19:30:56.470627] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:56.487077] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:56.564341] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:56.579211] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:56.687312] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:56.754786] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:56.861542] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:56.876937] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:56.887114] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:57.039937] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:57.090374] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:57.164064] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:57.164373] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:30:57.165180] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1022/1890 | Remaining: 868 | Rate: 86.6/min
[2025-11-27T19:30:57.165291] [INFO ] [CONFIGURE ] DBD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:30:57.165382] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-27T19:30:57.173398] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:57.173725] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:30:57.174562] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1023/1890 | Remaining: 867 | Rate: 86.6/min
[2025-11-27T19:30:57.174698] [INFO ] [CONFIGURE ] DIBS: Testing feature 9/29: add_mfi
[2025-11-27T19:30:57.174799] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_mfi']
[2025-11-27T19:30:57.301934] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:57.325323] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:57.325512] [INFO ] [CONFIGURE ] CURI: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:30:57.326385] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1024/1890 | Remaining: 866 | Rate: 86.7/min
[2025-11-27T19:30:57.326503] [INFO ] [CONFIGURE ] CURI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:30:57.326555] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-27T19:30:57.372226] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:57.468629] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:30:57.510196] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:57.567860] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:57.603886] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:57.715862] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:57.765271] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:57.773534] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:30:57.882626] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:57.930552] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:57.959902] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:58.094741] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:30:58.136237] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:30:58.152722] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:30:58.156906] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:58.343078] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:30:58.343400] [INFO ] [CONFIGURE ] COYA: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:30:58.344203] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1025/1890 | Remaining: 865 | Rate: 86.7/min
[2025-11-27T19:30:58.344319] [INFO ] [CONFIGURE ] COYA: Testing feature 29/29: add_vwap
[2025-11-27T19:30:58.344411] [INFO ] [CONFIGURE ] COYA: Testing with features: ['add_vwap']
[2025-11-27T19:30:58.350364] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:58.417520] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:30:58.438485] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:58.550535] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:30:58.550815] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:58.723959] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:58.743549] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:30:58.751353] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:58.756995] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:30:58.953332] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:58.961155] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:30:59.008174] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:30:59.051390] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:30:59.159561] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:30:59.159834] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:30:59.160638] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1026/1890 | Remaining: 864 | Rate: 86.7/min
[2025-11-27T19:30:59.160752] [INFO ] [CONFIGURE ] DIBS: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:30:59.160869] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:30:59.168806] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:30:59.287716] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:30:59.371142] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:59.371512] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:30:59.431342] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:30:59.566785] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:30:59.576793] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:30:59.677776] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:30:59.703957] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:30:59.783449] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:30:59.844321] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:30:59.981640] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:30:59.987371] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:30:59.990075] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:00.127973] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:00.128190] [INFO ] [CONFIGURE ] CURI: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-11-27T19:31:00.129128] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 1027/1890 | Remaining: 863 | Rate: 86.6/min
[2025-11-27T19:31:00.129254] [INFO ] [CONFIGURE ] CURI: Testing feature 20/29: add_price_rejection
[2025-11-27T19:31:00.129356] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-11-27T19:31:00.195101] [DEBUG] [FORECASTER] COYA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:00.256727] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:00.292135] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:00.292416] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-27T19:31:00.293185] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 1028/1890 | Remaining: 862 | Rate: 86.7/min
[2025-11-27T19:31:00.293297] [INFO ] [CONFIGURE ] DBD: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:31:00.293387] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-27T19:31:00.401423] [DEBUG] [FORECASTER] COYA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:00.401688] [INFO ] [CONFIGURE ] COYA: DISCARDED add_vwap (score: 20.00%)
[2025-11-27T19:31:00.402451] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 1029/1890 | Remaining: 861 | Rate: 86.8/min
[2025-11-27T19:31:00.402558] [INFO ] [CONFIGURE ] COYA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:31:00.402696] [INFO ] [CONFIGURE ] COYA: Best accuracy: 90.00%
[2025-11-27T19:31:00.402781] [INFO ] [CONFIGURE ] COYA: Best feature set (0 features): []
[2025-11-27T19:31:00.402863] [INFO ] [CONFIGURE ] COYA: Improvement over baseline: 0.00%
[2025-11-27T19:31:00.402952] [INFO ] [CONFIGURE ] COYA: Total time: 1.0 minutes
[2025-11-27T19:31:00.403034] [INFO ] [CONFIGURE ] COYA: Average time per feature: 2.2 seconds
[2025-11-27T19:31:00.403133] [INFO ] [CONFIGURE ] COYA: Average speed: 0.46 features/sec
[2025-11-27T19:31:00.403377] [INFO ] [LOCAL     ] Saved configuration for COYA: 0 features, 90.00% accuracy -> ./output/feature-sets/COYA.json
[2025-11-27T19:31:00.403477] [INFO ] [CONFIGURE ] COYA: Configuration saved successfully: 0 features, 90.00% accuracy.
[2025-11-27T19:31:00.403917] [INFO ] [sig       ] [33/63] COYA OK in 1m 4s. ETA: 10m 47s. Rate: 2.8 sym/min
[2025-11-27T19:31:00.405007] [INFO ] [CONFIGURE ] EVTC: Configurate test run.
[2025-11-27T19:31:00.405120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-11-27T19:31:00.416173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-11-27T19:31:00.416563] [INFO ] [CONFIGURE ] EVTC: Testing with 29 available features
[2025-11-27T19:31:00.416712] [INFO ] [CONFIGURE ] EVTC: Establishing baseline with no features...
[2025-11-27T19:31:00.435022] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:00.535865] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:00.597035] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:00.607007] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:00.738796] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:00.777795] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:00.845078] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:00.922451] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:01.011921] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:01.140913] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:01.243533] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:01.288845] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:01.397108] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:01.565072] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:01.579647] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:01.627759] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:01.641273] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:01.765995] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:01.944654] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:01.950891] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:01.984878] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.017960] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.133806] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.257848] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:02.265548] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.265859] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-27T19:31:02.266662] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 1030/1890 | Remaining: 860 | Rate: 86.6/min
[2025-11-27T19:31:02.266801] [INFO ] [CONFIGURE ] DIBS: Testing feature 11/29: add_obv_daily
[2025-11-27T19:31:02.266900] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_obv_daily']
[2025-11-27T19:31:02.315200] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.334651] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.484375] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.499882] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:02.500163] [INFO ] [CONFIGURE ] EVTC: Baseline score (no features): 40.00%
[2025-11-27T19:31:02.500643] [INFO ] [CONFIGURE ] EVTC: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:31:02.500756] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:31:02.582600] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:02.640608] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:02.700913] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.723661] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:02.912823] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.919162] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:02.949075] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:02.955097] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:03.136679] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:03.172896] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:03.243740] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:03.262130] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:03.349898] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:03.397406] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:03.572910] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:03.578927] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:03.579132] [INFO ] [CONFIGURE ] CURI: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-27T19:31:03.580080] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 1032/1890 | Remaining: 858 | Rate: 86.6/min
[2025-11-27T19:31:03.580199] [INFO ] [CONFIGURE ] CURI: Testing feature 21/29: add_range_position
[2025-11-27T19:31:03.580296] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-11-27T19:31:03.584564] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:03.584921] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:31:03.585864] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 1033/1890 | Remaining: 857 | Rate: 86.7/min
[2025-11-27T19:31:03.585998] [INFO ] [CONFIGURE ] DBD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:31:03.586095] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-27T19:31:03.644678] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:03.802344] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:03.878184] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:03.897464] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:03.920204] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:04.032052] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:04.107642] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:04.201264] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:04.240690] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:04.257723] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:04.335836] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:04.485996] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:04.486296] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-27T19:31:04.487124] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 1034/1890 | Remaining: 856 | Rate: 86.7/min
[2025-11-27T19:31:04.487243] [INFO ] [CONFIGURE ] DIBS: Testing feature 12/29: add_obv_interval
[2025-11-27T19:31:04.487343] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_obv_interval']
[2025-11-27T19:31:04.508454] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:04.560110] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:04.566181] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:04.691557] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:04.794047] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:04.794347] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:31:04.795116] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 1035/1890 | Remaining: 855 | Rate: 86.7/min
[2025-11-27T19:31:04.795233] [INFO ] [CONFIGURE ] EVTC: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:31:04.795332] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:31:04.810281] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:04.874552] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:04.897332] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:05.033891] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:05.107191] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:05.109264] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:05.199150] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:05.271661] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:05.318829] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:05.407415] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:05.510254] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:05.523109] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:05.542567] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:05.705501] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:05.728071] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:05.753281] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:05.875852] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:05.939007] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:06.005260] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:06.006967] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:06.147022] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:06.204243] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:06.255569] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:06.306499] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:06.363468] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:06.508616] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:06.531944] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:06.587738] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:06.588048] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-27T19:31:06.588839] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 1036/1890 | Remaining: 854 | Rate: 86.6/min
[2025-11-27T19:31:06.588956] [INFO ] [CONFIGURE ] DIBS: Testing feature 13/29: add_opening_strength
[2025-11-27T19:31:06.589008] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:31:06.604509] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:06.604799] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:31:06.605527] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1037/1890 | Remaining: 853 | Rate: 86.7/min
[2025-11-27T19:31:06.605655] [INFO ] [CONFIGURE ] DBD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:31:06.605705] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-27T19:31:06.753245] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:06.822380] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:06.875819] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:06.876107] [INFO ] [CONFIGURE ] CURI: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:31:06.876940] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1038/1890 | Remaining: 852 | Rate: 86.7/min
[2025-11-27T19:31:06.877056] [INFO ] [CONFIGURE ] CURI: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:31:06.877151] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-11-27T19:31:06.895465] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:07.020646] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:07.065293] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:07.198550] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:07.278068] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:07.278410] [INFO ] [CONFIGURE ] EVTC: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-27T19:31:07.279388] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1039/1890 | Remaining: 851 | Rate: 86.8/min
[2025-11-27T19:31:07.279507] [INFO ] [CONFIGURE ] EVTC: Testing feature 3/29: add_daily_returns
[2025-11-27T19:31:07.279622] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:31:07.280428] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:07.304657] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:07.488611] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:07.529702] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:07.545435] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:07.659618] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:07.775553] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:07.783536] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:07.786259] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:08.022927] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:08.036701] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:08.038437] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:08.058757] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:08.264080] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:08.297056] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:08.339409] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:08.416221] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:08.502773] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:08.552542] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:08.623254] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:08.745124] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:08.812224] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:08.826024] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:08.909460] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:08.991543] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:08.991850] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:31:08.992685] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1040/1890 | Remaining: 850 | Rate: 86.6/min
[2025-11-27T19:31:08.992804] [INFO ] [CONFIGURE ] DIBS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:31:08.992906] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_order_flow_imbalance']
[2025-11-27T19:31:09.067717] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:09.198516] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:09.213678] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:09.216262] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:09.323366] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:09.427679] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:09.480840] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:09.481143] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:31:09.481952] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1041/1890 | Remaining: 849 | Rate: 86.7/min
[2025-11-27T19:31:09.482065] [INFO ] [CONFIGURE ] DBD: Testing feature 20/29: add_price_rejection
[2025-11-27T19:31:09.482159] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection']
[2025-11-27T19:31:09.578954] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:09.599231] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:09.647642] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:09.791932] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:09.840666] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:09.840961] [INFO ] [CONFIGURE ] EVTC: KEPT add_daily_returns (score: 60.00%)
[2025-11-27T19:31:09.841742] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1042/1890 | Remaining: 848 | Rate: 86.7/min
[2025-11-27T19:31:09.841860] [INFO ] [CONFIGURE ] EVTC: Testing feature 4/29: add_ema
[2025-11-27T19:31:09.841957] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-27T19:31:09.866449] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:09.987480] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:10.086748] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:10.103023] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:10.149144] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:10.308014] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:10.383475] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:10.408012] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:10.458245] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:10.549513] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:10.714227] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:10.775687] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:10.775983] [INFO ] [CONFIGURE ] CURI: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-27T19:31:10.776836] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1043/1890 | Remaining: 847 | Rate: 86.7/min
[2025-11-27T19:31:10.776910] [INFO ] [CONFIGURE ] CURI: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:31:10.776952] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-11-27T19:31:10.776814] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:10.791068] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:11.008484] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.023525] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.072551] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.105494] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.236494] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:11.236825] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:31:11.237773] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1044/1890 | Remaining: 846 | Rate: 86.7/min
[2025-11-27T19:31:11.237891] [INFO ] [CONFIGURE ] DIBS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:31:11.237991] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_pbf_morning_momentum']
[2025-11-27T19:31:11.331857] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:11.360082] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:11.414361] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.430470] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.621727] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.643895] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:11.652203] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:11.729413] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:11.813978] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.946882] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:11.978075] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:12.004643] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:12.042953] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:12.198365] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:12.237332] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:12.293298] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:12.354758] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:12.395070] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:12.550053] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:12.600357] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:12.616560] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:12.616885] [INFO ] [CONFIGURE ] DBD: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:31:12.617732] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 1045/1890 | Remaining: 845 | Rate: 86.6/min
[2025-11-27T19:31:12.617848] [INFO ] [CONFIGURE ] DBD: Testing feature 21/29: add_range_position
[2025-11-27T19:31:12.617943] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position']
[2025-11-27T19:31:12.669321] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:12.804597] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:12.849526] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:12.947203] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:31:12.981513] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:12.981840] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:31:12.982690] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1046/1890 | Remaining: 844 | Rate: 86.7/min
[2025-11-27T19:31:12.982811] [INFO ] [CONFIGURE ] EVTC: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:31:12.982909] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:31:13.009158] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:13.155785] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:13.214898] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:13.215217] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-27T19:31:13.216063] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1047/1890 | Remaining: 843 | Rate: 86.7/min
[2025-11-27T19:31:13.216187] [INFO ] [CONFIGURE ] DIBS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:31:13.216323] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_pbf_overnight_gap']
[2025-11-27T19:31:13.277887] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:13.291408] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:13.432058] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:13.462895] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:13.598875] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:13.603987] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:13.653706] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:13.773289] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:13.773446] [INFO ] [CONFIGURE ] CURI: DISCARDED add_recent_range_context (score: 40.00%)
[2025-11-27T19:31:13.774260] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1048/1890 | Remaining: 842 | Rate: 86.7/min
[2025-11-27T19:31:13.774323] [INFO ] [CONFIGURE ] CURI: Testing feature 24/29: add_rsi
[2025-11-27T19:31:13.774361] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-27T19:31:13.872365] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:13.913318] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:13.936979] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:14.091714] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:14.125765] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:14.224475] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:14.266718] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:14.311587] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:14.476439] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:14.532847] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:14.536229] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:14.594321] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:14.752087] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:14.840845] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:14.849407] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:14.945453] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:14.975709] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:15.169544] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:15.203512] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:15.220726] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:15.286245] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:15.427477] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:15.427798] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:31:15.428632] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1049/1890 | Remaining: 841 | Rate: 86.6/min
[2025-11-27T19:31:15.428781] [INFO ] [CONFIGURE ] DIBS: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:31:15.428889] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_pbf_return_2d']
[2025-11-27T19:31:15.490683] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:15.580637] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:15.615818] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:15.646708] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:15.808929] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:15.867184] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:15.929186] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:15.945864] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:15.946171] [INFO ] [CONFIGURE ] DBD: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:31:15.946960] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1050/1890 | Remaining: 840 | Rate: 86.6/min
[2025-11-27T19:31:15.947073] [INFO ] [CONFIGURE ] DBD: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:31:15.947165] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility']
[2025-11-27T19:31:16.089507] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:16.127462] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:16.127795] [INFO ] [CONFIGURE ] EVTC: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:31:16.128677] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1051/1890 | Remaining: 839 | Rate: 86.7/min
[2025-11-27T19:31:16.128801] [INFO ] [CONFIGURE ] EVTC: Testing feature 6/29: add_failed_moves
[2025-11-27T19:31:16.128904] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:31:16.276408] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:16.308033] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:16.335547] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:16.452520] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:16.549310] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:16.640837] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:16.728325] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:16.761712] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:16.783895] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:16.976502] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:16.997599] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:17.112899] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:17.123823] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:17.193906] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:17.358155] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:17.358497] [INFO ] [CONFIGURE ] CURI: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:31:17.359490] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1052/1890 | Remaining: 838 | Rate: 86.6/min
[2025-11-27T19:31:17.359647] [INFO ] [CONFIGURE ] CURI: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:31:17.359754] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-11-27T19:31:17.406593] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:17.441939] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:17.517805] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:17.618619] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:17.618911] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:31:17.619691] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1053/1890 | Remaining: 837 | Rate: 86.7/min
[2025-11-27T19:31:17.619812] [INFO ] [CONFIGURE ] DIBS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:31:17.619910] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_pbf_volatility_5d']
[2025-11-27T19:31:17.660503] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:17.769244] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:17.805643] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:17.916754] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:17.949007] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:17.999912] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:18.087975] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:18.189546] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:18.231773] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:18.317074] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:18.381234] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:18.408591] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:18.511435] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:18.573928] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:18.726861] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:18.726985] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:18.781835] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:18.792250] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:18.986193] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:19.050853] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:19.081950] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:19.141423] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:19.184511] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:19.367546] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:19.378189] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:19.378514] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:31:19.379290] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 1054/1890 | Remaining: 836 | Rate: 86.6/min
[2025-11-27T19:31:19.379411] [INFO ] [CONFIGURE ] EVTC: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:31:19.379510] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-27T19:31:19.380393] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:19.547267] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:19.578571] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:19.578879] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:31:19.579650] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 1055/1890 | Remaining: 835 | Rate: 86.6/min
[2025-11-27T19:31:19.579767] [INFO ] [CONFIGURE ] DIBS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:31:19.579864] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-27T19:31:19.651997] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:19.694078] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:19.765636] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:19.942361] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:19.949353] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:19.959681] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:19.960004] [INFO ] [CONFIGURE ] DBD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:31:19.960826] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 1056/1890 | Remaining: 834 | Rate: 86.7/min
[2025-11-27T19:31:19.960958] [INFO ] [CONFIGURE ] DBD: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:31:19.961054] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context']
[2025-11-27T19:31:20.007777] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:20.131220] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:20.263447] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:20.263761] [INFO ] [CONFIGURE ] CURI: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:31:20.264653] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 1057/1890 | Remaining: 833 | Rate: 86.7/min
[2025-11-27T19:31:20.264763] [INFO ] [CONFIGURE ] CURI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:31:20.264857] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-27T19:31:20.273154] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:20.310217] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:20.324690] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:20.491158] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:20.571722] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:20.578930] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:20.638018] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:20.675437] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:20.860470] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:20.869783] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:20.872373] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:20.951965] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:21.046645] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:21.157498] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:21.174724] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:21.232498] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:21.293295] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:21.420215] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:21.420473] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:31:21.421245] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 1058/1890 | Remaining: 832 | Rate: 86.6/min
[2025-11-27T19:31:21.421362] [INFO ] [CONFIGURE ] DIBS: Testing feature 20/29: add_price_rejection
[2025-11-27T19:31:21.421460] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_price_rejection']
[2025-11-27T19:31:21.460743] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:21.476650] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:21.626348] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:21.627365] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:21.754637] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:21.786956] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:21.835277] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:21.948420] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:22.042267] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:22.046624] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:22.090532] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:22.247191] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:22.278932] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:22.336539] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:22.395696] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:22.453626] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:22.595366] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:22.595685] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:31:22.596449] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 1059/1890 | Remaining: 831 | Rate: 86.6/min
[2025-11-27T19:31:22.596567] [INFO ] [CONFIGURE ] EVTC: Testing feature 8/29: add_macd
[2025-11-27T19:31:22.596684] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-27T19:31:22.626774] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:22.663168] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:22.704037] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:22.872692] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:22.919927] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:22.986876] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:23.009339] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:23.009638] [INFO ] [CONFIGURE ] DBD: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:31:23.010407] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 1060/1890 | Remaining: 830 | Rate: 86.6/min
[2025-11-27T19:31:23.010520] [INFO ] [CONFIGURE ] DBD: Testing feature 24/29: add_rsi
[2025-11-27T19:31:23.010627] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-27T19:31:23.081530] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:23.212138] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:23.212420] [INFO ] [CONFIGURE ] CURI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:31:23.213258] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 1061/1890 | Remaining: 829 | Rate: 86.7/min
[2025-11-27T19:31:23.213363] [INFO ] [CONFIGURE ] CURI: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:31:23.213453] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-27T19:31:23.294286] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:23.365468] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:23.388154] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:23.508121] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:23.508399] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:31:23.509204] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1062/1890 | Remaining: 828 | Rate: 86.7/min
[2025-11-27T19:31:23.509319] [INFO ] [CONFIGURE ] DIBS: Testing feature 21/29: add_range_position
[2025-11-27T19:31:23.509418] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_range_position']
[2025-11-27T19:31:23.514910] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:23.726367] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:23.730453] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:23.779612] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:23.817482] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:23.956110] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:24.087890] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:24.117909] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:24.170130] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:24.179374] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:24.404445] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:24.420749] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:24.448163] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:24.560597] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:24.629124] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:24.724188] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:24.807157] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:24.852564] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:24.946685] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:25.032028] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:25.075490] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:25.163422] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:25.300744] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:25.338265] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:25.340177] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:25.519799] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:25.525232] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:25.646044] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:25.736017] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:25.750741] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:25.750999] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:31:25.751795] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 1063/1890 | Remaining: 827 | Rate: 86.5/min
[2025-11-27T19:31:25.751914] [INFO ] [CONFIGURE ] DIBS: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:31:25.752011] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_realized_volatility']
[2025-11-27T19:31:25.877913] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:25.953479] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:26.036379] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:26.129994] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:26.241813] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:26.262550] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:26.262842] [INFO ] [CONFIGURE ] CURI: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-27T19:31:26.263698] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1064/1890 | Remaining: 826 | Rate: 86.6/min
[2025-11-27T19:31:26.263806] [INFO ] [CONFIGURE ] CURI: Testing feature 28/29: add_volume_profile
[2025-11-27T19:31:26.263898] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-11-27T19:31:26.323943] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:26.518024] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:26.518337] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:31:26.519138] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1065/1890 | Remaining: 825 | Rate: 86.6/min
[2025-11-27T19:31:26.519260] [INFO ] [CONFIGURE ] EVTC: Testing feature 9/29: add_mfi
[2025-11-27T19:31:26.519361] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-11-27T19:31:26.550814] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:26.610182] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:26.626158] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:26.626493] [INFO ] [CONFIGURE ] DBD: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:31:26.627297] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1066/1890 | Remaining: 824 | Rate: 86.7/min
[2025-11-27T19:31:26.627423] [INFO ] [CONFIGURE ] DBD: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:31:26.627523] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution']
[2025-11-27T19:31:26.839504] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:26.845224] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:26.895773] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:26.933536] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:27.144546] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:27.166149] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:27.181641] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:27.227415] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:27.440017] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:27.469867] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:27.487568] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:27.520422] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:27.736129] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:27.760375] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:27.812095] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:27.821687] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:28.030123] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:28.050848] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:28.116109] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:28.131748] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:28.325926] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:28.339692] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:28.415107] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:28.453566] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:28.632325] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:28.632519] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:31:28.633470] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1067/1890 | Remaining: 823 | Rate: 86.5/min
[2025-11-27T19:31:28.633618] [INFO ] [CONFIGURE ] DIBS: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:31:28.633671] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_recent_range_context']
[2025-11-27T19:31:28.634778] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:28.711054] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:28.775765] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:28.831815] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:28.943055] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:29.006396] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:29.030598] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:29.102835] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:29.230641] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:29.252085] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:29.252397] [INFO ] [CONFIGURE ] CURI: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:31:29.253274] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1068/1890 | Remaining: 822 | Rate: 86.5/min
[2025-11-27T19:31:29.253391] [INFO ] [CONFIGURE ] CURI: Testing feature 29/29: add_vwap
[2025-11-27T19:31:29.253487] [INFO ] [CONFIGURE ] CURI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-11-27T19:31:29.304400] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:29.428044] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:29.428666] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:29.558768] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:29.603656] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:29.603829] [INFO ] [CONFIGURE ] DBD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:31:29.604717] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1069/1890 | Remaining: 821 | Rate: 86.6/min
[2025-11-27T19:31:29.604839] [INFO ] [CONFIGURE ] DBD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:31:29.604894] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-27T19:31:29.628666] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:29.754858] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:29.755042] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:31:29.755768] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1070/1890 | Remaining: 820 | Rate: 86.6/min
[2025-11-27T19:31:29.755842] [INFO ] [CONFIGURE ] EVTC: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:31:29.755890] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:31:29.831919] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:29.868216] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:29.910887] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:30.035645] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:30.151015] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:30.182866] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:30.217480] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:30.239778] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:30.459205] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:30.497447] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:30.522533] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:30.547522] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:30.680147] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:30.680432] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:31:30.681224] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1071/1890 | Remaining: 819 | Rate: 86.6/min
[2025-11-27T19:31:30.681342] [INFO ] [CONFIGURE ] DIBS: Testing feature 24/29: add_rsi
[2025-11-27T19:31:30.681443] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_ema', 'add_rsi']
[2025-11-27T19:31:30.817565] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:30.826233] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:30.930686] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:30.945590] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:31.131171] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:31:31.133752] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:31.183743] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:31.359746] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:31.436379] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:31.441413] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:31.446433] [DEBUG] [FORECASTER] CURI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:31.700560] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:31.744612] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:31.751198] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:31.774480] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:31.958028] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:32.054913] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:31:32.056422] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:32.196417] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:32.210888] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:32.357218] [DEBUG] [FORECASTER] CURI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:32.357494] [INFO ] [CONFIGURE ] CURI: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:31:32.358363] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 1072/1890 | Remaining: 818 | Rate: 86.5/min
[2025-11-27T19:31:32.358471] [INFO ] [CONFIGURE ] CURI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:31:32.358562] [INFO ] [CONFIGURE ] CURI: Best accuracy: 60.00%
[2025-11-27T19:31:32.358670] [INFO ] [CONFIGURE ] CURI: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:31:32.358721] [INFO ] [CONFIGURE ] CURI: Improvement over baseline: 40.00%
[2025-11-27T19:31:32.358759] [INFO ] [CONFIGURE ] CURI: Total time: 1.5 minutes
[2025-11-27T19:31:32.358586] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:32.358837] [INFO ] [CONFIGURE ] CURI: Average time per feature: 3.1 seconds
[2025-11-27T19:31:32.358905] [INFO ] [CONFIGURE ] CURI: Average speed: 0.32 features/sec
[2025-11-27T19:31:32.359179] [INFO ] [LOCAL     ] Saved configuration for CURI: 2 features, 60.00% accuracy -> ./output/feature-sets/CURI.json
[2025-11-27T19:31:32.359283] [INFO ] [CONFIGURE ] CURI: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-11-27T19:31:32.359985] [INFO ] [sig       ] [34/63] CURI OK in 1m 33s. ETA: 10m 34s. Rate: 2.7 sym/min
[2025-11-27T19:31:32.360935] [INFO ] [CONFIGURE ] FDS: Configurate test run.
[2025-11-27T19:31:32.360991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-11-27T19:31:32.435149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-11-27T19:31:32.435545] [INFO ] [CONFIGURE ] FDS: Testing with 29 available features
[2025-11-27T19:31:32.435814] [INFO ] [CONFIGURE ] FDS: Establishing baseline with no features...
[2025-11-27T19:31:32.464709] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:32.609796] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:32.617386] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:32.665856] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:32.666154] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:31:32.667005] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 1073/1890 | Remaining: 817 | Rate: 86.5/min
[2025-11-27T19:31:32.667125] [INFO ] [CONFIGURE ] DBD: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:31:32.667220] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-27T19:31:32.719230] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:32.783652] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:32.958446] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:32.975631] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:33.006101] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:33.037006] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:33.133474] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:33.231073] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:33.231369] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_rsi (score: 80.00%)
[2025-11-27T19:31:33.232211] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 1074/1890 | Remaining: 816 | Rate: 86.6/min
[2025-11-27T19:31:33.232327] [INFO ] [CONFIGURE ] DIBS: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:31:33.232425] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_tick_distribution']
[2025-11-27T19:31:33.307165] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:33.315775] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:33.425476] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:33.445931] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:33.482340] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:33.622386] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:33.627624] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:33.658667] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:31:33.816425] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:33.834522] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:33.861166] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:33.861481] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:31:33.862303] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 1075/1890 | Remaining: 815 | Rate: 86.6/min
[2025-11-27T19:31:33.862427] [INFO ] [CONFIGURE ] EVTC: Testing feature 11/29: add_obv_daily
[2025-11-27T19:31:33.862482] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-11-27T19:31:33.949132] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:34.013530] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:34.014887] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:34.191364] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:34.191664] [INFO ] [CONFIGURE ] FDS: Baseline score (no features): 50.00%
[2025-11-27T19:31:34.192083] [INFO ] [CONFIGURE ] FDS: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:31:34.192201] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:31:34.212668] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:34.213475] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:34.278630] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:34.409199] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:34.414865] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:34.558699] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:34.609273] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:34.611891] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:34.625844] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:34.807008] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:34.840468] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:34.894047] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:34.954891] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:35.005838] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.059944] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:35.204358] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.204658] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-27T19:31:35.205405] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 1077/1890 | Remaining: 813 | Rate: 86.6/min
[2025-11-27T19:31:35.205522] [INFO ] [CONFIGURE ] DIBS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:31:35.205633] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_volume_momentum_confirmation']
[2025-11-27T19:31:35.229760] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:35.280842] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:35.289616] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.403907] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.499677] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:35.566310] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.605084] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.625809] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.720695] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:35.806660] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.908054] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:35.941143] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:35.949520] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:35.949807] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:31:35.950567] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 1078/1890 | Remaining: 812 | Rate: 86.6/min
[2025-11-27T19:31:35.950692] [INFO ] [CONFIGURE ] DBD: Testing feature 28/29: add_volume_profile
[2025-11-27T19:31:35.950782] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile']
[2025-11-27T19:31:36.011389] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:36.162827] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:36.213726] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:36.254280] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:36.262963] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:36.384836] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:36.385002] [INFO ] [CONFIGURE ] FDS: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:31:36.385811] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 1079/1890 | Remaining: 811 | Rate: 86.6/min
[2025-11-27T19:31:36.385977] [INFO ] [CONFIGURE ] FDS: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:31:36.386068] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:31:36.417957] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:36.560321] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:36.615872] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:36.621087] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:36.624072] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:36.827746] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:36.845007] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:36.861042] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:36.989298] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:37.033045] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:37.074677] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:37.166608] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:37.240145] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:37.240336] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:31:37.241189] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 1080/1890 | Remaining: 810 | Rate: 86.6/min
[2025-11-27T19:31:37.241313] [INFO ] [CONFIGURE ] DIBS: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:31:37.241364] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_volume_price_divergence']
[2025-11-27T19:31:37.305763] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:37.318714] [FATAL] [FORECASTER] Failed to test lookback=11: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:37.355658] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:37.355852] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:31:37.356634] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 1081/1890 | Remaining: 809 | Rate: 86.6/min
[2025-11-27T19:31:37.356829] [INFO ] [CONFIGURE ] EVTC: Testing feature 12/29: add_obv_interval
[2025-11-27T19:31:37.356935] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-11-27T19:31:37.397626] [FATAL] [FORECASTER] Failed to test lookback=10: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:37.475031] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:37.477187] [FATAL] [FORECASTER] Failed to test lookback=9: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:37.539198] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:37.557437] [FATAL] [FORECASTER] Failed to test lookback=8: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:37.636176] [FATAL] [FORECASTER] Failed to test lookback=7: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:37.698844] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:37.715485] [FATAL] [FORECASTER] Failed to test lookback=6: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:37.771847] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:37.778866] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:37.794090] [FATAL] [FORECASTER] Failed to test lookback=5: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:37.872427] [FATAL] [FORECASTER] Failed to test lookback=4: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:37.951102] [FATAL] [FORECASTER] Failed to test lookback=3: [19:31:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:38.001412] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:38.029104] [FATAL] [FORECASTER] Failed to test lookback=2: [19:31:38] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:31:38.029461] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-27T19:31:38.030221] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 1082/1890 | Remaining: 808 | Rate: 86.6/min
[2025-11-27T19:31:38.030352] [INFO ] [CONFIGURE ] DIBS: Testing feature 28/29: add_volume_profile
[2025-11-27T19:31:38.030403] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_volume_profile']
[2025-11-27T19:31:38.036092] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:38.084176] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:38.233590] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:38.238447] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:38.370426] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:38.390775] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:38.445340] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:38.467009] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:38.654676] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:38.700432] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:38.700738] [INFO ] [CONFIGURE ] FDS: KEPT add_cumulative_delta (score: 70.00%)
[2025-11-27T19:31:38.701638] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 1083/1890 | Remaining: 807 | Rate: 86.7/min
[2025-11-27T19:31:38.701772] [INFO ] [CONFIGURE ] FDS: Testing feature 3/29: add_daily_returns
[2025-11-27T19:31:38.701886] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:31:38.702193] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:38.713526] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:38.865181] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:38.952275] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:39.016247] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:39.016555] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:31:39.017397] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 1084/1890 | Remaining: 806 | Rate: 86.7/min
[2025-11-27T19:31:39.017505] [INFO ] [CONFIGURE ] DBD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:31:39.017608] [INFO ] [CONFIGURE ] DBD: Best accuracy: 70.00%
[2025-11-27T19:31:39.017698] [INFO ] [CONFIGURE ] DBD: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:31:39.017781] [INFO ] [CONFIGURE ] DBD: Improvement over baseline: 50.00%
[2025-11-27T19:31:39.017864] [INFO ] [CONFIGURE ] DBD: Total time: 1.5 minutes
[2025-11-27T19:31:39.017946] [INFO ] [CONFIGURE ] DBD: Average time per feature: 3.1 seconds
[2025-11-27T19:31:39.018029] [INFO ] [CONFIGURE ] DBD: Average speed: 0.33 features/sec
[2025-11-27T19:31:39.019348] [INFO ] [LOCAL     ] Saved configuration for DBD: 4 features, 70.00% accuracy -> ./output/feature-sets/DBD.json
[2025-11-27T19:31:39.019457] [INFO ] [CONFIGURE ] DBD: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-11-27T19:31:39.020134] [INFO ] [sig       ] [35/63] DBD OK in 1m 29s. ETA: 10m 0s. Rate: 2.8 sym/min
[2025-11-27T19:31:39.021280] [INFO ] [CONFIGURE ] FEMB: Configurate test run.
[2025-11-27T19:31:39.021393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-11-27T19:31:39.032595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-11-27T19:31:39.033004] [INFO ] [CONFIGURE ] FEMB: Testing with 29 available features
[2025-11-27T19:31:39.033133] [INFO ] [CONFIGURE ] FEMB: Establishing baseline with no features...
[2025-11-27T19:31:39.081278] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:39.083172] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:39.212794] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:39.218653] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:39.296890] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:39.393603] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:39.432200] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:39.465443] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:39.509172] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:39.575285] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:39.714430] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:39.720659] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:39.752022] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:39.768559] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:39.926987] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:39.937182] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:39.966421] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:40.092255] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:40.102165] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:40.150754] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:40.151029] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-27T19:31:40.151838] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 1085/1890 | Remaining: 805 | Rate: 86.6/min
[2025-11-27T19:31:40.151952] [INFO ] [CONFIGURE ] DIBS: Testing feature 29/29: add_vwap
[2025-11-27T19:31:40.152051] [INFO ] [CONFIGURE ] DIBS: Testing with features: ['add_vwap']
[2025-11-27T19:31:40.211778] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:40.279477] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:40.362057] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:40.420188] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:40.456935] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:40.459721] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:40.576079] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:40.635095] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:40.708761] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:40.751855] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:40.752151] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:31:40.752991] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 1086/1890 | Remaining: 804 | Rate: 86.7/min
[2025-11-27T19:31:40.753111] [INFO ] [CONFIGURE ] EVTC: Testing feature 13/29: add_opening_strength
[2025-11-27T19:31:40.753210] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-11-27T19:31:40.790323] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:40.815637] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:40.815907] [INFO ] [CONFIGURE ] FEMB: Baseline score (no features): 70.00%
[2025-11-27T19:31:40.816345] [INFO ] [CONFIGURE ] FEMB: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:31:40.816454] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:31:40.955191] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:41.003670] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:41.038976] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:41.096477] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:41.203295] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:41.203569] [INFO ] [CONFIGURE ] FDS: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:31:41.204355] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 1088/1890 | Remaining: 802 | Rate: 86.8/min
[2025-11-27T19:31:41.204464] [INFO ] [CONFIGURE ] FDS: Testing feature 4/29: add_ema
[2025-11-27T19:31:41.204565] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:31:41.215223] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:41.259389] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:41.430413] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:41.438553] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:41.477905] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:41.485472] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:41.646770] [DEBUG] [FORECASTER] DIBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:41.696160] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:41.769349] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:41.783209] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:41.864227] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:41.916055] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:42.053850] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:42.083606] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.132211] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.139737] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.323037] [DEBUG] [FORECASTER] DIBS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.323397] [INFO ] [CONFIGURE ] DIBS: DISCARDED add_vwap (score: 80.00%)
[2025-11-27T19:31:42.324375] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 1089/1890 | Remaining: 801 | Rate: 86.7/min
[2025-11-27T19:31:42.324549] [INFO ] [CONFIGURE ] DIBS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:31:42.324713] [INFO ] [CONFIGURE ] DIBS: Best accuracy: 80.00%
[2025-11-27T19:31:42.324815] [INFO ] [CONFIGURE ] DIBS: Best feature set (0 features): []
[2025-11-27T19:31:42.324945] [INFO ] [CONFIGURE ] DIBS: Improvement over baseline: 0.00%
[2025-11-27T19:31:42.325078] [INFO ] [CONFIGURE ] DIBS: Total time: 1.1 minutes
[2025-11-27T19:31:42.325213] [INFO ] [CONFIGURE ] DIBS: Average time per feature: 2.2 seconds
[2025-11-27T19:31:42.325335] [INFO ] [CONFIGURE ] DIBS: Average speed: 0.46 features/sec
[2025-11-27T19:31:42.325706] [INFO ] [LOCAL     ] Saved configuration for DIBS: 0 features, 80.00% accuracy -> ./output/feature-sets/DIBS.json
[2025-11-27T19:31:42.325844] [INFO ] [CONFIGURE ] DIBS: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-11-27T19:31:42.326599] [INFO ] [sig       ] [36/63] DIBS OK in 1m 5s. ETA: 9m 25s. Rate: 2.9 sym/min
[2025-11-27T19:31:42.329093] [INFO ] [CONFIGURE ] FMHI: Configurate test run.
[2025-11-27T19:31:42.329295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-11-27T19:31:42.344295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-11-27T19:31:42.344932] [INFO ] [CONFIGURE ] FMHI: Testing with 29 available features
[2025-11-27T19:31:42.345291] [INFO ] [CONFIGURE ] FMHI: Establishing baseline with no features...
[2025-11-27T19:31:42.363082] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:42.363935] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:42.483854] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.531001] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:42.586815] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.659289] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:42.711594] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.808343] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.828943] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:42.892166] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:31:42.950426] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:43.033717] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:43.033985] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-11-27T19:31:43.034791] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 1090/1890 | Remaining: 800 | Rate: 86.7/min
[2025-11-27T19:31:43.034899] [INFO ] [CONFIGURE ] FEMB: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:31:43.034989] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:31:43.071437] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:43.171410] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:43.245151] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:43.253525] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:43.271300] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:43.434675] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:43.512863] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:43.519216] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:43.535358] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:43.614782] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:31:43.754094] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:43.793949] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:43.824930] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:43.864839] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:43.971823] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:43.995760] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:44.114890] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:44.115152] [INFO ] [CONFIGURE ] FDS: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:31:44.115936] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 1091/1890 | Remaining: 799 | Rate: 86.7/min
[2025-11-27T19:31:44.116046] [INFO ] [CONFIGURE ] FDS: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:31:44.116138] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:31:44.154000] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:44.154288] [INFO ] [CONFIGURE ] FMHI: Baseline score (no features): 70.00%
[2025-11-27T19:31:44.154749] [INFO ] [CONFIGURE ] FMHI: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:31:44.154862] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:31:44.215020] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:44.215315] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:31:44.216085] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 1093/1890 | Remaining: 797 | Rate: 86.8/min
[2025-11-27T19:31:44.216202] [INFO ] [CONFIGURE ] EVTC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:31:44.216303] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-11-27T19:31:44.238447] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:44.377363] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:44.399073] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:44.477274] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:44.558272] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:44.597340] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:31:44.682301] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:44.714460] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:44.821287] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:31:44.903822] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:44.956456] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:44.972739] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:45.050202] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:45.200842] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:45.257045] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:45.263121] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:31:45.278465] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:45.441004] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:45.441293] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:31:45.442068] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 1094/1890 | Remaining: 796 | Rate: 86.8/min
[2025-11-27T19:31:45.442175] [INFO ] [CONFIGURE ] FEMB: Testing feature 3/29: add_daily_returns
[2025-11-27T19:31:45.442224] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_daily_returns']
[2025-11-27T19:31:45.507288] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:45.553394] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:45.607825] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:45.634864] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:45.735861] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:45.830401] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:45.849844] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:45.958760] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:45.964085] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:31:46.024844] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:46.138761] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:46.189459] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:46.221591] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:46.303827] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:46.419212] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:46.419516] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:31:46.420348] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 1095/1890 | Remaining: 795 | Rate: 86.7/min
[2025-11-27T19:31:46.420503] [INFO ] [CONFIGURE ] FMHI: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:31:46.420635] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:31:46.425068] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:46.426724] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:46.630602] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:46.655845] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:46.676270] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:31:46.720753] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:46.832074] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:46.886347] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:47.021068] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:47.021386] [INFO ] [CONFIGURE ] FDS: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-27T19:31:47.022187] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 1096/1890 | Remaining: 794 | Rate: 86.7/min
[2025-11-27T19:31:47.022298] [INFO ] [CONFIGURE ] FDS: Testing feature 6/29: add_failed_moves
[2025-11-27T19:31:47.022389] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:31:47.034011] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:47.046267] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:47.117301] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:31:47.243464] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:47.263908] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:47.348767] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:47.406549] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:47.440547] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:47.440836] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:31:47.441613] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 1097/1890 | Remaining: 793 | Rate: 86.8/min
[2025-11-27T19:31:47.441722] [INFO ] [CONFIGURE ] FEMB: Testing feature 4/29: add_ema
[2025-11-27T19:31:47.441811] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_ema']
[2025-11-27T19:31:47.500652] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:47.579810] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:47.674211] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:47.737534] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:47.767001] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:47.767294] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:31:47.768139] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 1098/1890 | Remaining: 792 | Rate: 86.8/min
[2025-11-27T19:31:47.768265] [INFO ] [CONFIGURE ] EVTC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:31:47.768367] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-11-27T19:31:47.813071] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:47.908678] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:47.974204] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:48.047476] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:31:48.085917] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:48.140467] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:48.211852] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:48.282346] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:31:48.376425] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:48.402561] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:48.451662] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:48.518840] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:48.611619] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:48.690732] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:48.739623] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:48.755956] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:48.756269] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-27T19:31:48.757110] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 1099/1890 | Remaining: 791 | Rate: 86.8/min
[2025-11-27T19:31:48.757234] [INFO ] [CONFIGURE ] FMHI: Testing feature 3/29: add_daily_returns
[2025-11-27T19:31:48.757335] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_daily_returns']
[2025-11-27T19:31:48.845346] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:48.929649] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:48.952070] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:49.071476] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:49.085336] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:49.149627] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:49.171144] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:49.320761] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:49.343168] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:31:49.394808] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:49.413921] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:49.414217] [INFO ] [CONFIGURE ] FDS: KEPT add_failed_moves (score: 80.00%)
[2025-11-27T19:31:49.415035] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 1100/1890 | Remaining: 790 | Rate: 86.8/min
[2025-11-27T19:31:49.415148] [INFO ] [CONFIGURE ] FDS: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:31:49.415240] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf']
[2025-11-27T19:31:49.539529] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:49.559373] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:49.655258] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:49.726495] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:49.738248] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:49.798477] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:49.798686] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:31:49.799525] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 1101/1890 | Remaining: 789 | Rate: 86.8/min
[2025-11-27T19:31:49.799650] [INFO ] [CONFIGURE ] FEMB: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:31:49.799743] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:31:49.893766] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:49.940010] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:50.039155] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:50.045696] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:50.141201] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:31:50.157364] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:50.275082] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:50.347106] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:31:50.362952] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:50.398272] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:50.513975] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:50.547944] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:50.641733] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:50.687349] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:50.749278] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:50.749595] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:31:50.750400] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 1102/1890 | Remaining: 788 | Rate: 86.8/min
[2025-11-27T19:31:50.750521] [INFO ] [CONFIGURE ] FMHI: Testing feature 4/29: add_ema
[2025-11-27T19:31:50.750649] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_ema']
[2025-11-27T19:31:50.750540] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:50.886040] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:50.985599] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:50.998494] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:51.014513] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:51.014841] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:31:51.015663] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 1103/1890 | Remaining: 787 | Rate: 86.8/min
[2025-11-27T19:31:51.015789] [INFO ] [CONFIGURE ] EVTC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:31:51.015891] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-11-27T19:31:51.127433] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:51.219617] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:31:51.245260] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:51.349700] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:51.369254] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:51.454882] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:31:51.487008] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:51.614344] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:51.687788] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:51.689925] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:51.740123] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:51.864167] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:51.864448] [INFO ] [CONFIGURE ] FDS: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:31:51.865264] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 1104/1890 | Remaining: 786 | Rate: 86.8/min
[2025-11-27T19:31:51.865377] [INFO ] [CONFIGURE ] FDS: Testing feature 8/29: add_macd
[2025-11-27T19:31:51.865471] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-27T19:31:51.923629] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:51.991920] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:52.026930] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:52.156132] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:52.211850] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:52.241872] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:52.242167] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:31:52.242962] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 1105/1890 | Remaining: 785 | Rate: 86.8/min
[2025-11-27T19:31:52.243077] [INFO ] [CONFIGURE ] FEMB: Testing feature 6/29: add_failed_moves
[2025-11-27T19:31:52.243169] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_failed_moves']
[2025-11-27T19:31:52.362814] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:52.394960] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:31:52.434134] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:52.558033] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:52.625280] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:52.637766] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:31:52.698258] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:52.807958] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:52.883898] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:52.908998] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:52.990825] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:53.029187] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:53.123119] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:53.123424] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:31:53.124227] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 1106/1890 | Remaining: 784 | Rate: 86.8/min
[2025-11-27T19:31:53.124343] [INFO ] [CONFIGURE ] FMHI: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:31:53.124450] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:31:53.174590] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:53.267291] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:53.358510] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:31:53.361697] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:53.362754] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:53.549605] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:53.591518] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:53.617870] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:53.699710] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:31:53.735234] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:53.830394] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:31:53.922066] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:53.968477] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:31:54.037098] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:54.066247] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:54.111091] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:54.111357] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:31:54.112113] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 1107/1890 | Remaining: 783 | Rate: 86.8/min
[2025-11-27T19:31:54.112220] [INFO ] [CONFIGURE ] FEMB: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:31:54.112309] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_lag_shelf']
[2025-11-27T19:31:54.282719] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:54.301970] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:54.329903] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:54.378136] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:31:54.378444] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:31:54.379231] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 1108/1890 | Remaining: 782 | Rate: 86.8/min
[2025-11-27T19:31:54.379364] [INFO ] [CONFIGURE ] EVTC: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:31:54.379467] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-11-27T19:31:54.454856] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:54.535627] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:31:54.630969] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:54.700703] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:54.720667] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:54.767613] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:54.804565] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:54.982267] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:55.004794] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:31:55.069708] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:55.071018] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:55.159129] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:55.243310] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:55.338554] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:55.417825] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:55.438249] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:55.438584] [INFO ] [CONFIGURE ] FDS: DISCARDED add_macd (score: 30.00%)
[2025-11-27T19:31:55.439336] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 1109/1890 | Remaining: 781 | Rate: 86.8/min
[2025-11-27T19:31:55.439453] [INFO ] [CONFIGURE ] FDS: Testing feature 9/29: add_mfi
[2025-11-27T19:31:55.439545] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_mfi']
[2025-11-27T19:31:55.480745] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:55.481057] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-27T19:31:55.481915] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 1110/1890 | Remaining: 780 | Rate: 86.9/min
[2025-11-27T19:31:55.482071] [INFO ] [CONFIGURE ] FMHI: Testing feature 6/29: add_failed_moves
[2025-11-27T19:31:55.482182] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_failed_moves']
[2025-11-27T19:31:55.518569] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:55.672551] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:55.696199] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:55.698609] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:55.757218] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:55.863888] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:55.877509] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:55.877803] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:31:55.878654] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 1111/1890 | Remaining: 779 | Rate: 86.9/min
[2025-11-27T19:31:55.878771] [INFO ] [CONFIGURE ] FEMB: Testing feature 8/29: add_macd
[2025-11-27T19:31:55.878866] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:31:55.975045] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:56.057102] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:31:56.093044] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:56.174341] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:56.228825] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:56.246549] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:56.432854] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:56.434453] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:56.477945] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:56.486398] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:56.618949] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:56.751002] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:56.770854] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:56.778697] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:56.807320] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:31:56.995878] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:57.016978] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:57.087934] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:57.141358] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:57.188381] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:57.288655] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:31:57.382045] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:57.382337] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:31:57.383112] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 1112/1890 | Remaining: 778 | Rate: 86.8/min
[2025-11-27T19:31:57.383226] [INFO ] [CONFIGURE ] FMHI: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:31:57.383326] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_lag_shelf']
[2025-11-27T19:31:57.392167] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:31:57.498621] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:31:57.559256] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:57.560828] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:31:57.698257] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:57.738196] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:57.831072] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:57.855221] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:57.855552] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:31:57.856440] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1113/1890 | Remaining: 777 | Rate: 86.8/min
[2025-11-27T19:31:57.856565] [INFO ] [CONFIGURE ] EVTC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:31:57.856686] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-11-27T19:31:57.946652] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:31:58.032733] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:31:58.096489] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:31:58.096810] [INFO ] [CONFIGURE ] FDS: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:31:58.097563] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1114/1890 | Remaining: 776 | Rate: 86.9/min
[2025-11-27T19:31:58.097688] [INFO ] [CONFIGURE ] FDS: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:31:58.097779] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:31:58.127225] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:58.178648] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:58.303261] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:58.334686] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:31:58.422033] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:31:58.480282] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:31:58.492785] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:58.636000] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:58.662733] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:31:58.750710] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:31:58.807123] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:58.843051] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:31:58.942452] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:31:58.942809] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:31:58.943626] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1115/1890 | Remaining: 775 | Rate: 86.9/min
[2025-11-27T19:31:58.943744] [INFO ] [CONFIGURE ] FEMB: Testing feature 9/29: add_mfi
[2025-11-27T19:31:58.943840] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_mfi']
[2025-11-27T19:31:59.023217] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:31:59.078798] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:31:59.127446] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:31:59.144233] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:31:59.207085] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:31:59.207364] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:31:59.208159] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1116/1890 | Remaining: 774 | Rate: 86.9/min
[2025-11-27T19:31:59.208283] [INFO ] [CONFIGURE ] FMHI: Testing feature 8/29: add_macd
[2025-11-27T19:31:59.208383] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:31:59.340734] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:31:59.424390] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:31:59.450866] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:31:59.511155] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:31:59.539700] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:31:59.740739] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:31:59.767885] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:31:59.774285] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:31:59.821037] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:31:59.941530] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:00.092715] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:00.120192] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:00.123941] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:00.148351] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:00.345065] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:00.407016] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:00.417139] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:00.474122] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:00.542435] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:00.698421] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:00.741830] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:00.754710] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:00.824384] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:00.942437] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:00.942756] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:32:00.943516] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1117/1890 | Remaining: 773 | Rate: 86.8/min
[2025-11-27T19:32:00.943659] [INFO ] [CONFIGURE ] FEMB: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:32:00.943751] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:32:00.994527] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:01.088435] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:01.088733] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:32:01.089501] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1118/1890 | Remaining: 772 | Rate: 86.9/min
[2025-11-27T19:32:01.089633] [INFO ] [CONFIGURE ] EVTC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:32:01.089686] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-11-27T19:32:01.181806] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:01.322668] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:01.461568] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:01.523363] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:01.653874] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:01.806167] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:01.806353] [INFO ] [CONFIGURE ] FDS: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:32:01.807178] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1119/1890 | Remaining: 771 | Rate: 86.9/min
[2025-11-27T19:32:01.807242] [INFO ] [CONFIGURE ] FDS: Testing feature 11/29: add_obv_daily
[2025-11-27T19:32:01.807286] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_daily']
[2025-11-27T19:32:01.838657] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:01.847594] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:01.982009] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:02.160665] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:02.164978] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:02.200650] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:02.279563] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:02.279896] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:32:02.280683] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1120/1890 | Remaining: 770 | Rate: 86.9/min
[2025-11-27T19:32:02.280800] [INFO ] [CONFIGURE ] FMHI: Testing feature 9/29: add_mfi
[2025-11-27T19:32:02.280900] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_mfi']
[2025-11-27T19:32:02.439380] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:02.484527] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:02.484962] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:02.486144] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:02.689007] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:02.721966] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:02.763874] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:02.799427] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:02.891702] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:03.000434] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:03.052434] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:03.084608] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:03.115814] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:03.279374] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:03.281737] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:03.331422] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:03.431307] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:03.479143] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:03.580672] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:03.639714] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:03.704237] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:03.752968] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:03.931938] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:03.935996] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:04.034230] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:04.157616] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:04.213243] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:04.290868] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:04.291228] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:32:04.292058] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 1121/1890 | Remaining: 769 | Rate: 86.7/min
[2025-11-27T19:32:04.292173] [INFO ] [CONFIGURE ] FEMB: Testing feature 11/29: add_obv_daily
[2025-11-27T19:32:04.292268] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_daily']
[2025-11-27T19:32:04.367803] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:04.455978] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:04.456349] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:32:04.457166] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1122/1890 | Remaining: 768 | Rate: 86.8/min
[2025-11-27T19:32:04.457308] [INFO ] [CONFIGURE ] FMHI: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:32:04.457428] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:32:04.521350] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:04.521699] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:32:04.522521] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1123/1890 | Remaining: 767 | Rate: 86.9/min
[2025-11-27T19:32:04.522661] [INFO ] [CONFIGURE ] EVTC: Testing feature 20/29: add_price_rejection
[2025-11-27T19:32:04.522765] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-11-27T19:32:04.581073] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:04.671703] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:04.760900] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:04.805542] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:04.885530] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:04.966318] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:04.966625] [INFO ] [CONFIGURE ] FDS: DISCARDED add_obv_daily (score: 40.00%)
[2025-11-27T19:32:04.967464] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1124/1890 | Remaining: 766 | Rate: 86.9/min
[2025-11-27T19:32:04.967586] [INFO ] [CONFIGURE ] FDS: Testing feature 12/29: add_obv_interval
[2025-11-27T19:32:04.967680] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_interval']
[2025-11-27T19:32:05.026537] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:05.039725] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:05.226007] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:05.229696] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:05.240987] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:05.319157] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:05.457525] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:05.481820] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:05.563312] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:05.591614] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:05.672317] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:05.760994] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:05.866630] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:05.887323] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:05.896127] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:06.036299] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:06.112462] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:06.142719] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:06.247963] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:06.320224] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:06.337530] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:06.421119] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:06.563356] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:06.563687] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:32:06.564481] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1125/1890 | Remaining: 765 | Rate: 86.8/min
[2025-11-27T19:32:06.564612] [INFO ] [CONFIGURE ] FEMB: Testing feature 12/29: add_obv_interval
[2025-11-27T19:32:06.564666] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval']
[2025-11-27T19:32:06.587808] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:06.588232] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:06.702417] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:06.765611] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:06.853601] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:06.922675] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:06.972529] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:06.981157] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:07.126025] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:07.175921] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:07.264432] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:07.264770] [INFO ] [CONFIGURE ] FMHI: KEPT add_momentum_acceleration (score: 80.00%)
[2025-11-27T19:32:07.265585] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1126/1890 | Remaining: 764 | Rate: 86.8/min
[2025-11-27T19:32:07.265705] [INFO ] [CONFIGURE ] FMHI: Testing feature 11/29: add_obv_daily
[2025-11-27T19:32:07.265809] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-27T19:32:07.272032] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:07.379187] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:07.418054] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:07.578071] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:07.592499] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:07.629380] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:07.719847] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:07.720152] [INFO ] [CONFIGURE ] FDS: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-27T19:32:07.721044] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1127/1890 | Remaining: 763 | Rate: 86.8/min
[2025-11-27T19:32:07.721156] [INFO ] [CONFIGURE ] FDS: Testing feature 13/29: add_opening_strength
[2025-11-27T19:32:07.721251] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:32:07.791705] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:07.891545] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:07.970630] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:07.970945] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:32:07.971788] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1128/1890 | Remaining: 762 | Rate: 86.9/min
[2025-11-27T19:32:07.971909] [INFO ] [CONFIGURE ] EVTC: Testing feature 21/29: add_range_position
[2025-11-27T19:32:07.972012] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-11-27T19:32:07.993635] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:08.008696] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:08.199356] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:08.205876] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:08.302742] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:08.319864] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:08.418543] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:08.513694] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:08.600504] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:08.632448] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:08.632779] [INFO ] [CONFIGURE ] FEMB: KEPT add_obv_interval (score: 80.00%)
[2025-11-27T19:32:08.633604] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1129/1890 | Remaining: 761 | Rate: 86.9/min
[2025-11-27T19:32:08.633716] [INFO ] [CONFIGURE ] FEMB: Testing feature 13/29: add_opening_strength
[2025-11-27T19:32:08.633809] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:32:08.675945] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:08.826987] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:08.897365] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:08.906214] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:09.033156] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:09.142815] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:09.163850] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:09.197432] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:09.381619] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:09.416373] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:09.457929] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:09.486422] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:09.671851] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:09.731414] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:09.777908] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:09.779663] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:09.927838] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:10.071021] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:10.085693] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:10.096204] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:10.187919] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:10.362784] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:10.400712] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:10.401017] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:32:10.401815] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 1130/1890 | Remaining: 760 | Rate: 86.7/min
[2025-11-27T19:32:10.401933] [INFO ] [CONFIGURE ] FMHI: Testing feature 12/29: add_obv_interval
[2025-11-27T19:32:10.402032] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-27T19:32:10.436403] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:10.446768] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:10.656771] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:10.657091] [INFO ] [CONFIGURE ] FDS: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:32:10.657945] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1131/1890 | Remaining: 759 | Rate: 86.8/min
[2025-11-27T19:32:10.658052] [INFO ] [CONFIGURE ] FDS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:32:10.658163] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-27T19:32:10.686316] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:10.707244] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:10.788464] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:10.944142] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:10.969232] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:10.972688] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:11.135998] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:11.220484] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:11.224954] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:11.225236] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:32:11.226039] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1132/1890 | Remaining: 758 | Rate: 86.8/min
[2025-11-27T19:32:11.226152] [INFO ] [CONFIGURE ] FEMB: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:32:11.226241] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance']
[2025-11-27T19:32:11.263205] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:11.459599] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:11.483822] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:11.484141] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:32:11.484932] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1133/1890 | Remaining: 757 | Rate: 86.9/min
[2025-11-27T19:32:11.485051] [INFO ] [CONFIGURE ] EVTC: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:32:11.485154] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-11-27T19:32:11.500293] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:11.562683] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:11.706520] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:11.778802] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:11.857047] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:11.900313] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:11.944499] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:12.056146] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:12.154997] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:12.182083] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:12.315517] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:12.330029] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:12.420437] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:12.457487] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:12.609051] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:12.668613] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:12.745443] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:12.759598] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:12.896188] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:12.907679] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:13.058866] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:13.143216] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:13.170415] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:13.174043] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:13.370203] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:13.370492] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-27T19:32:13.371277] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1134/1890 | Remaining: 756 | Rate: 86.7/min
[2025-11-27T19:32:13.371394] [INFO ] [CONFIGURE ] FMHI: Testing feature 13/29: add_opening_strength
[2025-11-27T19:32:13.371497] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:32:13.392717] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:13.461999] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:13.462296] [INFO ] [CONFIGURE ] FDS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:32:13.463181] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1135/1890 | Remaining: 755 | Rate: 86.8/min
[2025-11-27T19:32:13.463290] [INFO ] [CONFIGURE ] FDS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:32:13.463384] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-27T19:32:13.589183] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:13.631542] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:13.631868] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:32:13.632645] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1136/1890 | Remaining: 754 | Rate: 86.8/min
[2025-11-27T19:32:13.632757] [INFO ] [CONFIGURE ] FEMB: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:32:13.632848] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum']
[2025-11-27T19:32:13.696665] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:13.713738] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:13.841149] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:13.965990] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:14.007548] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:14.030989] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:32:14.051973] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:14.226589] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:14.267128] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:14.356251] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:14.435276] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:14.478735] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:14.483143] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:14.681098] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:14.691791] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:14.732444] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:14.859551] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:14.908756] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:14.985450] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:15.008228] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:15.124038] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:15.232475] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:15.285384] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:15.335089] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:15.340857] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:15.483732] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:15.554174] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:15.659346] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:15.709376] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:15.709675] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:32:15.710441] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1137/1890 | Remaining: 753 | Rate: 86.7/min
[2025-11-27T19:32:15.710556] [INFO ] [CONFIGURE ] EVTC: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:32:15.710670] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-11-27T19:32:15.733371] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:15.769417] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:15.769721] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:32:15.770499] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1138/1890 | Remaining: 752 | Rate: 86.8/min
[2025-11-27T19:32:15.770621] [INFO ] [CONFIGURE ] FEMB: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:32:15.770715] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap']
[2025-11-27T19:32:15.984752] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:15.985029] [INFO ] [CONFIGURE ] FDS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:32:15.985228] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:15.985852] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 1139/1890 | Remaining: 751 | Rate: 86.8/min
[2025-11-27T19:32:15.985913] [INFO ] [CONFIGURE ] FDS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:32:15.985949] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-27T19:32:15.997659] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:16.037690] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:16.224951] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:16.248992] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:16.313107] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:16.369197] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:16.459333] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:16.511491] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:16.641407] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:16.641744] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:32:16.642523] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1140/1890 | Remaining: 750 | Rate: 86.8/min
[2025-11-27T19:32:16.642648] [INFO ] [CONFIGURE ] FMHI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:32:16.642749] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-27T19:32:16.682533] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:16.700526] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:16.775839] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:16.907279] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:16.947660] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:17.030942] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:17.042631] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:17.141107] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:17.254479] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:17.314566] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:17.365489] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:17.379156] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:17.558043] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:17.577456] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:17.611108] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:17.698190] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:17.839319] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:17.846924] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:17.864403] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:18.024407] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:18.090040] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:18.090347] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:32:18.091157] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1141/1890 | Remaining: 749 | Rate: 86.7/min
[2025-11-27T19:32:18.091272] [INFO ] [CONFIGURE ] FEMB: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:32:18.091367] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_pbf_return_2d']
[2025-11-27T19:32:18.102599] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:18.173602] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:18.332872] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:18.355549] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:18.367777] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:18.485410] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:18.575218] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:18.636240] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:18.636588] [INFO ] [CONFIGURE ] FDS: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:32:18.637748] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1142/1890 | Remaining: 748 | Rate: 86.8/min
[2025-11-27T19:32:18.637873] [INFO ] [CONFIGURE ] FDS: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:32:18.637980] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-27T19:32:18.686058] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:18.808225] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:18.814715] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:18.915831] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:19.016048] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:19.016334] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:32:19.017133] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1143/1890 | Remaining: 747 | Rate: 86.8/min
[2025-11-27T19:32:19.017262] [INFO ] [CONFIGURE ] EVTC: Testing feature 24/29: add_rsi
[2025-11-27T19:32:19.017316] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-11-27T19:32:19.065482] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:19.116626] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:19.190976] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:19.317444] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:19.397765] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:19.423476] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:19.470128] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:19.558765] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:19.731673] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:19.731976] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:32:19.732779] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1144/1890 | Remaining: 746 | Rate: 86.8/min
[2025-11-27T19:32:19.732894] [INFO ] [CONFIGURE ] FMHI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:32:19.732993] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-27T19:32:19.746302] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:19.776864] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:19.796286] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:20.033562] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:20.034784] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:20.036370] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:20.178149] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:20.269624] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:20.308228] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:20.329565] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:32:20.509883] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:20.510180] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:32:20.510982] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1145/1890 | Remaining: 745 | Rate: 86.8/min
[2025-11-27T19:32:20.511096] [INFO ] [CONFIGURE ] FEMB: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:32:20.511204] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d']
[2025-11-27T19:32:20.570638] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:20.577382] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:20.629065] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:20.723841] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:20.850562] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:20.926411] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:20.937655] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:20.951231] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:21.121056] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:21.153024] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:21.222716] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:21.344200] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:21.367465] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:21.392638] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:21.392936] [INFO ] [CONFIGURE ] FDS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:32:21.393772] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1146/1890 | Remaining: 744 | Rate: 86.8/min
[2025-11-27T19:32:21.393884] [INFO ] [CONFIGURE ] FDS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:32:21.393974] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-27T19:32:21.522898] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:21.582200] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:21.640590] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:21.747174] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:21.789324] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:21.818488] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:21.884014] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:21.997646] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:22.120291] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:22.129494] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:22.132981] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:32:22.209335] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:22.374284] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:22.420171] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:22.421100] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:22.512169] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:22.617404] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:22.637952] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:22.638250] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:32:22.639035] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1147/1890 | Remaining: 743 | Rate: 86.7/min
[2025-11-27T19:32:22.639152] [INFO ] [CONFIGURE ] FEMB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:32:22.639242] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5']
[2025-11-27T19:32:22.721069] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:22.721370] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:32:22.722177] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 1148/1890 | Remaining: 742 | Rate: 86.8/min
[2025-11-27T19:32:22.722291] [INFO ] [CONFIGURE ] FMHI: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:32:22.722390] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-27T19:32:22.838331] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:22.865119] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:22.895784] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:22.896066] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_rsi (score: 30.00%)
[2025-11-27T19:32:22.896855] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1149/1890 | Remaining: 741 | Rate: 86.8/min
[2025-11-27T19:32:22.896972] [INFO ] [CONFIGURE ] EVTC: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:32:22.897070] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-11-27T19:32:23.018352] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:23.041104] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:23.111399] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:23.212137] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:23.244480] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:23.317114] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:23.357751] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:23.448286] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:23.526832] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:23.606046] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:23.617038] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:23.654604] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:23.844440] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:23.854201] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:23.854482] [INFO ] [CONFIGURE ] FDS: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:32:23.855319] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1150/1890 | Remaining: 740 | Rate: 86.8/min
[2025-11-27T19:32:23.855429] [INFO ] [CONFIGURE ] FDS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:32:23.855518] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-27T19:32:23.858488] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:23.915985] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:24.062202] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:24.094112] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:24.158561] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:24.217809] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:24.272124] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:24.341185] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:24.481889] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:24.488339] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:24.524530] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:24.586328] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:24.698434] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:24.698732] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:32:24.699511] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1151/1890 | Remaining: 739 | Rate: 86.8/min
[2025-11-27T19:32:24.699635] [INFO ] [CONFIGURE ] FEMB: Testing feature 20/29: add_price_rejection
[2025-11-27T19:32:24.699728] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_price_rejection']
[2025-11-27T19:32:24.802699] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:24.829392] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:24.832260] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:24.928090] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:25.075748] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:25.120048] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:25.143607] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:25.156654] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:25.324111] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:25.386432] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:25.436360] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:32:25.452881] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:25.577122] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:25.615465] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:25.763370] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:25.763702] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:32:25.764525] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1152/1890 | Remaining: 738 | Rate: 86.7/min
[2025-11-27T19:32:25.764660] [INFO ] [CONFIGURE ] FMHI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:32:25.764766] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-27T19:32:25.766557] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:25.823832] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:25.847882] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:26.042250] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:26.077747] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:26.080291] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:26.093887] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:26.094159] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:32:26.094978] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1153/1890 | Remaining: 737 | Rate: 86.8/min
[2025-11-27T19:32:26.095096] [INFO ] [CONFIGURE ] EVTC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:32:26.095149] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-11-27T19:32:26.307030] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:26.324123] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:26.337052] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:26.337345] [INFO ] [CONFIGURE ] FDS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:32:26.338326] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1154/1890 | Remaining: 736 | Rate: 86.8/min
[2025-11-27T19:32:26.338440] [INFO ] [CONFIGURE ] FDS: Testing feature 20/29: add_price_rejection
[2025-11-27T19:32:26.338534] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection']
[2025-11-27T19:32:26.420673] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:26.536076] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:26.611979] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:26.613503] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:26.746129] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:26.768914] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:26.892444] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:26.892855] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:26.998874] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:26.999160] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:32:26.999970] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1155/1890 | Remaining: 735 | Rate: 86.8/min
[2025-11-27T19:32:27.000082] [INFO ] [CONFIGURE ] FEMB: Testing feature 21/29: add_range_position
[2025-11-27T19:32:27.000173] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_range_position']
[2025-11-27T19:32:27.069496] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:27.165638] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:27.173193] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:27.240069] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:27.403363] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:27.440940] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:27.456498] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:27.482430] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:27.710203] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:27.723924] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:27.750373] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:27.760695] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:27.965464] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:27.973497] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:28.036812] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:28.088212] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:28.207461] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:28.239797] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:28.321910] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:28.414911] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:28.451708] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:28.509220] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:28.617621] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:28.617939] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:32:28.618766] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1156/1890 | Remaining: 734 | Rate: 86.7/min
[2025-11-27T19:32:28.618888] [INFO ] [CONFIGURE ] FMHI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:32:28.618992] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-27T19:32:28.697061] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:28.769636] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:28.786788] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:28.903952] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:28.939983] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:29.069382] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:29.069735] [INFO ] [CONFIGURE ] FDS: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-27T19:32:29.070650] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 1157/1890 | Remaining: 733 | Rate: 86.7/min
[2025-11-27T19:32:29.070761] [INFO ] [CONFIGURE ] FDS: Testing feature 21/29: add_range_position
[2025-11-27T19:32:29.070855] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_range_position']
[2025-11-27T19:32:29.102498] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:29.182889] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:29.185161] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:29.357946] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:29.430921] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:29.431196] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:32:29.431968] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 1158/1890 | Remaining: 732 | Rate: 86.8/min
[2025-11-27T19:32:29.432077] [INFO ] [CONFIGURE ] FEMB: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:32:29.432168] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_realized_volatility']
[2025-11-27T19:32:29.433502] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:29.433796] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:32:29.434604] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 1159/1890 | Remaining: 731 | Rate: 86.9/min
[2025-11-27T19:32:29.434722] [INFO ] [CONFIGURE ] EVTC: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:32:29.434821] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-11-27T19:32:29.460262] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:29.637865] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:29.736912] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:29.747890] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:29.772557] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:29.931923] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:30.032876] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:30.049538] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:30.114288] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:30.229299] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:30.314654] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:30.358079] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:30.457011] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:30.518021] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:30.598750] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:30.667033] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:30.798279] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:30.801603] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:30.881172] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:30.977982] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:31.084362] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:31.148032] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:31.163357] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:31.282839] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:31.375538] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:31.443934] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:31.444237] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:32:31.445061] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 1160/1890 | Remaining: 730 | Rate: 86.7/min
[2025-11-27T19:32:31.445193] [INFO ] [CONFIGURE ] FMHI: Testing feature 20/29: add_price_rejection
[2025-11-27T19:32:31.445296] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-27T19:32:31.494073] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:31.592905] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:31.668850] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:31.750527] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:31.844034] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:31.907308] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:31.954737] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:31.955091] [INFO ] [CONFIGURE ] FDS: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:32:31.955925] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 1161/1890 | Remaining: 729 | Rate: 86.7/min
[2025-11-27T19:32:31.956035] [INFO ] [CONFIGURE ] FDS: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:32:31.956125] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_realized_volatility']
[2025-11-27T19:32:32.057162] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:32.192222] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:32:32.219896] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:32.318662] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:32.353906] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:32.527364] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:32.527643] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:32:32.528477] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 1162/1890 | Remaining: 728 | Rate: 86.7/min
[2025-11-27T19:32:32.528602] [INFO ] [CONFIGURE ] FEMB: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:32:32.528711] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_recent_range_context']
[2025-11-27T19:32:32.550181] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:32.652130] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:32.680530] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:32.744023] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:32.900178] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:32.900364] [INFO ] [CONFIGURE ] EVTC: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-27T19:32:32.901227] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 1163/1890 | Remaining: 727 | Rate: 86.8/min
[2025-11-27T19:32:32.901347] [INFO ] [CONFIGURE ] EVTC: Testing feature 28/29: add_volume_profile
[2025-11-27T19:32:32.901447] [INFO ] [CONFIGURE ] EVTC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-27T19:32:32.951094] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:32.961278] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:33.042630] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:33.177725] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:33.230760] [DEBUG] [FORECASTER] EVTC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:33.253112] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:33.396820] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:33.403867] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:33.554522] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:33.564164] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:33.616564] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:33.765341] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:33.835678] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:33.854329] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:33.898181] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:34.057562] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:34.115851] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:34.160790] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:34.256748] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:34.283613] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:34.468414] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:34.470165] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:34.470334] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-27T19:32:34.471136] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 1164/1890 | Remaining: 726 | Rate: 86.7/min
[2025-11-27T19:32:34.471214] [INFO ] [CONFIGURE ] FMHI: Testing feature 21/29: add_range_position
[2025-11-27T19:32:34.471278] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-27T19:32:34.507261] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:34.604282] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:34.728507] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:34.728788] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:32:34.729525] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 1165/1890 | Remaining: 725 | Rate: 86.7/min
[2025-11-27T19:32:34.729652] [INFO ] [CONFIGURE ] FEMB: Testing feature 24/29: add_rsi
[2025-11-27T19:32:34.729744] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi']
[2025-11-27T19:32:34.788645] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:34.828954] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:34.947846] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:35.000034] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:35.115271] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:32:35.189709] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:35.272677] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:35.286351] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:35.437129] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:35.545718] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:35.545918] [INFO ] [CONFIGURE ] FDS: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-27T19:32:35.546843] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 1166/1890 | Remaining: 724 | Rate: 86.7/min
[2025-11-27T19:32:35.546958] [INFO ] [CONFIGURE ] FDS: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:32:35.547053] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_recent_range_context']
[2025-11-27T19:32:35.551083] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:35.630952] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:35.757402] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:35.805149] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:35.839711] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:35.976507] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:36.061855] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:36.076485] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:36.115655] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:36.320428] [DEBUG] [FORECASTER] EVTC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:36.320766] [INFO ] [CONFIGURE ] EVTC: KEPT add_volume_profile (score: 90.00%)
[2025-11-27T19:32:36.321591] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 1167/1890 | Remaining: 723 | Rate: 86.7/min
[2025-11-27T19:32:36.321665] [INFO ] [CONFIGURE ] EVTC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:32:36.321724] [INFO ] [CONFIGURE ] EVTC: Best accuracy: 90.00%
[2025-11-27T19:32:36.321553] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:36.321789] [INFO ] [CONFIGURE ] EVTC: Best feature set (5 features): ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-11-27T19:32:36.321905] [INFO ] [CONFIGURE ] EVTC: Improvement over baseline: 50.00%
[2025-11-27T19:32:36.322006] [INFO ] [CONFIGURE ] EVTC: Total time: 1.6 minutes
[2025-11-27T19:32:36.322097] [INFO ] [CONFIGURE ] EVTC: Average time per feature: 3.3 seconds
[2025-11-27T19:32:36.322192] [INFO ] [CONFIGURE ] EVTC: Average speed: 0.31 features/sec
[2025-11-27T19:32:36.322462] [INFO ] [LOCAL     ] Saved configuration for EVTC: 5 features, 90.00% accuracy -> ./output/feature-sets/EVTC.json
[2025-11-27T19:32:36.322588] [INFO ] [CONFIGURE ] EVTC: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-11-27T19:32:36.323270] [INFO ] [sig       ] [37/63] EVTC OK in 1m 36s. ETA: 9m 27s. Rate: 2.7 sym/min
[2025-11-27T19:32:36.324361] [INFO ] [CONFIGURE ] FN: Configurate test run.
[2025-11-27T19:32:36.324484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-11-27T19:32:36.391029] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:36.399648] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:36.400221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-11-27T19:32:36.400770] [INFO ] [CONFIGURE ] FN: Testing with 29 available features
[2025-11-27T19:32:36.401091] [INFO ] [CONFIGURE ] FN: Establishing baseline with no features...
[2025-11-27T19:32:36.582925] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:36.584150] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:36.669974] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:36.722196] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:36.757153] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:36.845628] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:36.929180] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:36.955079] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:32:37.048710] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:37.111204] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:37.111724] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:37.236486] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:37.286072] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:37.377532] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:37.378259] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:37.458780] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:37.535740] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:37.536045] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:32:37.536838] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 1168/1890 | Remaining: 722 | Rate: 86.7/min
[2025-11-27T19:32:37.536948] [INFO ] [CONFIGURE ] FEMB: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:32:37.537055] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_tick_distribution']
[2025-11-27T19:32:37.634620] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:37.638556] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:37.704492] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:37.704849] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:32:37.705665] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 1169/1890 | Remaining: 721 | Rate: 86.7/min
[2025-11-27T19:32:37.705799] [INFO ] [CONFIGURE ] FMHI: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:32:37.705853] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-27T19:32:37.760413] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:37.811541] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:37.899291] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:37.979284] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:37.988730] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:38.081366] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:38.166727] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:38.167006] [INFO ] [CONFIGURE ] FDS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:32:38.167395] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:38.167686] [INFO ] [CONFIGURE ] FN: Baseline score (no features): 40.00%
[2025-11-27T19:32:38.167803] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 1170/1890 | Remaining: 720 | Rate: 86.7/min
[2025-11-27T19:32:38.167864] [INFO ] [CONFIGURE ] FDS: Testing feature 24/29: add_rsi
[2025-11-27T19:32:38.167930] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-27T19:32:38.168249] [INFO ] [CONFIGURE ] FN: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:32:38.168370] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:32:38.190489] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:38.389685] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:38.408564] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:38.463107] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:32:38.486616] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:38.610567] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:38.625332] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:38.806634] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:38.831844] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:38.840346] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:38.849618] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:39.051933] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:39.058920] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:39.120558] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:39.232392] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:39.277741] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:39.280762] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:39.450112] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:39.497455] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:39.505240] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:39.622201] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:39.711418] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:39.711713] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:32:39.712474] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 1172/1890 | Remaining: 718 | Rate: 86.7/min
[2025-11-27T19:32:39.712597] [INFO ] [CONFIGURE ] FEMB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:32:39.712694] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation']
[2025-11-27T19:32:39.728097] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:39.771781] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:39.948270] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:39.953033] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:40.014361] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:40.093447] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:40.166164] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:40.179969] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:40.389200] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:40.399946] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:40.406801] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:40.407096] [INFO ] [CONFIGURE ] FN: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:32:40.407881] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 1173/1890 | Remaining: 717 | Rate: 86.7/min
[2025-11-27T19:32:40.407998] [INFO ] [CONFIGURE ] FN: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:32:40.408098] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:32:40.412320] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:40.613863] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:40.642670] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:40.733070] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:40.781822] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:40.840403] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:40.879654] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:41.053652] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:41.068075] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:41.113496] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:41.171879] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:41.291131] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:41.349476] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:41.370664] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:41.370937] [INFO ] [CONFIGURE ] FDS: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:32:41.371748] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 1174/1890 | Remaining: 716 | Rate: 86.7/min
[2025-11-27T19:32:41.371862] [INFO ] [CONFIGURE ] FDS: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:32:41.371953] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_tick_distribution']
[2025-11-27T19:32:41.515992] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:41.550895] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:41.551070] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:32:41.551917] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 1175/1890 | Remaining: 715 | Rate: 86.7/min
[2025-11-27T19:32:41.552027] [INFO ] [CONFIGURE ] FMHI: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:32:41.552079] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-27T19:32:41.586560] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:41.619546] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:41.741319] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:41.824194] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:41.844425] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:41.872047] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:41.968644] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:41.968965] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:32:41.969795] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 1176/1890 | Remaining: 714 | Rate: 86.8/min
[2025-11-27T19:32:41.969924] [INFO ] [CONFIGURE ] FEMB: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:32:41.970023] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_volume_price_divergence']
[2025-11-27T19:32:42.063783] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:42.121835] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:42.132176] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:42.204734] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:42.299309] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:42.371455] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:42.423747] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:42.441483] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:42.537727] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:42.626994] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:42.675101] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:42.716656] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:42.777072] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:42.777359] [INFO ] [CONFIGURE ] FN: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-27T19:32:42.778157] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 1177/1890 | Remaining: 713 | Rate: 86.8/min
[2025-11-27T19:32:42.778277] [INFO ] [CONFIGURE ] FN: Testing feature 3/29: add_daily_returns
[2025-11-27T19:32:42.778377] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_daily_returns']
[2025-11-27T19:32:42.880721] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:42.910366] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:42.970294] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:43.012477] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:43.146298] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:43.150465] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:43.164470] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:43.310633] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:43.359991] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:43.390542] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:43.411811] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:43.556184] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:43.611444] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:43.630747] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:43.676926] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:43.753058] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:43.870957] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:43.913867] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:43.943666] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:43.943974] [INFO ] [CONFIGURE ] FDS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:32:43.944969] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 1178/1890 | Remaining: 712 | Rate: 86.7/min
[2025-11-27T19:32:43.945100] [INFO ] [CONFIGURE ] FDS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:32:43.945195] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-27T19:32:43.950735] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:44.110712] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:44.146922] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:44.205755] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:44.214568] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:44.346745] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:44.352311] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:44.352614] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:32:44.353382] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 1179/1890 | Remaining: 711 | Rate: 86.7/min
[2025-11-27T19:32:44.353500] [INFO ] [CONFIGURE ] FEMB: Testing feature 28/29: add_volume_profile
[2025-11-27T19:32:44.353612] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_volume_profile']
[2025-11-27T19:32:44.486138] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:44.510485] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:44.510793] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:32:44.511542] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 1180/1890 | Remaining: 710 | Rate: 86.8/min
[2025-11-27T19:32:44.511671] [INFO ] [CONFIGURE ] FMHI: Testing feature 24/29: add_rsi
[2025-11-27T19:32:44.511762] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-27T19:32:44.544188] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:44.583645] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:44.743251] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:44.743530] [INFO ] [CONFIGURE ] FN: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-27T19:32:44.744305] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 1181/1890 | Remaining: 709 | Rate: 86.8/min
[2025-11-27T19:32:44.744422] [INFO ] [CONFIGURE ] FN: Testing feature 4/29: add_ema
[2025-11-27T19:32:44.744521] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_ema']
[2025-11-27T19:32:44.761446] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:44.812774] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:44.866988] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:44.980912] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:45.035651] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:45.041976] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:45.211981] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:45.219836] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:45.268779] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:45.306368] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:45.454092] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:45.497615] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:45.554244] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:45.579130] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:45.693639] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:45.728627] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:45.854254] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:45.903814] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:45.934127] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:45.957667] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:46.128234] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:46.176486] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:46.186863] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:46.278853] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:46.403528] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:46.416215] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:46.425850] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:46.630608] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:46.647420] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:46.647738] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:32:46.648543] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 1182/1890 | Remaining: 708 | Rate: 86.7/min
[2025-11-27T19:32:46.648678] [INFO ] [CONFIGURE ] FEMB: Testing feature 29/29: add_vwap
[2025-11-27T19:32:46.648770] [INFO ] [CONFIGURE ] FEMB: Testing with features: ['add_obv_interval', 'add_vwap']
[2025-11-27T19:32:46.670721] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:46.671564] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:46.671874] [INFO ] [CONFIGURE ] FDS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:32:46.672691] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 1183/1890 | Remaining: 707 | Rate: 86.8/min
[2025-11-27T19:32:46.672803] [INFO ] [CONFIGURE ] FDS: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:32:46.672858] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-27T19:32:46.879427] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:46.912737] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:46.962373] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:46.975908] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:47.110149] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:47.153775] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:47.154081] [INFO ] [CONFIGURE ] FN: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:32:47.154942] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 1184/1890 | Remaining: 706 | Rate: 86.8/min
[2025-11-27T19:32:47.155065] [INFO ] [CONFIGURE ] FN: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:32:47.155167] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:32:47.231711] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:47.322279] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:47.340032] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:47.397534] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:47.502813] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:47.573423] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:47.644822] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:47.689728] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:47.775567] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:47.806990] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:47.886767] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:48.041281] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:48.045713] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:48.049145] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:48.049450] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_rsi (score: 80.00%)
[2025-11-27T19:32:48.050261] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 1185/1890 | Remaining: 705 | Rate: 86.8/min
[2025-11-27T19:32:48.050396] [INFO ] [CONFIGURE ] FMHI: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:32:48.050518] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-27T19:32:48.124341] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:48.274816] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:48.316749] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:48.332928] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:48.363438] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:48.521988] [DEBUG] [FORECASTER] FEMB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:32:48.593950] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:48.603126] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:48.617697] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:48.762080] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:48.840612] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:48.870230] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:48.907652] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:49.004330] [DEBUG] [FORECASTER] FEMB: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:49.004652] [INFO ] [CONFIGURE ] FEMB: DISCARDED add_vwap (score: 70.00%)
[2025-11-27T19:32:49.005479] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 1186/1890 | Remaining: 704 | Rate: 86.8/min
[2025-11-27T19:32:49.005615] [INFO ] [CONFIGURE ] FEMB: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:32:49.005718] [INFO ] [CONFIGURE ] FEMB: Best accuracy: 80.00%
[2025-11-27T19:32:49.005822] [INFO ] [CONFIGURE ] FEMB: Best feature set (1 features): ['add_obv_interval']
[2025-11-27T19:32:49.005919] [INFO ] [CONFIGURE ] FEMB: Improvement over baseline: 10.00%
[2025-11-27T19:32:49.006012] [INFO ] [CONFIGURE ] FEMB: Total time: 1.1 minutes
[2025-11-27T19:32:49.006108] [INFO ] [CONFIGURE ] FEMB: Average time per feature: 2.4 seconds
[2025-11-27T19:32:49.006218] [INFO ] [CONFIGURE ] FEMB: Average speed: 0.43 features/sec
[2025-11-27T19:32:49.006529] [INFO ] [LOCAL     ] Saved configuration for FEMB: 1 features, 80.00% accuracy -> ./output/feature-sets/FEMB.json
[2025-11-27T19:32:49.006662] [INFO ] [CONFIGURE ] FEMB: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-27T19:32:49.007238] [INFO ] [sig       ] [38/63] FEMB OK in 1m 10s. ETA: 8m 60s. Rate: 2.8 sym/min
[2025-11-27T19:32:49.008646] [INFO ] [CONFIGURE ] FNKO: Configurate test run.
[2025-11-27T19:32:49.008773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-11-27T19:32:49.020476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-11-27T19:32:49.021058] [INFO ] [CONFIGURE ] FNKO: Testing with 29 available features
[2025-11-27T19:32:49.021161] [INFO ] [CONFIGURE ] FNKO: Establishing baseline with no features...
[2025-11-27T19:32:49.080261] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:49.147160] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:49.188534] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:49.196050] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:49.321544] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:49.387737] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:49.425648] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:49.425940] [INFO ] [CONFIGURE ] FDS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:32:49.426787] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 1187/1890 | Remaining: 703 | Rate: 86.8/min
[2025-11-27T19:32:49.426902] [INFO ] [CONFIGURE ] FDS: Testing feature 28/29: add_volume_profile
[2025-11-27T19:32:49.426992] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_profile']
[2025-11-27T19:32:49.472878] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:49.560747] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:49.561058] [INFO ] [CONFIGURE ] FN: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-27T19:32:49.561843] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 1188/1890 | Remaining: 702 | Rate: 86.8/min
[2025-11-27T19:32:49.561962] [INFO ] [CONFIGURE ] FN: Testing feature 6/29: add_failed_moves
[2025-11-27T19:32:49.562060] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_failed_moves']
[2025-11-27T19:32:49.563934] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:49.691332] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:49.739897] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:49.747762] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:49.758219] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:49.916897] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:49.933929] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:49.961509] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:50.044865] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:50.094151] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:50.117713] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:50.234871] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:50.268866] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:50.300454] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:50.325842] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:50.446147] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:50.484963] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:50.507911] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:50.628670] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:50.634726] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:50.671415] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:50.778370] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:50.805504] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:50.805819] [INFO ] [CONFIGURE ] FNKO: Baseline score (no features): 70.00%
[2025-11-27T19:32:50.806231] [INFO ] [CONFIGURE ] FNKO: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:32:50.806345] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:32:50.859130] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:50.929603] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:50.929867] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:32:50.930677] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 1190/1890 | Remaining: 700 | Rate: 86.8/min
[2025-11-27T19:32:50.930791] [INFO ] [CONFIGURE ] FMHI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:32:50.930885] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-11-27T19:32:51.024328] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:51.047900] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:51.049784] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:51.221951] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:51.237487] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:51.241871] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:51.320361] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:51.435958] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:51.436258] [INFO ] [CONFIGURE ] FN: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-27T19:32:51.437027] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 1191/1890 | Remaining: 699 | Rate: 86.9/min
[2025-11-27T19:32:51.437142] [INFO ] [CONFIGURE ] FN: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:32:51.437194] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_lag_shelf']
[2025-11-27T19:32:51.468400] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:32:51.542413] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:51.599065] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:51.624977] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:51.706956] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:51.879593] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:51.934188] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:51.976739] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:51.992029] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:52.116030] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:52.279393] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:52.309125] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:52.319103] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:32:52.319443] [INFO ] [CONFIGURE ] FDS: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:32:52.320510] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 1192/1890 | Remaining: 698 | Rate: 86.8/min
[2025-11-27T19:32:52.320677] [INFO ] [CONFIGURE ] FDS: Testing feature 29/29: add_vwap
[2025-11-27T19:32:52.320811] [INFO ] [CONFIGURE ] FDS: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap']
[2025-11-27T19:32:52.324638] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:52.537748] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:52.541119] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:52.644725] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:52.692460] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:52.722994] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:52.762215] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:52.901316] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:52.948827] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:52.984845] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:53.001696] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:53.079652] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:53.206659] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:53.206957] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-27T19:32:53.207764] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 1193/1890 | Remaining: 697 | Rate: 86.8/min
[2025-11-27T19:32:53.207879] [INFO ] [CONFIGURE ] FNKO: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:32:53.207978] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:32:53.242368] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:53.258623] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:53.296475] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:53.435614] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:53.439288] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:53.439628] [INFO ] [CONFIGURE ] FN: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-27T19:32:53.440492] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 1194/1890 | Remaining: 696 | Rate: 86.9/min
[2025-11-27T19:32:53.440650] [INFO ] [CONFIGURE ] FN: Testing feature 8/29: add_macd
[2025-11-27T19:32:53.440755] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:32:53.525225] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:53.587774] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:53.664831] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:53.737492] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:53.801240] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:32:53.881187] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:53.894781] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:54.027527] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:54.073672] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:32:54.126090] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:54.184204] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:54.184505] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:32:54.185388] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 1195/1890 | Remaining: 695 | Rate: 86.9/min
[2025-11-27T19:32:54.185502] [INFO ] [CONFIGURE ] FMHI: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:32:54.185617] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-11-27T19:32:54.323368] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:54.351501] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:32:54.358177] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:54.510153] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:54.591991] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:54.620228] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:54.625543] [DEBUG] [FORECASTER] FDS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:32:54.822920] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:54.828061] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:54.903455] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:54.913250] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:55.053649] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:55.146858] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:32:55.193627] [DEBUG] [FORECASTER] FDS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:32:55.193977] [INFO ] [CONFIGURE ] FDS: DISCARDED add_vwap (score: 40.00%)
[2025-11-27T19:32:55.194764] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 1196/1890 | Remaining: 694 | Rate: 86.8/min
[2025-11-27T19:32:55.194876] [INFO ] [CONFIGURE ] FDS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:32:55.194982] [INFO ] [CONFIGURE ] FDS: Best accuracy: 80.00%
[2025-11-27T19:32:55.195035] [INFO ] [CONFIGURE ] FDS: Best feature set (2 features): ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:32:55.195121] [INFO ] [CONFIGURE ] FDS: Improvement over baseline: 30.00%
[2025-11-27T19:32:55.195202] [INFO ] [CONFIGURE ] FDS: Total time: 1.4 minutes
[2025-11-27T19:32:55.195245] [INFO ] [CONFIGURE ] FDS: Average time per feature: 2.8 seconds
[2025-11-27T19:32:55.195325] [INFO ] [CONFIGURE ] FDS: Average speed: 0.36 features/sec
[2025-11-27T19:32:55.195608] [INFO ] [LOCAL     ] Saved configuration for FDS: 2 features, 80.00% accuracy -> ./output/feature-sets/FDS.json
[2025-11-27T19:32:55.195665] [INFO ] [CONFIGURE ] FDS: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-27T19:32:55.196248] [INFO ] [sig       ] [39/63] FDS OK in 1m 23s. ETA: 8m 29s. Rate: 2.8 sym/min
[2025-11-27T19:32:55.197369] [INFO ] [CONFIGURE ] GBIO: Configurate test run.
[2025-11-27T19:32:55.197486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-11-27T19:32:55.204912] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:55.208419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-11-27T19:32:55.208805] [INFO ] [CONFIGURE ] GBIO: Testing with 29 available features
[2025-11-27T19:32:55.208958] [INFO ] [CONFIGURE ] GBIO: Establishing baseline with no features...
[2025-11-27T19:32:55.284833] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:55.379733] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:55.463332] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:32:55.495355] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:55.516691] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:55.516972] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:32:55.517762] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 1197/1890 | Remaining: 693 | Rate: 86.9/min
[2025-11-27T19:32:55.517881] [INFO ] [CONFIGURE ] FNKO: Testing feature 3/29: add_daily_returns
[2025-11-27T19:32:55.517979] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_daily_returns']
[2025-11-27T19:32:55.553643] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:55.708924] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:55.726854] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:55.766839] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:55.787466] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:55.901793] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:55.903273] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:56.073659] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:56.076065] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:56.077488] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:56.096462] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:56.254433] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:56.288765] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:56.370366] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:56.370648] [INFO ] [CONFIGURE ] FN: KEPT add_macd (score: 60.00%)
[2025-11-27T19:32:56.371436] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 1198/1890 | Remaining: 692 | Rate: 86.9/min
[2025-11-27T19:32:56.371554] [INFO ] [CONFIGURE ] FN: Testing feature 9/29: add_mfi
[2025-11-27T19:32:56.371668] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-11-27T19:32:56.380669] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:56.439310] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:56.483258] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:56.625122] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:32:56.675332] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:56.677040] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:56.687594] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:56.811807] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:56.870920] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:56.980314] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:56.992307] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:56.998675] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:56.999002] [INFO ] [CONFIGURE ] GBIO: Baseline score (no features): 40.00%
[2025-11-27T19:32:56.999544] [INFO ] [CONFIGURE ] GBIO: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:32:56.999685] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:32:57.085937] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:57.230821] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:32:57.283313] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:57.284242] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:57.299046] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:57.299291] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:32:57.300068] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1200/1890 | Remaining: 690 | Rate: 86.9/min
[2025-11-27T19:32:57.300198] [INFO ] [CONFIGURE ] FMHI: Testing feature 28/29: add_volume_profile
[2025-11-27T19:32:57.300287] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-11-27T19:32:57.446167] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:57.480945] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:57.481253] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:32:57.482062] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1201/1890 | Remaining: 689 | Rate: 87.0/min
[2025-11-27T19:32:57.482180] [INFO ] [CONFIGURE ] FNKO: Testing feature 4/29: add_ema
[2025-11-27T19:32:57.482280] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_ema']
[2025-11-27T19:32:57.594680] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:57.597546] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:57.662440] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:57.715224] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:32:57.880003] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:32:57.887238] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:32:57.918780] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:57.945151] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:32:58.095074] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:32:58.173807] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:32:58.180130] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:32:58.230482] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:58.316908] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:32:58.401452] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:32:58.474557] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:32:58.541756] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:32:58.543340] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:58.630663] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:32:58.766704] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:32:58.768926] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:32:58.860033] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:58.861335] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:32:58.989653] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:59.064368] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:32:59.092630] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:32:59.175268] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:32:59.211372] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:59.211665] [INFO ] [CONFIGURE ] GBIO: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-27T19:32:59.212439] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1202/1890 | Remaining: 688 | Rate: 86.8/min
[2025-11-27T19:32:59.212550] [INFO ] [CONFIGURE ] GBIO: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:32:59.212659] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:32:59.325060] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:32:59.363190] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:32:59.480832] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:32:59.492129] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:32:59.492448] [INFO ] [CONFIGURE ] FN: DISCARDED add_mfi (score: 40.00%)
[2025-11-27T19:32:59.493313] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1203/1890 | Remaining: 687 | Rate: 86.9/min
[2025-11-27T19:32:59.493439] [INFO ] [CONFIGURE ] FN: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:32:59.493562] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:32:59.562453] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:32:59.661626] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:32:59.750623] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:32:59.797647] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:32:59.797952] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:32:59.798749] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1204/1890 | Remaining: 686 | Rate: 86.9/min
[2025-11-27T19:32:59.798869] [INFO ] [CONFIGURE ] FNKO: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:32:59.798968] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:32:59.882586] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:32:59.959417] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:00.032188] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:00.037224] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:00.331901] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:00.394712] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:00.421801] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:00.422009] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:33:00.422870] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1205/1890 | Remaining: 685 | Rate: 86.9/min
[2025-11-27T19:33:00.422933] [INFO ] [CONFIGURE ] FMHI: Testing feature 29/29: add_vwap
[2025-11-27T19:33:00.422971] [INFO ] [CONFIGURE ] FMHI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-11-27T19:33:00.503653] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:00.634649] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:00.643647] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:00.879622] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:00.900022] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:00.927535] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:01.033981] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:01.117050] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:01.230545] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:01.330323] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:33:01.369131] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:33:01.454405] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:01.502283] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:01.608123] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:01.649850] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:01.773791] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:01.847401] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:01.859198] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:01.957083] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:33:02.044271] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:02.044590] [INFO ] [CONFIGURE ] GBIO: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:33:02.045363] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1206/1890 | Remaining: 684 | Rate: 86.8/min
[2025-11-27T19:33:02.045480] [INFO ] [CONFIGURE ] GBIO: Testing feature 3/29: add_daily_returns
[2025-11-27T19:33:02.045594] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:33:02.087347] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:02.249807] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:02.265918] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:33:02.319962] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:02.322669] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:02.322969] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:33:02.323816] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1207/1890 | Remaining: 683 | Rate: 86.9/min
[2025-11-27T19:33:02.323941] [INFO ] [CONFIGURE ] FNKO: Testing feature 6/29: add_failed_moves
[2025-11-27T19:33:02.324043] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_failed_moves']
[2025-11-27T19:33:02.506471] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:02.572960] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:02.595668] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:02.647601] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:02.688992] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:02.874520] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:02.877874] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:02.884767] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:33:03.041507] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:03.063513] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:03.148354] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:03.194183] [DEBUG] [FORECASTER] FMHI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:33:03.249103] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:03.430664] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:03.435678] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:03.447214] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:03.502989] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:03.620172] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:03.708378] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:03.806805] [DEBUG] [FORECASTER] FMHI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:03.807092] [INFO ] [CONFIGURE ] FMHI: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:33:03.807236] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:03.807949] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 1208/1890 | Remaining: 682 | Rate: 86.8/min
[2025-11-27T19:33:03.808010] [INFO ] [CONFIGURE ] FMHI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:33:03.808044] [INFO ] [CONFIGURE ] FMHI: Best accuracy: 80.00%
[2025-11-27T19:33:03.808077] [INFO ] [CONFIGURE ] FMHI: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:33:03.808130] [INFO ] [CONFIGURE ] FMHI: Improvement over baseline: 10.00%
[2025-11-27T19:33:03.808159] [INFO ] [CONFIGURE ] FMHI: Total time: 1.3 minutes
[2025-11-27T19:33:03.808187] [INFO ] [CONFIGURE ] FMHI: Average time per feature: 2.8 seconds
[2025-11-27T19:33:03.808215] [INFO ] [CONFIGURE ] FMHI: Average speed: 0.36 features/sec
[2025-11-27T19:33:03.809243] [INFO ] [LOCAL     ] Saved configuration for FMHI: 2 features, 80.00% accuracy -> ./output/feature-sets/FMHI.json
[2025-11-27T19:33:03.809295] [INFO ] [CONFIGURE ] FMHI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-11-27T19:33:03.809855] [INFO ] [sig       ] [40/63] FMHI OK in 1m 21s. ETA: 8m 0s. Rate: 2.9 sym/min
[2025-11-27T19:33:03.811426] [INFO ] [CONFIGURE ] GCBC: Configurate test run.
[2025-11-27T19:33:03.811540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-11-27T19:33:03.821872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-11-27T19:33:03.822307] [INFO ] [CONFIGURE ] GCBC: Testing with 29 available features
[2025-11-27T19:33:03.822396] [INFO ] [CONFIGURE ] GCBC: Establishing baseline with no features...
[2025-11-27T19:33:03.836460] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:03.836717] [INFO ] [CONFIGURE ] FN: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:33:03.837451] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 1209/1890 | Remaining: 681 | Rate: 86.9/min
[2025-11-27T19:33:03.837559] [INFO ] [CONFIGURE ] FN: Testing feature 11/29: add_obv_daily
[2025-11-27T19:33:03.837673] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-27T19:33:03.985753] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:33:03.989693] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:03.998390] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:04.150747] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:04.156276] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:04.189798] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:04.190094] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:33:04.190893] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 1210/1890 | Remaining: 680 | Rate: 86.9/min
[2025-11-27T19:33:04.191010] [INFO ] [CONFIGURE ] FNKO: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:33:04.191108] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_lag_shelf']
[2025-11-27T19:33:04.266316] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:04.314156] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:04.380686] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:04.476463] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:04.479156] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:04.544707] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:04.557988] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:04.638563] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:04.734443] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:04.800373] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:04.803535] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:04.822104] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:04.822370] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:33:04.823180] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 1211/1890 | Remaining: 679 | Rate: 86.9/min
[2025-11-27T19:33:04.823301] [INFO ] [CONFIGURE ] GBIO: Testing feature 4/29: add_ema
[2025-11-27T19:33:04.823352] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-27T19:33:04.910400] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:04.969290] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:05.088485] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:05.125068] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:05.133621] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:05.134382] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:05.263534] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:05.299078] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:05.439953] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:05.445948] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:05.462528] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:05.463615] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:05.463891] [INFO ] [CONFIGURE ] GCBC: Baseline score (no features): 50.00%
[2025-11-27T19:33:05.464337] [INFO ] [CONFIGURE ] GCBC: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:33:05.464440] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:33:05.615624] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:05.670133] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:05.763641] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:05.793624] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:05.794780] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:33:05.877883] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:05.968342] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:05.968640] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:33:05.969487] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 1213/1890 | Remaining: 677 | Rate: 86.9/min
[2025-11-27T19:33:05.969624] [INFO ] [CONFIGURE ] FNKO: Testing feature 8/29: add_macd
[2025-11-27T19:33:05.969728] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:33:06.082334] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:06.093776] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:06.123837] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:06.257738] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:06.292087] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:06.417135] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:06.468352] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:06.500334] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:06.548883] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:06.725428] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:06.734192] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:06.817028] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:06.841479] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:06.952234] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:07.076560] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:07.135506] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:07.158335] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:07.158659] [INFO ] [CONFIGURE ] FN: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-27T19:33:07.159467] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 1214/1890 | Remaining: 676 | Rate: 86.9/min
[2025-11-27T19:33:07.159593] [INFO ] [CONFIGURE ] FN: Testing feature 12/29: add_obv_interval
[2025-11-27T19:33:07.159684] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-27T19:33:07.178788] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:07.405772] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:07.417516] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:07.428732] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:07.468471] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:07.626737] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:07.627022] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-27T19:33:07.627871] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 1215/1890 | Remaining: 675 | Rate: 86.9/min
[2025-11-27T19:33:07.627977] [INFO ] [CONFIGURE ] GCBC: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:33:07.628066] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:33:07.725772] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:07.763292] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:07.790389] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:07.837293] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:33:08.022876] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:08.049010] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:08.097293] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:08.105181] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:08.105533] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:33:08.106472] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 1216/1890 | Remaining: 674 | Rate: 86.9/min
[2025-11-27T19:33:08.106619] [INFO ] [CONFIGURE ] GBIO: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:33:08.106725] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:33:08.261795] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:08.321757] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:08.408017] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:08.444428] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:08.476082] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:08.615636] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:08.686796] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:08.717522] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:08.782808] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:08.898918] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:08.910010] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:08.910314] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:33:08.911110] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 1217/1890 | Remaining: 673 | Rate: 86.9/min
[2025-11-27T19:33:08.911229] [INFO ] [CONFIGURE ] FNKO: Testing feature 9/29: add_mfi
[2025-11-27T19:33:08.911328] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_mfi']
[2025-11-27T19:33:09.035567] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:33:09.100126] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:09.110369] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:09.124660] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:09.294425] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:09.326650] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:09.348155] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:09.455340] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:09.484483] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:09.539862] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:33:09.659962] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:09.687094] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:09.754440] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:09.754735] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:33:09.755634] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 1218/1890 | Remaining: 672 | Rate: 86.9/min
[2025-11-27T19:33:09.755742] [INFO ] [CONFIGURE ] GCBC: Testing feature 3/29: add_daily_returns
[2025-11-27T19:33:09.755835] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns']
[2025-11-27T19:33:09.770138] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:09.880176] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:09.937861] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:09.974691] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:10.076944] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:10.090848] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:10.118366] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:10.269510] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:10.289140] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:10.289438] [INFO ] [CONFIGURE ] FN: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-27T19:33:10.290210] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 1219/1890 | Remaining: 671 | Rate: 86.9/min
[2025-11-27T19:33:10.290322] [INFO ] [CONFIGURE ] FN: Testing feature 13/29: add_opening_strength
[2025-11-27T19:33:10.290418] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:33:10.298938] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:10.407368] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:10.475550] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:10.483860] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:10.632345] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:10.664898] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:10.670241] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:10.736897] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:10.849777] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:10.861787] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:10.862121] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_mfi (score: 70.00%)
[2025-11-27T19:33:10.862965] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 1220/1890 | Remaining: 670 | Rate: 86.9/min
[2025-11-27T19:33:10.863087] [INFO ] [CONFIGURE ] FNKO: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:33:10.863190] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:33:10.975437] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:11.033061] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:11.058069] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:11.131405] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:11.218845] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:11.327738] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:11.378568] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:11.378914] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:33:11.379698] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 1221/1890 | Remaining: 669 | Rate: 86.9/min
[2025-11-27T19:33:11.379816] [INFO ] [CONFIGURE ] GBIO: Testing feature 6/29: add_failed_moves
[2025-11-27T19:33:11.379917] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:33:11.400310] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:11.407533] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:33:11.599045] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:11.599313] [INFO ] [CONFIGURE ] GCBC: KEPT add_daily_returns (score: 60.00%)
[2025-11-27T19:33:11.600185] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 1222/1890 | Remaining: 668 | Rate: 87.0/min
[2025-11-27T19:33:11.600294] [INFO ] [CONFIGURE ] GCBC: Testing feature 4/29: add_ema
[2025-11-27T19:33:11.600388] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-27T19:33:11.648542] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:11.684523] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:11.695370] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:11.837879] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:11.917563] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:11.973183] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:12.062251] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:12.073640] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:12.188603] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:12.251050] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:12.310027] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:12.426501] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:12.465892] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:12.517751] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:12.547364] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:12.762596] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:12.783364] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:12.784632] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:12.799063] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:13.018893] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:13.034598] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:13.053725] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:13.170802] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:13.257058] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:13.306329] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:13.321476] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:13.496457] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:13.533483] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:13.578446] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:13.591814] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:13.592109] [INFO ] [CONFIGURE ] FNKO: KEPT add_momentum_acceleration (score: 80.00%)
[2025-11-27T19:33:13.592890] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 1223/1890 | Remaining: 667 | Rate: 86.9/min
[2025-11-27T19:33:13.593007] [INFO ] [CONFIGURE ] FNKO: Testing feature 11/29: add_obv_daily
[2025-11-27T19:33:13.593105] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-11-27T19:33:13.738444] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:33:13.846142] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:13.894431] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:13.899900] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:13.900214] [INFO ] [CONFIGURE ] FN: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:33:13.901033] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 1224/1890 | Remaining: 666 | Rate: 86.9/min
[2025-11-27T19:33:13.901150] [INFO ] [CONFIGURE ] FN: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:33:13.901243] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-27T19:33:13.978503] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:13.978830] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:33:13.979679] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1225/1890 | Remaining: 665 | Rate: 87.0/min
[2025-11-27T19:33:13.979796] [INFO ] [CONFIGURE ] GCBC: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:33:13.979888] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:33:14.115683] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:14.115976] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:33:14.116759] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1226/1890 | Remaining: 664 | Rate: 87.0/min
[2025-11-27T19:33:14.116875] [INFO ] [CONFIGURE ] GBIO: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:33:14.116928] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:33:14.199779] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:14.217018] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:14.243397] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:14.378807] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:14.468717] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:14.507688] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:14.581457] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:14.644741] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:14.713020] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:14.812890] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:14.906789] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:14.911361] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:14.966211] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:15.125753] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:15.176723] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:15.219984] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:15.238163] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:15.434734] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:33:15.442942] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:15.467208] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:15.564534] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:15.710709] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:15.717329] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:15.742935] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:15.895881] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:15.975291] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:15.980358] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:16.052257] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:16.222409] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:16.225775] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:16.247516] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:16.364093] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:16.461827] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:16.462109] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:33:16.462897] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1227/1890 | Remaining: 663 | Rate: 86.8/min
[2025-11-27T19:33:16.463006] [INFO ] [CONFIGURE ] GCBC: Testing feature 6/29: add_failed_moves
[2025-11-27T19:33:16.463056] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-27T19:33:16.515078] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:16.563086] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:16.651257] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:16.680064] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:16.680386] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:33:16.681186] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1228/1890 | Remaining: 662 | Rate: 86.9/min
[2025-11-27T19:33:16.681311] [INFO ] [CONFIGURE ] FNKO: Testing feature 12/29: add_obv_interval
[2025-11-27T19:33:16.681410] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-11-27T19:33:16.780416] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:16.780607] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:33:16.781325] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1229/1890 | Remaining: 661 | Rate: 87.0/min
[2025-11-27T19:33:16.781400] [INFO ] [CONFIGURE ] GBIO: Testing feature 8/29: add_macd
[2025-11-27T19:33:16.781454] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:33:16.837447] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:16.894824] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:17.002010] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:17.023031] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:17.145667] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:17.210620] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:17.222172] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:17.222452] [INFO ] [CONFIGURE ] FN: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:33:17.223219] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1230/1890 | Remaining: 660 | Rate: 87.0/min
[2025-11-27T19:33:17.223330] [INFO ] [CONFIGURE ] FN: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:33:17.223421] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-27T19:33:17.299923] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:17.414168] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:17.513681] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:17.524217] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:17.596690] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:17.618375] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:17.810788] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:17.822211] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:17.882586] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:17.891115] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:18.008897] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:18.122738] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:18.203021] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:18.203599] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:18.252479] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:18.400965] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:18.401277] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:33:18.402060] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1231/1890 | Remaining: 659 | Rate: 86.9/min
[2025-11-27T19:33:18.402170] [INFO ] [CONFIGURE ] GCBC: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:33:18.402261] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-27T19:33:18.425869] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:18.500662] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:18.579452] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:18.623024] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:18.731160] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:18.757386] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:18.797242] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:18.935776] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:18.996694] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:19.048591] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:19.094658] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:19.119739] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:19.297736] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:19.351341] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:19.363443] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:19.397916] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:19.481132] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:19.658413] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:19.661504] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:19.710277] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:19.710626] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-27T19:33:19.711435] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1232/1890 | Remaining: 658 | Rate: 86.9/min
[2025-11-27T19:33:19.711559] [INFO ] [CONFIGURE ] FNKO: Testing feature 13/29: add_opening_strength
[2025-11-27T19:33:19.711721] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:33:19.735629] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:19.850994] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:19.967472] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:20.045211] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:33:20.048060] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:20.112486] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:20.251360] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:20.251667] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:33:20.252426] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 1233/1890 | Remaining: 657 | Rate: 86.9/min
[2025-11-27T19:33:20.252535] [INFO ] [CONFIGURE ] GCBC: Testing feature 8/29: add_macd
[2025-11-27T19:33:20.252652] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-27T19:33:20.277720] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:20.278029] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-27T19:33:20.278856] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1234/1890 | Remaining: 656 | Rate: 87.0/min
[2025-11-27T19:33:20.278971] [INFO ] [CONFIGURE ] FN: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:33:20.279061] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-27T19:33:20.388749] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:20.485161] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:20.485407] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:33:20.486196] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1235/1890 | Remaining: 655 | Rate: 87.0/min
[2025-11-27T19:33:20.486313] [INFO ] [CONFIGURE ] GBIO: Testing feature 9/29: add_mfi
[2025-11-27T19:33:20.486411] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-27T19:33:20.540656] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:20.597163] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:20.731364] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:20.769601] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:20.831348] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:20.915665] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:21.047499] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:21.056365] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:21.121776] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:21.227179] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:21.320663] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:21.384039] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:21.416774] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:21.544869] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:21.598017] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:21.713882] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:21.716113] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:21.861627] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:21.877156] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:22.006112] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:22.047547] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:22.153097] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:33:22.178778] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:22.306906] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:22.379128] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:22.428175] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:22.503836] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:22.602033] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:22.706441] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:22.714562] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:22.819307] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:22.898365] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:22.989046] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:23.057958] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:23.058282] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:33:23.059094] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1236/1890 | Remaining: 654 | Rate: 86.8/min
[2025-11-27T19:33:23.059216] [INFO ] [CONFIGURE ] FNKO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:33:23.059319] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-11-27T19:33:23.140350] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:23.193279] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:23.193610] [INFO ] [CONFIGURE ] GCBC: KEPT add_macd (score: 70.00%)
[2025-11-27T19:33:23.194413] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1237/1890 | Remaining: 653 | Rate: 86.9/min
[2025-11-27T19:33:23.194525] [INFO ] [CONFIGURE ] GCBC: Testing feature 9/29: add_mfi
[2025-11-27T19:33:23.194590] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-27T19:33:23.272740] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:23.273030] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:33:23.273839] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1238/1890 | Remaining: 652 | Rate: 86.9/min
[2025-11-27T19:33:23.273955] [INFO ] [CONFIGURE ] GBIO: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:33:23.274008] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:33:23.367142] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:23.461262] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:23.461460] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-27T19:33:23.462308] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1239/1890 | Remaining: 651 | Rate: 87.0/min
[2025-11-27T19:33:23.462432] [INFO ] [CONFIGURE ] FN: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:33:23.462483] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-27T19:33:23.501994] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:23.631218] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:23.684370] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:23.811699] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:23.812435] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:24.002852] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:24.007732] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:24.122998] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:24.145216] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:24.309919] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:24.373262] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:24.437707] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:24.476809] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:24.634564] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:24.749079] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:24.750249] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:24.827972] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:24.941666] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:25.063160] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:25.120873] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:25.152269] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:25.251095] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:25.379416] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:25.481874] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:25.482532] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:33:25.560674] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:25.694286] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:25.805663] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:25.841229] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:25.869430] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:26.010539] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:26.131637] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:26.175879] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:26.176172] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:33:26.176995] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1240/1890 | Remaining: 650 | Rate: 86.8/min
[2025-11-27T19:33:26.177119] [INFO ] [CONFIGURE ] FNKO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:33:26.177217] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-11-27T19:33:26.211055] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:26.328040] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:26.328343] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:33:26.329121] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1241/1890 | Remaining: 649 | Rate: 86.8/min
[2025-11-27T19:33:26.329231] [INFO ] [CONFIGURE ] GCBC: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:33:26.329324] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:33:26.454901] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:26.476825] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:26.573295] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:26.712500] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:26.776975] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:26.777443] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:26.777767] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:33:26.778542] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 1242/1890 | Remaining: 648 | Rate: 86.9/min
[2025-11-27T19:33:26.778676] [INFO ] [CONFIGURE ] FN: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:33:26.778727] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-27T19:33:26.936707] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:26.937022] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:33:26.937810] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1243/1890 | Remaining: 647 | Rate: 86.9/min
[2025-11-27T19:33:26.937922] [INFO ] [CONFIGURE ] GBIO: Testing feature 11/29: add_obv_daily
[2025-11-27T19:33:26.937973] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:33:27.073798] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:27.073846] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:27.101794] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:27.235122] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:27.370857] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:27.371760] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:27.489117] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:27.530500] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:27.671326] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:27.683475] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:27.837423] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:27.887649] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:27.973052] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:27.979892] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:28.131159] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:28.267599] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:28.269887] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:28.279460] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:28.434141] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:28.569204] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:28.578822] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:28.651217] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:28.735500] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:28.869938] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:28.879767] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:29.035710] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:29.038877] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:29.172136] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:29.178460] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:29.178645] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:33:29.179470] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1244/1890 | Remaining: 646 | Rate: 86.8/min
[2025-11-27T19:33:29.179604] [INFO ] [CONFIGURE ] FNKO: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:33:29.179657] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-11-27T19:33:29.339716] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:29.422170] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:29.477125] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:29.480266] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:29.641835] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:29.780778] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:29.781068] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-27T19:33:29.781881] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1245/1890 | Remaining: 645 | Rate: 86.8/min
[2025-11-27T19:33:29.782016] [INFO ] [CONFIGURE ] FN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:33:29.782118] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-27T19:33:29.782642] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:29.822130] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:29.945616] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:29.945880] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-27T19:33:29.946674] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1246/1890 | Remaining: 644 | Rate: 86.8/min
[2025-11-27T19:33:29.946791] [INFO ] [CONFIGURE ] GBIO: Testing feature 12/29: add_obv_interval
[2025-11-27T19:33:29.946901] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-27T19:33:30.074218] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:30.085252] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:30.217939] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:30.218235] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:33:30.218996] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1247/1890 | Remaining: 643 | Rate: 86.9/min
[2025-11-27T19:33:30.219063] [INFO ] [CONFIGURE ] GCBC: Testing feature 11/29: add_obv_daily
[2025-11-27T19:33:30.219156] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-27T19:33:30.230550] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:30.366229] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:30.384304] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:30.530346] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:30.550395] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:30.662992] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:30.689207] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:30.821433] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:30.882065] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:30.954559] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:30.991091] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:31.112958] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:31.209788] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:31.245913] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:31.295016] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:31.401112] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:31.541964] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:31.543699] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:31.603841] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:31.685526] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:31.838314] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:31.867390] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:31.913210] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:31.984745] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:32.136950] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:32.204426] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:32.220012] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:32.220318] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:33:32.221096] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1248/1890 | Remaining: 642 | Rate: 86.7/min
[2025-11-27T19:33:32.221235] [INFO ] [CONFIGURE ] FNKO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:33:32.221335] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-11-27T19:33:32.277699] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:32.425307] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:32.508985] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:32.531657] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:32.569481] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:32.720328] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:32.720621] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-27T19:33:32.721369] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1249/1890 | Remaining: 641 | Rate: 86.7/min
[2025-11-27T19:33:32.721489] [INFO ] [CONFIGURE ] FN: Testing feature 20/29: add_price_rejection
[2025-11-27T19:33:32.721601] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-27T19:33:32.785712] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:32.863504] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:32.864107] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:32.864392] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:33:32.865240] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1250/1890 | Remaining: 640 | Rate: 86.8/min
[2025-11-27T19:33:32.865355] [INFO ] [CONFIGURE ] GBIO: Testing feature 13/29: add_opening_strength
[2025-11-27T19:33:32.865447] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:33:33.038643] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:33.062426] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:33.185996] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:33.200320] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:33.338419] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:33.351731] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:33.507465] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:33.535503] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:33.535835] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:33:33.536660] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1251/1890 | Remaining: 639 | Rate: 86.8/min
[2025-11-27T19:33:33.536774] [INFO ] [CONFIGURE ] GCBC: Testing feature 12/29: add_obv_interval
[2025-11-27T19:33:33.536864] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-27T19:33:33.616774] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:33.671697] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:33.831162] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:33.846176] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:33.892459] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:33.992302] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:34.152657] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:34.164144] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:34.170968] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:34.314466] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:34.448299] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:34.472252] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:34.486879] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:34.637331] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:34.733065] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:34.795710] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:34.814850] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:34.953842] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:35.011284] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:35.011627] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:33:35.012408] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 1252/1890 | Remaining: 638 | Rate: 86.7/min
[2025-11-27T19:33:35.012533] [INFO ] [CONFIGURE ] FNKO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:33:35.012648] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-11-27T19:33:35.115886] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:35.128736] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:35.281838] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:35.283333] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:35.436443] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:35.450846] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:35.552941] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:35.609411] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:35.752662] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:35.767432] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:35.826422] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:35.936202] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:35.936508] [INFO ] [CONFIGURE ] FN: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:33:35.937302] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1253/1890 | Remaining: 637 | Rate: 86.7/min
[2025-11-27T19:33:35.937423] [INFO ] [CONFIGURE ] FN: Testing feature 21/29: add_range_position
[2025-11-27T19:33:35.937522] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_range_position']
[2025-11-27T19:33:36.066511] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:36.066820] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:33:36.067560] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1254/1890 | Remaining: 636 | Rate: 86.8/min
[2025-11-27T19:33:36.067681] [INFO ] [CONFIGURE ] GBIO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:33:36.067732] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:33:36.085958] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:36.096527] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:36.262834] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:36.364345] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:36.369932] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:36.409442] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:36.593069] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:36.642120] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:36.662714] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:36.745166] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:36.745473] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:33:36.746276] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1255/1890 | Remaining: 635 | Rate: 86.8/min
[2025-11-27T19:33:36.746390] [INFO ] [CONFIGURE ] GCBC: Testing feature 13/29: add_opening_strength
[2025-11-27T19:33:36.746480] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength']
[2025-11-27T19:33:36.913876] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:36.916993] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:36.980118] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:37.069099] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:37.194233] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:37.249667] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:37.285565] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:37.395537] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:37.474709] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:37.578438] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:37.587428] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:37.720216] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:37.754479] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:37.754807] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:33:37.755611] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1256/1890 | Remaining: 634 | Rate: 86.7/min
[2025-11-27T19:33:37.755730] [INFO ] [CONFIGURE ] FNKO: Testing feature 20/29: add_price_rejection
[2025-11-27T19:33:37.755829] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-11-27T19:33:37.903237] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:37.910641] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:38.050389] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:38.051494] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:38.229049] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:38.244620] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:38.353773] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:38.384053] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:38.531060] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:38.578991] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:38.654213] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:38.719427] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:38.834872] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:38.918289] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:38.960442] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:39.055301] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:39.137389] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:39.137696] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-27T19:33:39.138488] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1257/1890 | Remaining: 633 | Rate: 86.7/min
[2025-11-27T19:33:39.138613] [INFO ] [CONFIGURE ] GBIO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:33:39.138707] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-27T19:33:39.256166] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:39.256474] [INFO ] [CONFIGURE ] FN: DISCARDED add_range_position (score: 30.00%)
[2025-11-27T19:33:39.257281] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1258/1890 | Remaining: 632 | Rate: 86.7/min
[2025-11-27T19:33:39.257403] [INFO ] [CONFIGURE ] FN: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:33:39.257504] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-27T19:33:39.262855] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:39.392190] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:39.407388] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:39.564479] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:39.664346] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:39.686462] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:39.730244] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:39.867172] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:39.955866] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:40.064438] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:40.064743] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:33:40.065506] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1259/1890 | Remaining: 631 | Rate: 86.7/min
[2025-11-27T19:33:40.065629] [INFO ] [CONFIGURE ] GCBC: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:33:40.065721] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-27T19:33:40.066164] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:40.169033] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:40.227821] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:40.390740] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:40.468404] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:40.473992] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:40.503145] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:40.725891] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:40.780335] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:33:40.786461] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:40.786777] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:33:40.787589] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1260/1890 | Remaining: 630 | Rate: 86.7/min
[2025-11-27T19:33:40.787709] [INFO ] [CONFIGURE ] FNKO: Testing feature 21/29: add_range_position
[2025-11-27T19:33:40.787762] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-11-27T19:33:40.879195] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:41.052736] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:41.053828] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:41.115738] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:41.287752] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:41.324422] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:41.377641] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:41.435983] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:41.593808] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:41.695111] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:41.709478] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:41.756146] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:41.868001] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:41.868291] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:33:41.869075] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1261/1890 | Remaining: 629 | Rate: 86.7/min
[2025-11-27T19:33:41.869189] [INFO ] [CONFIGURE ] GBIO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:33:41.869280] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-27T19:33:42.044379] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:42.070180] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:42.117696] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:42.151752] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:42.385749] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:42.386040] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:42.432838] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:42.536482] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:42.702855] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:42.716813] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:42.723033] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:42.955739] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:43.001981] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:43.025096] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:43.061364] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:33:43.287219] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:43.344775] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:43.375704] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:43.376026] [INFO ] [CONFIGURE ] FN: DISCARDED add_realized_volatility (score: 40.00%)
[2025-11-27T19:33:43.376872] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 1262/1890 | Remaining: 628 | Rate: 86.6/min
[2025-11-27T19:33:43.376998] [INFO ] [CONFIGURE ] FN: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:33:43.377054] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-27T19:33:43.393635] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:43.393929] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:33:43.394710] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1263/1890 | Remaining: 627 | Rate: 86.6/min
[2025-11-27T19:33:43.394821] [INFO ] [CONFIGURE ] GCBC: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:33:43.394872] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-27T19:33:43.576793] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:43.666268] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:43.691141] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:43.696325] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:43.871856] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:43.990465] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:43.990779] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:33:43.991600] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1264/1890 | Remaining: 626 | Rate: 86.7/min
[2025-11-27T19:33:43.991733] [INFO ] [CONFIGURE ] FNKO: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:33:43.991834] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-11-27T19:33:44.001273] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:44.013153] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:44.160636] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:44.327922] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:44.336943] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:44.410282] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:44.460831] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:44.732960] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:44.782450] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:44.803995] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:44.804377] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-27T19:33:44.805340] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1265/1890 | Remaining: 625 | Rate: 86.6/min
[2025-11-27T19:33:44.805461] [INFO ] [CONFIGURE ] GBIO: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:33:44.805555] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-27T19:33:44.842768] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:45.140360] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:45.162037] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:45.212794] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:45.262919] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:45.495077] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:45.509711] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:45.591491] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:45.657614] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:45.808524] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:45.844414] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:45.904035] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:46.051302] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:46.093651] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:46.183023] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:46.207216] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:46.382427] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:46.445463] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:46.500180] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:46.517919] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:46.680588] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:33:46.815713] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:46.816024] [INFO ] [CONFIGURE ] FN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:33:46.816847] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1266/1890 | Remaining: 624 | Rate: 86.5/min
[2025-11-27T19:33:46.816969] [INFO ] [CONFIGURE ] FN: Testing feature 24/29: add_rsi
[2025-11-27T19:33:46.817073] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-27T19:33:46.831272] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:46.837853] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:46.838147] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:33:46.838940] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1267/1890 | Remaining: 623 | Rate: 86.6/min
[2025-11-27T19:33:46.839051] [INFO ] [CONFIGURE ] GCBC: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:33:46.839141] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-27T19:33:46.992741] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:47.164959] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:47.197726] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:47.212819] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:47.287867] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:47.481907] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:47.563044] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:47.582631] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:47.589202] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:47.794367] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:47.879176] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:47.879473] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-11-27T19:33:47.880323] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1268/1890 | Remaining: 622 | Rate: 86.5/min
[2025-11-27T19:33:47.880434] [INFO ] [CONFIGURE ] GBIO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:33:47.880530] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-27T19:33:47.926565] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:47.967309] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:47.967588] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:33:47.968463] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1269/1890 | Remaining: 621 | Rate: 86.6/min
[2025-11-27T19:33:47.968599] [INFO ] [CONFIGURE ] FNKO: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:33:47.968697] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-11-27T19:33:48.107555] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:48.150676] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:48.253195] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:48.286639] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:48.420989] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:48.424971] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:48.539034] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:48.650483] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:48.701723] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:48.734178] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:48.822986] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:49.001102] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:49.016504] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:49.045478] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:49.108474] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:49.269740] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:49.360605] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:49.387445] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:49.394617] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:49.541747] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:49.678819] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:33:49.682764] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:49.760138] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:49.818645] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:49.973794] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:50.000638] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:50.000948] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:33:50.001739] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1270/1890 | Remaining: 620 | Rate: 86.5/min
[2025-11-27T19:33:50.001848] [INFO ] [CONFIGURE ] GCBC: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:33:50.001938] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-27T19:33:50.096253] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:50.132846] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:50.261428] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:50.323217] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:50.367661] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:50.509463] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:50.509798] [INFO ] [CONFIGURE ] FN: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:33:50.510678] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 1271/1890 | Remaining: 619 | Rate: 86.5/min
[2025-11-27T19:33:50.510801] [INFO ] [CONFIGURE ] FN: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:33:50.510903] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-27T19:33:50.553092] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:50.642936] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:50.643268] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:33:50.644108] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1272/1890 | Remaining: 618 | Rate: 86.5/min
[2025-11-27T19:33:50.644225] [INFO ] [CONFIGURE ] GBIO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:33:50.644322] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-27T19:33:50.650029] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:50.817155] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:50.842227] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:50.842493] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:33:50.843275] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1273/1890 | Remaining: 617 | Rate: 86.6/min
[2025-11-27T19:33:50.843393] [INFO ] [CONFIGURE ] FNKO: Testing feature 24/29: add_rsi
[2025-11-27T19:33:50.843489] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-11-27T19:33:50.909926] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:50.970756] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:51.134603] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:51.175166] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:51.182014] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:51.294881] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:51.435195] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:51.438886] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:51.526684] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:51.618005] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:51.699702] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:51.739620] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:51.877660] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:51.942434] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:51.963485] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:52.040294] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:52.226100] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:52.230065] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:52.269051] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:52.354714] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:52.493907] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:52.575621] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:52.609726] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:52.675208] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:52.761829] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:52.922907] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:33:52.946225] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:33:52.982725] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:53.028614] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:53.274918] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:53.278480] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:53.278770] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:33:53.279523] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1274/1890 | Remaining: 616 | Rate: 86.4/min
[2025-11-27T19:33:53.279645] [INFO ] [CONFIGURE ] GCBC: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:33:53.279735] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-27T19:33:53.285435] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:53.299328] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:53.299642] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:33:53.300465] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1275/1890 | Remaining: 615 | Rate: 86.5/min
[2025-11-27T19:33:53.300599] [INFO ] [CONFIGURE ] GBIO: Testing feature 20/29: add_price_rejection
[2025-11-27T19:33:53.300705] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-11-27T19:33:53.576595] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:53.586683] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:53.586990] [INFO ] [CONFIGURE ] FN: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-27T19:33:53.587768] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1276/1890 | Remaining: 614 | Rate: 86.5/min
[2025-11-27T19:33:53.587888] [INFO ] [CONFIGURE ] FN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:33:53.587985] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-27T19:33:53.588974] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:53.617555] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:53.874073] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:53.879502] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:53.891404] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:53.962662] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:54.158652] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:54.175751] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:54.224630] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:54.309970] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:54.310143] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_rsi (score: 40.00%)
[2025-11-27T19:33:54.311004] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1277/1890 | Remaining: 613 | Rate: 86.5/min
[2025-11-27T19:33:54.311131] [INFO ] [CONFIGURE ] FNKO: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:33:54.311182] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-11-27T19:33:54.442815] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:54.477456] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:54.552310] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:54.587921] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:54.734217] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:54.785477] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:54.870214] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:54.885214] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:55.028699] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:55.095964] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:55.149969] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:55.212652] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:55.316008] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:55.411357] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:55.427218] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:55.547414] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:55.608912] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:55.709122] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:55.729811] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:55.882880] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:55.906975] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:55.987434] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:56.046717] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:33:56.202333] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:56.207366] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:56.207699] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_price_rejection (score: 30.00%)
[2025-11-27T19:33:56.208539] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1278/1890 | Remaining: 612 | Rate: 86.4/min
[2025-11-27T19:33:56.208676] [INFO ] [CONFIGURE ] GBIO: Testing feature 21/29: add_range_position
[2025-11-27T19:33:56.208769] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-11-27T19:33:56.266907] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:56.359028] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:56.359333] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:33:56.360104] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1279/1890 | Remaining: 611 | Rate: 86.5/min
[2025-11-27T19:33:56.360216] [INFO ] [CONFIGURE ] GCBC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:33:56.360306] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-27T19:33:56.515744] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:33:56.541269] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:56.558676] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:56.655241] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:56.826681] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:56.846454] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:56.872653] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:56.872960] [INFO ] [CONFIGURE ] FN: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:33:56.873765] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 1280/1890 | Remaining: 610 | Rate: 86.5/min
[2025-11-27T19:33:56.873885] [INFO ] [CONFIGURE ] FN: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:33:56.873987] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-27T19:33:56.958276] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:57.130785] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:57.131096] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:33:57.131958] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1281/1890 | Remaining: 609 | Rate: 86.5/min
[2025-11-27T19:33:57.132074] [INFO ] [CONFIGURE ] FNKO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:33:57.132174] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-11-27T19:33:57.144487] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:33:57.211876] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:57.263667] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:33:57.424614] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:57.461843] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:57.546200] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:33:57.571118] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:33:57.721256] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:33:57.769969] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:57.869276] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:57.881973] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:33:58.017806] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:33:58.076348] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:33:58.165775] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:58.219590] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:58.315598] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:33:58.388178] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:33:58.469084] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:58.565520] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:33:58.612119] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:33:58.701080] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:33:58.780055] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:58.905888] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:58.913730] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:33:59.019105] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:33:59.103485] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:33:59.211194] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:59.249687] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:33:59.331704] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:33:59.331984] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:33:59.332756] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1282/1890 | Remaining: 608 | Rate: 86.4/min
[2025-11-27T19:33:59.332866] [INFO ] [CONFIGURE ] GBIO: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:33:59.332956] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-11-27T19:33:59.424305] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:33:59.424617] [INFO ] [CONFIGURE ] GCBC: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:33:59.425368] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1283/1890 | Remaining: 607 | Rate: 86.4/min
[2025-11-27T19:33:59.425480] [INFO ] [CONFIGURE ] GCBC: Testing feature 20/29: add_price_rejection
[2025-11-27T19:33:59.425595] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-11-27T19:33:59.513943] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:59.575859] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:33:59.705376] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:33:59.760354] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:33:59.820944] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:33:59.902717] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:00.082154] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:00.089726] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:00.129668] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:00.130065] [INFO ] [CONFIGURE ] FNKO: KEPT add_volume_momentum_confirmation (score: 90.00%)
[2025-11-27T19:34:00.131067] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1284/1890 | Remaining: 606 | Rate: 86.4/min
[2025-11-27T19:34:00.131211] [INFO ] [CONFIGURE ] FNKO: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:34:00.131340] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-11-27T19:34:00.302255] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:00.302434] [INFO ] [CONFIGURE ] FN: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-27T19:34:00.312155] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1285/1890 | Remaining: 605 | Rate: 86.5/min
[2025-11-27T19:34:00.312302] [INFO ] [CONFIGURE ] FN: Testing feature 28/29: add_volume_profile
[2025-11-27T19:34:00.312350] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-27T19:34:00.508909] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:00.520892] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:00.586337] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:00.893214] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:00.903112] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:00.923177] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:01.072702] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:01.245164] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:01.307161] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:01.342065] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:01.415348] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:01.582439] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:01.697885] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:01.711931] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:01.765559] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:01.908170] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:02.031079] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:02.102569] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:02.109153] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:02.237800] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:02.363747] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:02.452605] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:02.472623] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:02.562866] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:02.709474] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:02.797974] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:02.841800] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:02.885935] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:03.034846] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:03.140610] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:03.140934] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-27T19:34:03.141775] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1286/1890 | Remaining: 604 | Rate: 86.3/min
[2025-11-27T19:34:03.141894] [INFO ] [CONFIGURE ] GCBC: Testing feature 21/29: add_range_position
[2025-11-27T19:34:03.141997] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-11-27T19:34:03.212462] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:03.213937] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:03.214196] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:34:03.214969] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1287/1890 | Remaining: 603 | Rate: 86.3/min
[2025-11-27T19:34:03.215080] [INFO ] [CONFIGURE ] GBIO: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:34:03.215169] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-11-27T19:34:03.369496] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:03.480781] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:03.494225] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:03.539146] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:03.708962] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:03.709259] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-27T19:34:03.710091] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1288/1890 | Remaining: 602 | Rate: 86.4/min
[2025-11-27T19:34:03.710204] [INFO ] [CONFIGURE ] FNKO: Testing feature 28/29: add_volume_profile
[2025-11-27T19:34:03.710297] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-11-27T19:34:03.791706] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:03.825543] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:03.864777] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:03.865091] [INFO ] [CONFIGURE ] FN: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:34:03.865880] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 1289/1890 | Remaining: 601 | Rate: 86.4/min
[2025-11-27T19:34:03.866002] [INFO ] [CONFIGURE ] FN: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:34:03.866054] [INFO ] [CONFIGURE ] FN: Best accuracy: 60.00%
[2025-11-27T19:34:03.866149] [INFO ] [CONFIGURE ] FN: Best feature set (2 features): ['add_vwap', 'add_macd']
[2025-11-27T19:34:03.866243] [INFO ] [CONFIGURE ] FN: Improvement over baseline: 20.00%
[2025-11-27T19:34:03.866288] [INFO ] [CONFIGURE ] FN: Total time: 1.4 minutes
[2025-11-27T19:34:03.866378] [INFO ] [CONFIGURE ] FN: Average time per feature: 3.1 seconds
[2025-11-27T19:34:03.866477] [INFO ] [CONFIGURE ] FN: Average speed: 0.34 features/sec
[2025-11-27T19:34:03.867224] [INFO ] [LOCAL     ] Saved configuration for FN: 2 features, 60.00% accuracy -> ./output/feature-sets/FN.json
[2025-11-27T19:34:03.867338] [INFO ] [CONFIGURE ] FN: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-11-27T19:34:03.867952] [INFO ] [sig       ] [41/63] FN OK in 1m 28s. ETA: 8m 0s. Rate: 2.7 sym/min
[2025-11-27T19:34:03.869086] [INFO ] [CONFIGURE ] GFI: Configurate test run.
[2025-11-27T19:34:03.869209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-11-27T19:34:04.035649] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:04.078325] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:04.082710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-11-27T19:34:04.083074] [INFO ] [CONFIGURE ] GFI: Testing with 29 available features
[2025-11-27T19:34:04.083320] [INFO ] [CONFIGURE ] GFI: Establishing baseline with no features...
[2025-11-27T19:34:04.161287] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:04.265559] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:04.359061] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:04.360651] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:04.448319] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:04.497863] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:04.628849] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:04.640910] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:04.687351] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:04.811375] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:04.840256] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:04.928004] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:04.993984] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:05.026447] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:05.176902] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:05.177133] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:05.212182] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:05.345402] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:05.357198] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:05.494730] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:05.518284] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:05.541244] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:05.666308] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:05.724528] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:05.782199] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:05.856889] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:05.906089] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:05.906401] [INFO ] [CONFIGURE ] GFI: Baseline score (no features): 40.00%
[2025-11-27T19:34:05.906885] [INFO ] [CONFIGURE ] GFI: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:34:05.907003] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:34:05.985442] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:06.067433] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:06.067626] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:34:06.068390] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 1291/1890 | Remaining: 599 | Rate: 86.3/min
[2025-11-27T19:34:06.068466] [INFO ] [CONFIGURE ] GBIO: Testing feature 24/29: add_rsi
[2025-11-27T19:34:06.068514] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-27T19:34:06.132474] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:06.193186] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:06.305764] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:06.360379] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:06.402213] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:06.527927] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:06.528238] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:34:06.529036] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 1292/1890 | Remaining: 598 | Rate: 86.4/min
[2025-11-27T19:34:06.529149] [INFO ] [CONFIGURE ] GCBC: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:34:06.529248] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-11-27T19:34:06.584451] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:06.626610] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:06.738275] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:06.808978] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:06.929137] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:06.946759] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:06.947037] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_volume_profile (score: 90.00%)
[2025-11-27T19:34:06.947815] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 1293/1890 | Remaining: 597 | Rate: 86.4/min
[2025-11-27T19:34:06.947926] [INFO ] [CONFIGURE ] FNKO: Testing feature 29/29: add_vwap
[2025-11-27T19:34:06.948016] [INFO ] [CONFIGURE ] FNKO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-11-27T19:34:07.035882] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:07.070016] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:07.261644] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:07.267231] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:07.331680] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:07.397970] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:07.490529] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:07.587605] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:07.719728] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:07.729619] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:07.735848] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:07.908031] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:07.949438] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:08.056636] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:08.142568] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:08.180700] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:08.180876] [INFO ] [CONFIGURE ] GFI: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-27T19:34:08.181708] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 1294/1890 | Remaining: 596 | Rate: 86.3/min
[2025-11-27T19:34:08.181823] [INFO ] [CONFIGURE ] GFI: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:34:08.181924] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:34:08.228190] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:08.390042] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:08.460253] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:08.547524] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:08.549654] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:08.732292] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:08.742273] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:08.871121] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:08.959042] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:09.028922] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:09.074416] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:09.193195] [DEBUG] [FORECASTER] FNKO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:09.315782] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:09.371893] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:09.412048] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:09.412347] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:34:09.413103] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 1295/1890 | Remaining: 595 | Rate: 86.3/min
[2025-11-27T19:34:09.413216] [INFO ] [CONFIGURE ] GBIO: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:34:09.413307] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-11-27T19:34:09.513957] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:09.601968] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:09.683173] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:09.782199] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:09.838051] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:09.885659] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:09.955334] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:10.164448] [DEBUG] [FORECASTER] FNKO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:10.164761] [INFO ] [CONFIGURE ] FNKO: DISCARDED add_vwap (score: 90.00%)
[2025-11-27T19:34:10.165847] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 1296/1890 | Remaining: 594 | Rate: 86.3/min
[2025-11-27T19:34:10.165957] [INFO ] [CONFIGURE ] FNKO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:34:10.166046] [INFO ] [CONFIGURE ] FNKO: Best accuracy: 90.00%
[2025-11-27T19:34:10.166132] [INFO ] [CONFIGURE ] FNKO: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-11-27T19:34:10.166216] [INFO ] [CONFIGURE ] FNKO: Improvement over baseline: 20.00%
[2025-11-27T19:34:10.166297] [INFO ] [CONFIGURE ] FNKO: Total time: 1.3 minutes
[2025-11-27T19:34:10.166378] [INFO ] [CONFIGURE ] FNKO: Average time per feature: 2.8 seconds
[2025-11-27T19:34:10.166461] [INFO ] [CONFIGURE ] FNKO: Average speed: 0.37 features/sec
[2025-11-27T19:34:10.166733] [INFO ] [LOCAL     ] Saved configuration for FNKO: 3 features, 90.00% accuracy -> ./output/feature-sets/FNKO.json
[2025-11-27T19:34:10.166839] [INFO ] [CONFIGURE ] FNKO: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-27T19:34:10.167654] [INFO ] [sig       ] [42/63] FNKO OK in 1m 21s. ETA: 7m 31s. Rate: 2.8 sym/min
[2025-11-27T19:34:10.168944] [INFO ] [CONFIGURE ] GNK: Configurate test run.
[2025-11-27T19:34:10.169000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-11-27T19:34:10.178005] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:10.180203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-11-27T19:34:10.180847] [INFO ] [CONFIGURE ] GNK: Testing with 29 available features
[2025-11-27T19:34:10.180955] [INFO ] [CONFIGURE ] GNK: Establishing baseline with no features...
[2025-11-27T19:34:10.197708] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:10.237981] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:10.360255] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:10.463064] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:10.513540] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:10.540282] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:10.609366] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:10.609697] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:34:10.610467] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 1297/1890 | Remaining: 593 | Rate: 86.3/min
[2025-11-27T19:34:10.610599] [INFO ] [CONFIGURE ] GCBC: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:34:10.610701] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-11-27T19:34:10.719031] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:10.747570] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:10.788675] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:10.892890] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:10.922378] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:11.031614] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:11.031909] [INFO ] [CONFIGURE ] GFI: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:34:11.032691] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 1298/1890 | Remaining: 592 | Rate: 86.3/min
[2025-11-27T19:34:11.032807] [INFO ] [CONFIGURE ] GFI: Testing feature 3/29: add_daily_returns
[2025-11-27T19:34:11.032909] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:34:11.065895] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:11.066941] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:11.233045] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:11.244027] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:11.323620] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:11.343344] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:11.421156] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:11.547779] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:11.599513] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:11.614617] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:11.621990] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:11.777270] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:11.865870] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:11.899139] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:11.908618] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:11.960021] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:11.960318] [INFO ] [CONFIGURE ] GNK: Baseline score (no features): 30.00%
[2025-11-27T19:34:11.960763] [INFO ] [CONFIGURE ] GNK: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:34:11.960875] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:34:12.182486] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:12.185988] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:12.186275] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-27T19:34:12.187075] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 1300/1890 | Remaining: 590 | Rate: 86.3/min
[2025-11-27T19:34:12.187190] [INFO ] [CONFIGURE ] GBIO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:34:12.187284] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-27T19:34:12.192163] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:12.211586] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:12.408607] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:12.472607] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:12.510049] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:12.534413] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:12.631195] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:12.754076] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:12.804049] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:12.849716] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:12.858244] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:13.044800] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:13.067387] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:13.123768] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:13.176362] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:13.285811] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:13.330687] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:13.439952] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:13.504072] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:13.506846] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:13.615356] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:13.732106] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:13.741404] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:13.827789] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:13.828087] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:34:13.828869] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 1301/1890 | Remaining: 589 | Rate: 86.3/min
[2025-11-27T19:34:13.828988] [INFO ] [CONFIGURE ] GCBC: Testing feature 24/29: add_rsi
[2025-11-27T19:34:13.829089] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-11-27T19:34:13.899085] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:13.955764] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:14.035376] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:14.035686] [INFO ] [CONFIGURE ] GFI: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:34:14.036461] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 1302/1890 | Remaining: 588 | Rate: 86.3/min
[2025-11-27T19:34:14.036601] [INFO ] [CONFIGURE ] GFI: Testing feature 4/29: add_ema
[2025-11-27T19:34:14.036699] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-27T19:34:14.179607] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:14.179883] [INFO ] [CONFIGURE ] GNK: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:34:14.180672] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 1303/1890 | Remaining: 587 | Rate: 86.3/min
[2025-11-27T19:34:14.180780] [INFO ] [CONFIGURE ] GNK: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:34:14.180870] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:34:14.184031] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:14.206627] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:14.368797] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:14.414170] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:14.472277] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:14.587022] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:14.645379] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:14.702008] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:14.758667] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:14.877193] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:14.968959] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:15.038364] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:15.050795] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:15.050980] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:34:15.051861] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 1304/1890 | Remaining: 586 | Rate: 86.3/min
[2025-11-27T19:34:15.051974] [INFO ] [CONFIGURE ] GBIO: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:34:15.052025] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-11-27T19:34:15.110729] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:15.344201] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:15.346911] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:15.359559] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:15.387800] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:15.583004] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:15.646055] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:15.732746] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:15.743616] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:15.819138] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:15.944266] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:16.054046] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:16.067890] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:16.114383] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:16.241155] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:16.285486] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:16.401679] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:16.502609] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:16.524516] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:16.524819] [INFO ] [CONFIGURE ] GNK: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-27T19:34:16.525616] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 1305/1890 | Remaining: 585 | Rate: 86.3/min
[2025-11-27T19:34:16.525727] [INFO ] [CONFIGURE ] GNK: Testing feature 3/29: add_daily_returns
[2025-11-27T19:34:16.525815] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns']
[2025-11-27T19:34:16.548361] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:16.729315] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:16.739465] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:16.849721] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:16.880963] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:16.942399] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:17.078904] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:17.143812] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:17.153245] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:17.267070] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:17.364014] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:17.423476] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:17.423677] [INFO ] [CONFIGURE ] GFI: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:34:17.424421] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 1306/1890 | Remaining: 584 | Rate: 86.2/min
[2025-11-27T19:34:17.424499] [INFO ] [CONFIGURE ] GFI: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:34:17.424547] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:34:17.443273] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:17.576042] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:17.642311] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:17.642637] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:34:17.643412] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 1307/1890 | Remaining: 583 | Rate: 86.3/min
[2025-11-27T19:34:17.643528] [INFO ] [CONFIGURE ] GCBC: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:34:17.643607] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-11-27T19:34:17.746332] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:17.762251] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:17.795458] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:17.955826] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:18.010706] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:18.044976] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:18.045253] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-27T19:34:18.046056] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1308/1890 | Remaining: 582 | Rate: 86.3/min
[2025-11-27T19:34:18.046173] [INFO ] [CONFIGURE ] GBIO: Testing feature 28/29: add_volume_profile
[2025-11-27T19:34:18.046264] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-11-27T19:34:18.088798] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:18.225269] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:18.273334] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:18.351937] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:18.421033] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:18.441109] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:18.582228] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:18.637303] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:18.640526] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:18.640831] [INFO ] [CONFIGURE ] GNK: KEPT add_daily_returns (score: 40.00%)
[2025-11-27T19:34:18.641617] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1309/1890 | Remaining: 581 | Rate: 86.3/min
[2025-11-27T19:34:18.641728] [INFO ] [CONFIGURE ] GNK: Testing feature 4/29: add_ema
[2025-11-27T19:34:18.641819] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-27T19:34:18.757060] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:18.889784] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:18.900893] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:18.923451] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:19.096285] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:19.139143] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:19.217881] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:19.219764] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:19.390335] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:19.437549] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:19.518045] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:19.530403] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:19.640307] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:19.780770] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:19.809118] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:19.844386] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:19.891009] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:20.100011] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:20.123073] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:20.145328] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:20.164953] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:20.399561] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:20.413870] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:20.463888] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:20.480050] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:20.658455] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:20.707975] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:20.801588] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:20.801894] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:34:20.802737] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1310/1890 | Remaining: 580 | Rate: 86.2/min
[2025-11-27T19:34:20.802860] [INFO ] [CONFIGURE ] GCBC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:34:20.802964] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-11-27T19:34:20.811476] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:20.811807] [INFO ] [CONFIGURE ] GFI: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:34:20.812568] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1311/1890 | Remaining: 579 | Rate: 86.2/min
[2025-11-27T19:34:20.812710] [INFO ] [CONFIGURE ] GFI: Testing feature 6/29: add_failed_moves
[2025-11-27T19:34:20.812810] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:34:20.914058] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:21.004025] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:21.004351] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:34:21.005169] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1312/1890 | Remaining: 578 | Rate: 86.3/min
[2025-11-27T19:34:21.005284] [INFO ] [CONFIGURE ] GBIO: Testing feature 29/29: add_vwap
[2025-11-27T19:34:21.005337] [INFO ] [CONFIGURE ] GBIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-11-27T19:34:21.129198] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:21.156068] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:21.169535] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:21.169870] [INFO ] [CONFIGURE ] GNK: DISCARDED add_ema (score: 20.00%)
[2025-11-27T19:34:21.170674] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1313/1890 | Remaining: 577 | Rate: 86.3/min
[2025-11-27T19:34:21.170785] [INFO ] [CONFIGURE ] GNK: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:34:21.170875] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:34:21.308381] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:21.415241] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:21.450767] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:21.498279] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:21.615906] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:21.662151] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:21.774862] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:21.854026] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:21.910428] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:21.914747] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:22.101192] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:22.156182] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:22.207235] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:22.209430] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:22.402862] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:22.415756] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:22.524701] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:22.558491] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:22.646938] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:22.732996] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:22.819854] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:22.896002] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:22.907909] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:23.055864] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:23.115814] [DEBUG] [FORECASTER] GBIO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:23.144097] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:23.271842] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:23.373769] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:23.392249] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:23.407479] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:23.622773] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:23.644183] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:23.644498] [INFO ] [CONFIGURE ] GNK: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-27T19:34:23.645302] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1314/1890 | Remaining: 576 | Rate: 86.2/min
[2025-11-27T19:34:23.645418] [INFO ] [CONFIGURE ] GNK: Testing feature 6/29: add_failed_moves
[2025-11-27T19:34:23.645509] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-27T19:34:23.695985] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:23.704460] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:23.847116] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:23.974385] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:23.997674] [DEBUG] [FORECASTER] GBIO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:23.997986] [INFO ] [CONFIGURE ] GBIO: DISCARDED add_vwap (score: 40.00%)
[2025-11-27T19:34:23.998870] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1315/1890 | Remaining: 575 | Rate: 86.2/min
[2025-11-27T19:34:23.998986] [INFO ] [CONFIGURE ] GBIO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:34:23.999079] [INFO ] [CONFIGURE ] GBIO: Best accuracy: 60.00%
[2025-11-27T19:34:23.999170] [INFO ] [CONFIGURE ] GBIO: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:34:23.999257] [INFO ] [CONFIGURE ] GBIO: Improvement over baseline: 20.00%
[2025-11-27T19:34:23.999343] [INFO ] [CONFIGURE ] GBIO: Total time: 1.4 minutes
[2025-11-27T19:34:23.999430] [INFO ] [CONFIGURE ] GBIO: Average time per feature: 3.0 seconds
[2025-11-27T19:34:23.999515] [INFO ] [CONFIGURE ] GBIO: Average speed: 0.33 features/sec
[2025-11-27T19:34:23.999809] [INFO ] [LOCAL     ] Saved configuration for GBIO: 2 features, 60.00% accuracy -> ./output/feature-sets/GBIO.json
[2025-11-27T19:34:23.999917] [INFO ] [CONFIGURE ] GBIO: Configuration saved successfully: 2 features, 60.00% accuracy.
[2025-11-27T19:34:24.000658] [INFO ] [sig       ] [43/63] GBIO OK in 1m 29s. ETA: 7m 6s. Rate: 2.8 sym/min
[2025-11-27T19:34:24.002381] [INFO ] [CONFIGURE ] GWRE: Configurate test run.
[2025-11-27T19:34:24.002439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-11-27T19:34:24.013697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-11-27T19:34:24.014069] [INFO ] [CONFIGURE ] GWRE: Testing with 29 available features
[2025-11-27T19:34:24.014192] [INFO ] [CONFIGURE ] GWRE: Establishing baseline with no features...
[2025-11-27T19:34:24.019366] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:24.019678] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:34:24.020453] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 1316/1890 | Remaining: 574 | Rate: 86.3/min
[2025-11-27T19:34:24.020570] [INFO ] [CONFIGURE ] GCBC: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:34:24.020685] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-11-27T19:34:24.050987] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:24.124797] [FATAL] [FORECASTER] Failed to test lookback=11: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:24.192760] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:24.230745] [FATAL] [FORECASTER] Failed to test lookback=10: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:24.258837] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:24.331718] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:24.332029] [INFO ] [CONFIGURE ] GFI: KEPT add_failed_moves (score: 80.00%)
[2025-11-27T19:34:24.332807] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 1317/1890 | Remaining: 573 | Rate: 86.3/min
[2025-11-27T19:34:24.332925] [INFO ] [CONFIGURE ] GFI: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:34:24.333028] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf']
[2025-11-27T19:34:24.339452] [FATAL] [FORECASTER] Failed to test lookback=9: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:24.375278] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:24.445936] [FATAL] [FORECASTER] Failed to test lookback=8: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:24.464060] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:24.553877] [FATAL] [FORECASTER] Failed to test lookback=7: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:24.556814] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:24.661290] [FATAL] [FORECASTER] Failed to test lookback=6: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:24.670982] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:24.689550] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:24.739546] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:24.769284] [FATAL] [FORECASTER] Failed to test lookback=5: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:24.876530] [FATAL] [FORECASTER] Failed to test lookback=4: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:24.880896] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:24.921345] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:24.983265] [FATAL] [FORECASTER] Failed to test lookback=3: [19:34:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:25.040160] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:25.090597] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:25.092396] [FATAL] [FORECASTER] Failed to test lookback=2: [19:34:25] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:34:25.092796] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-27T19:34:25.093615] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 1318/1890 | Remaining: 572 | Rate: 86.3/min
[2025-11-27T19:34:25.093731] [INFO ] [CONFIGURE ] GCBC: Testing feature 28/29: add_volume_profile
[2025-11-27T19:34:25.093826] [INFO ] [CONFIGURE ] GCBC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-11-27T19:34:25.103017] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:25.286268] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:25.299993] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:25.392554] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:25.415227] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:25.467338] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:25.511403] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:25.651132] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:25.720287] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:25.720565] [INFO ] [CONFIGURE ] GNK: DISCARDED add_failed_moves (score: 20.00%)
[2025-11-27T19:34:25.721326] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 1319/1890 | Remaining: 571 | Rate: 86.3/min
[2025-11-27T19:34:25.721435] [INFO ] [CONFIGURE ] GNK: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:34:25.721526] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-27T19:34:25.733540] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:25.745188] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:25.833929] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:25.834235] [INFO ] [CONFIGURE ] GWRE: Baseline score (no features): 70.00%
[2025-11-27T19:34:25.834695] [INFO ] [CONFIGURE ] GWRE: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:34:25.834804] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:34:25.921090] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:26.059836] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:26.060828] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:26.096868] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:26.119620] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:26.284171] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:26.318215] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:26.385068] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:26.454122] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:26.503468] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:26.510653] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:26.706671] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:26.707478] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:26.719870] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:26.805627] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:26.914985] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:26.941109] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:27.023550] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:27.111694] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:27.163126] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:27.169897] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:27.305674] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:27.344289] [DEBUG] [FORECASTER] GCBC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:27.392457] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:27.503317] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:27.520596] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:27.618015] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:27.665246] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:27.703744] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:27.704035] [INFO ] [CONFIGURE ] GNK: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-27T19:34:27.704808] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 1321/1890 | Remaining: 569 | Rate: 86.3/min
[2025-11-27T19:34:27.704921] [INFO ] [CONFIGURE ] GNK: Testing feature 8/29: add_macd
[2025-11-27T19:34:27.705012] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-27T19:34:27.844991] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:27.880028] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:27.880320] [INFO ] [CONFIGURE ] GFI: KEPT add_lag_shelf (score: 90.00%)
[2025-11-27T19:34:27.881097] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 1322/1890 | Remaining: 568 | Rate: 86.3/min
[2025-11-27T19:34:27.881220] [INFO ] [CONFIGURE ] GFI: Testing feature 8/29: add_macd
[2025-11-27T19:34:27.881320] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_macd']
[2025-11-27T19:34:27.986277] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:28.009958] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:28.069520] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:28.069819] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-27T19:34:28.070586] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 1323/1890 | Remaining: 567 | Rate: 86.4/min
[2025-11-27T19:34:28.070693] [INFO ] [CONFIGURE ] GWRE: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:34:28.070783] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:34:28.305035] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:28.308034] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:28.308334] [DEBUG] [FORECASTER] GCBC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:28.308655] [INFO ] [CONFIGURE ] GCBC: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:34:28.309471] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 1324/1890 | Remaining: 566 | Rate: 86.4/min
[2025-11-27T19:34:28.309604] [INFO ] [CONFIGURE ] GCBC: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:34:28.309702] [INFO ] [CONFIGURE ] GCBC: Best accuracy: 80.00%
[2025-11-27T19:34:28.309799] [INFO ] [CONFIGURE ] GCBC: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-27T19:34:28.309893] [INFO ] [CONFIGURE ] GCBC: Improvement over baseline: 30.00%
[2025-11-27T19:34:28.309983] [INFO ] [CONFIGURE ] GCBC: Total time: 1.4 minutes
[2025-11-27T19:34:28.310073] [INFO ] [CONFIGURE ] GCBC: Average time per feature: 3.0 seconds
[2025-11-27T19:34:28.310165] [INFO ] [CONFIGURE ] GCBC: Average speed: 0.35 features/sec
[2025-11-27T19:34:28.310463] [INFO ] [LOCAL     ] Saved configuration for GCBC: 4 features, 80.00% accuracy -> ./output/feature-sets/GCBC.json
[2025-11-27T19:34:28.310594] [INFO ] [CONFIGURE ] GCBC: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-27T19:34:28.311147] [INFO ] [sig       ] [44/63] GCBC OK in 1m 24s. ETA: 6m 37s. Rate: 2.9 sym/min
[2025-11-27T19:34:28.312159] [INFO ] [CONFIGURE ] HELE: Configurate test run.
[2025-11-27T19:34:28.312286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-11-27T19:34:28.321549] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:34:28.323300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-11-27T19:34:28.323822] [INFO ] [CONFIGURE ] HELE: Testing with 29 available features
[2025-11-27T19:34:28.323938] [INFO ] [CONFIGURE ] HELE: Establishing baseline with no features...
[2025-11-27T19:34:28.502107] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:28.539667] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:34:28.634544] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:28.679534] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:28.734664] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:28.771039] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:28.854256] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:28.944622] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:29.002443] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:29.030466] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:29.167008] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:29.208323] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:29.238498] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:29.259482] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:29.386286] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:29.484179] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:29.564721] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:29.570853] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:29.599955] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:29.717914] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:29.743445] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:29.883007] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:29.922960] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:29.949392] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:30.029524] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:30.104419] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:30.104690] [INFO ] [CONFIGURE ] HELE: Baseline score (no features): 80.00%
[2025-11-27T19:34:30.105138] [INFO ] [CONFIGURE ] HELE: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:34:30.105253] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:34:30.181104] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:30.225042] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:30.329273] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:30.416184] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:30.416480] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-27T19:34:30.417265] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 1326/1890 | Remaining: 564 | Rate: 86.3/min
[2025-11-27T19:34:30.417391] [INFO ] [CONFIGURE ] GWRE: Testing feature 3/29: add_daily_returns
[2025-11-27T19:34:30.417482] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_daily_returns']
[2025-11-27T19:34:30.476965] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:30.547618] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:30.553568] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:30.616696] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:30.792776] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:30.816143] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:30.868734] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:30.868912] [INFO ] [CONFIGURE ] GNK: DISCARDED add_macd (score: 20.00%)
[2025-11-27T19:34:30.869703] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 1327/1890 | Remaining: 563 | Rate: 86.3/min
[2025-11-27T19:34:30.869777] [INFO ] [CONFIGURE ] GNK: Testing feature 9/29: add_mfi
[2025-11-27T19:34:30.869813] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-27T19:34:30.924892] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:31.016917] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:31.045304] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:31.082284] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:31.217730] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:31.290895] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:31.295409] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:31.359749] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:31.409973] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:31.508802] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:31.536187] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:31.607271] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:31.723698] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:34:31.787228] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:31.806495] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:31.806621] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:31.943133] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:32.021725] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:32.041678] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:32.167875] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:32.240034] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:32.315691] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:32.316065] [INFO ] [CONFIGURE ] GFI: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:34:32.317079] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 1328/1890 | Remaining: 562 | Rate: 86.3/min
[2025-11-27T19:34:32.317228] [INFO ] [CONFIGURE ] GFI: Testing feature 9/29: add_mfi
[2025-11-27T19:34:32.317361] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_mfi']
[2025-11-27T19:34:32.321068] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:32.435078] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:32.527566] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:32.527960] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:34:32.529251] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 1329/1890 | Remaining: 561 | Rate: 86.3/min
[2025-11-27T19:34:32.529409] [INFO ] [CONFIGURE ] GWRE: Testing feature 4/29: add_ema
[2025-11-27T19:34:32.529548] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema']
[2025-11-27T19:34:32.620799] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:32.621153] [INFO ] [CONFIGURE ] HELE: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-11-27T19:34:32.622297] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 1330/1890 | Remaining: 560 | Rate: 86.4/min
[2025-11-27T19:34:32.622433] [INFO ] [CONFIGURE ] HELE: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:34:32.622537] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:34:32.734211] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:32.782896] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:32.842385] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:32.918734] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:32.995052] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:33.149854] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:33.187978] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:33.190376] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:33.224111] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:33.224419] [INFO ] [CONFIGURE ] GNK: DISCARDED add_mfi (score: 30.00%)
[2025-11-27T19:34:33.225300] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 1331/1890 | Remaining: 559 | Rate: 86.4/min
[2025-11-27T19:34:33.225410] [INFO ] [CONFIGURE ] GNK: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:34:33.225503] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:34:33.410134] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:33.424702] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:33.516122] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:33.566881] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:33.656859] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:33.666820] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:33.803049] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:33.894180] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:33.931223] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:33.943737] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:34.095144] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:34.136730] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:34.186728] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:34.320481] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:34.388525] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:34.391717] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:34.430852] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:34.650058] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:34.676065] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:34.677187] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:34.691169] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:34.886950] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:34.922298] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:34.965177] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:35.059788] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:35.129658] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:35.129812] [INFO ] [CONFIGURE ] GWRE: KEPT add_ema (score: 80.00%)
[2025-11-27T19:34:35.130488] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 1332/1890 | Remaining: 558 | Rate: 86.3/min
[2025-11-27T19:34:35.130542] [INFO ] [CONFIGURE ] GWRE: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:34:35.130594] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:34:35.165526] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:35.165822] [INFO ] [CONFIGURE ] HELE: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-11-27T19:34:35.166618] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 1333/1890 | Remaining: 557 | Rate: 86.3/min
[2025-11-27T19:34:35.166738] [INFO ] [CONFIGURE ] HELE: Testing feature 3/29: add_daily_returns
[2025-11-27T19:34:35.166835] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_daily_returns']
[2025-11-27T19:34:35.257773] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:35.363934] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:35.414328] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:35.437768] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:35.556459] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:35.562167] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:35.703430] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:35.765059] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:35.821234] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:35.852291] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:35.967857] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:35.989632] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:36.147614] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:36.147903] [INFO ] [CONFIGURE ] GNK: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-11-27T19:34:36.148865] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 1334/1890 | Remaining: 556 | Rate: 86.3/min
[2025-11-27T19:34:36.148976] [INFO ] [CONFIGURE ] GNK: Testing feature 11/29: add_obv_daily
[2025-11-27T19:34:36.149070] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-27T19:34:36.168854] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:36.209233] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:36.209590] [INFO ] [CONFIGURE ] GFI: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:34:36.210378] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 1335/1890 | Remaining: 555 | Rate: 86.4/min
[2025-11-27T19:34:36.210496] [INFO ] [CONFIGURE ] GFI: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:34:36.210615] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:34:36.276251] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:36.370468] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:36.380441] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:36.561936] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:36.570882] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:36.622934] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:36.663457] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:36.777899] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:36.853138] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:36.855149] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:36.984335] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:37.084722] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:37.113832] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:37.147177] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:37.186294] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:37.186586] [INFO ] [CONFIGURE ] HELE: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:34:37.187342] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 1336/1890 | Remaining: 554 | Rate: 86.3/min
[2025-11-27T19:34:37.187486] [INFO ] [CONFIGURE ] HELE: Testing feature 4/29: add_ema
[2025-11-27T19:34:37.187604] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_ema']
[2025-11-27T19:34:37.338893] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:37.427321] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:37.440015] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:37.570549] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:37.589283] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:37.668509] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:37.729760] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:37.825702] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:37.911376] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:38.019311] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:38.019625] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:34:38.020406] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 1337/1890 | Remaining: 553 | Rate: 86.3/min
[2025-11-27T19:34:38.020519] [INFO ] [CONFIGURE ] GWRE: Testing feature 6/29: add_failed_moves
[2025-11-27T19:34:38.020625] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_failed_moves']
[2025-11-27T19:34:38.023473] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:38.059066] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:38.147272] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:38.257804] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:38.293531] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:38.388365] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:34:38.479076] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:38.497481] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:38.528196] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:38.528498] [INFO ] [CONFIGURE ] GNK: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-27T19:34:38.529368] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 1338/1890 | Remaining: 552 | Rate: 86.3/min
[2025-11-27T19:34:38.529504] [INFO ] [CONFIGURE ] GNK: Testing feature 12/29: add_obv_interval
[2025-11-27T19:34:38.529619] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-27T19:34:38.629897] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:38.738319] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:38.753416] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:38.872681] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:34:38.930618] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:38.969342] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:38.977116] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:39.118029] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:39.194530] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:39.221738] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:39.362247] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:39.384372] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:39.412832] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:39.459261] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:39.610701] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:39.610994] [INFO ] [CONFIGURE ] HELE: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:34:39.611780] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 1339/1890 | Remaining: 551 | Rate: 86.3/min
[2025-11-27T19:34:39.611894] [INFO ] [CONFIGURE ] HELE: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:34:39.611992] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:34:39.630698] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:39.701645] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:39.844399] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:39.852164] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:39.855963] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:39.950480] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:40.082987] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:40.100030] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:40.212943] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:40.300133] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:40.308252] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:40.345703] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:40.462662] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:40.462937] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:34:40.463715] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 1340/1890 | Remaining: 550 | Rate: 86.3/min
[2025-11-27T19:34:40.463821] [INFO ] [CONFIGURE ] GWRE: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:34:40.463872] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-11-27T19:34:40.530211] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:40.592984] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:40.701008] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:40.748742] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:40.748981] [INFO ] [CONFIGURE ] GNK: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-27T19:34:40.749918] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 1341/1890 | Remaining: 549 | Rate: 86.3/min
[2025-11-27T19:34:40.750028] [INFO ] [CONFIGURE ] GNK: Testing feature 13/29: add_opening_strength
[2025-11-27T19:34:40.750117] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:34:40.755908] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:40.756152] [INFO ] [CONFIGURE ] GFI: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-11-27T19:34:40.757011] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 1342/1890 | Remaining: 548 | Rate: 86.4/min
[2025-11-27T19:34:40.757131] [INFO ] [CONFIGURE ] GFI: Testing feature 11/29: add_obv_daily
[2025-11-27T19:34:40.757230] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_obv_daily']
[2025-11-27T19:34:40.844494] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:34:40.947354] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:40.983983] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:41.090717] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:41.161604] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:41.185144] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:41.217110] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:41.341161] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:41.414896] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:41.453896] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:41.549160] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:41.591995] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:41.647714] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:41.691262] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:41.847797] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:41.880302] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:41.930457] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:41.936037] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:42.104940] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:42.105261] [INFO ] [CONFIGURE ] HELE: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:34:42.106092] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 1343/1890 | Remaining: 547 | Rate: 86.3/min
[2025-11-27T19:34:42.106213] [INFO ] [CONFIGURE ] HELE: Testing feature 6/29: add_failed_moves
[2025-11-27T19:34:42.106315] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_failed_moves']
[2025-11-27T19:34:42.107515] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:42.172283] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:42.298463] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:42.336617] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:42.337537] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:42.411753] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:42.485887] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:42.576734] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:42.655387] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:42.672856] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:42.744999] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:42.811404] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:42.811704] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:34:42.812472] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 1344/1890 | Remaining: 546 | Rate: 86.3/min
[2025-11-27T19:34:42.812596] [INFO ] [CONFIGURE ] GWRE: Testing feature 8/29: add_macd
[2025-11-27T19:34:42.812689] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-11-27T19:34:42.859795] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:42.894118] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:43.045850] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:43.128270] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:43.130451] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:43.130735] [INFO ] [CONFIGURE ] GNK: KEPT add_opening_strength (score: 50.00%)
[2025-11-27T19:34:43.131596] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 1345/1890 | Remaining: 545 | Rate: 86.4/min
[2025-11-27T19:34:43.131704] [INFO ] [CONFIGURE ] GNK: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:34:43.131758] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-11-27T19:34:43.143673] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:43.232956] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:43.397791] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:43.423396] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:43.479267] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:43.526185] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:43.612830] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:43.668461] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:43.803360] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:43.817011] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:43.919867] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:43.938036] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:43.994515] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:43.994816] [INFO ] [CONFIGURE ] HELE: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:34:43.995612] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 1346/1890 | Remaining: 544 | Rate: 86.4/min
[2025-11-27T19:34:43.995746] [INFO ] [CONFIGURE ] HELE: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:34:43.995846] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_lag_shelf']
[2025-11-27T19:34:44.158210] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:44.174390] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:44.208752] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:44.308008] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:44.351708] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:44.480407] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:44.496331] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:44.529093] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:44.692711] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:44.693027] [INFO ] [CONFIGURE ] GFI: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:34:44.693802] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 1347/1890 | Remaining: 543 | Rate: 86.4/min
[2025-11-27T19:34:44.693918] [INFO ] [CONFIGURE ] GFI: Testing feature 12/29: add_obv_interval
[2025-11-27T19:34:44.694016] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_obv_interval']
[2025-11-27T19:34:44.705504] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:44.757393] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:44.834315] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:44.883486] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:45.034964] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:34:45.062802] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:45.072679] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:45.177510] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:45.243252] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:45.317770] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:45.426616] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:45.457458] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:45.521649] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:45.595252] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:45.608224] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:45.790596] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:45.790889] [INFO ] [CONFIGURE ] HELE: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:34:45.791683] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 1348/1890 | Remaining: 542 | Rate: 86.3/min
[2025-11-27T19:34:45.791797] [INFO ] [CONFIGURE ] HELE: Testing feature 8/29: add_macd
[2025-11-27T19:34:45.791896] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:34:45.844998] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:45.863858] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:45.875208] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:45.875494] [INFO ] [CONFIGURE ] GNK: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-27T19:34:45.876327] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 1349/1890 | Remaining: 541 | Rate: 86.4/min
[2025-11-27T19:34:45.876434] [INFO ] [CONFIGURE ] GNK: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:34:45.876522] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-11-27T19:34:46.090509] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:46.118304] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:46.202184] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:46.202353] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:34:46.203187] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1350/1890 | Remaining: 540 | Rate: 86.4/min
[2025-11-27T19:34:46.203294] [INFO ] [CONFIGURE ] GWRE: Testing feature 9/29: add_mfi
[2025-11-27T19:34:46.203384] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_mfi']
[2025-11-27T19:34:46.225941] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:46.365715] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:46.386509] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:46.445902] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:46.614177] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:46.616964] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:46.684098] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:46.689099] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:46.863961] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:46.933612] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:46.983393] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:46.985296] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:47.108986] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:47.177690] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:47.287289] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:34:47.358963] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:47.364039] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:47.424655] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:47.589647] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:47.608329] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:47.669633] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:47.767802] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:47.876517] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:47.894293] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:47.917179] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:48.150067] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:48.150279] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:48.163687] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:48.194687] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:48.415027] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:48.417474] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:48.417786] [INFO ] [CONFIGURE ] GNK: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-11-27T19:34:48.418704] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1351/1890 | Remaining: 539 | Rate: 86.3/min
[2025-11-27T19:34:48.418816] [INFO ] [CONFIGURE ] GNK: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:34:48.418909] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-11-27T19:34:48.498867] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:34:48.533444] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:48.533780] [INFO ] [CONFIGURE ] GFI: DISCARDED add_obv_interval (score: 90.00%)
[2025-11-27T19:34:48.534558] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1352/1890 | Remaining: 538 | Rate: 86.3/min
[2025-11-27T19:34:48.534712] [INFO ] [CONFIGURE ] GFI: Testing feature 13/29: add_opening_strength
[2025-11-27T19:34:48.534829] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:34:48.666983] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:48.667271] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:34:48.668072] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1353/1890 | Remaining: 537 | Rate: 86.4/min
[2025-11-27T19:34:48.668214] [INFO ] [CONFIGURE ] GWRE: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:34:48.668307] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:34:48.682924] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:48.805850] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:48.806157] [INFO ] [CONFIGURE ] HELE: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:34:48.806995] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1354/1890 | Remaining: 536 | Rate: 86.4/min
[2025-11-27T19:34:48.807112] [INFO ] [CONFIGURE ] HELE: Testing feature 9/29: add_mfi
[2025-11-27T19:34:48.807212] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_mfi']
[2025-11-27T19:34:48.945383] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:48.945889] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:48.988736] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:49.004158] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:49.202799] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:49.224387] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:49.311237] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:34:49.351097] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:49.399191] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:49.487467] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:49.599137] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:49.629989] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:49.754475] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:49.762209] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:49.802114] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:34:49.950289] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:50.004304] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:34:50.024797] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:50.175673] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:50.201244] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:34:50.270247] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:34:50.295814] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:50.401836] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:50.575220] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:50.581939] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:50.601442] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:50.603344] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:50.814376] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:50.814533] [INFO ] [CONFIGURE ] HELE: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:34:50.815268] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1355/1890 | Remaining: 535 | Rate: 86.3/min
[2025-11-27T19:34:50.815327] [INFO ] [CONFIGURE ] HELE: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:34:50.815364] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:34:50.849968] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:50.933030] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:50.994881] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:51.094416] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:51.127255] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:51.127545] [INFO ] [CONFIGURE ] GNK: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-27T19:34:51.128452] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1356/1890 | Remaining: 534 | Rate: 86.3/min
[2025-11-27T19:34:51.128521] [INFO ] [CONFIGURE ] GNK: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:34:51.128633] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-11-27T19:34:51.259830] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:51.363323] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:51.395615] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:34:51.409485] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:51.585199] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:51.639707] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:51.686359] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:51.816900] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:51.913206] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:51.913521] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:34:51.914344] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1357/1890 | Remaining: 533 | Rate: 86.3/min
[2025-11-27T19:34:51.914456] [INFO ] [CONFIGURE ] GWRE: Testing feature 11/29: add_obv_daily
[2025-11-27T19:34:51.914554] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_obv_daily']
[2025-11-27T19:34:51.915131] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:51.957205] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:52.180598] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:34:52.189046] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:34:52.230702] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:52.236350] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:52.444099] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:52.465284] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:52.513246] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:52.650801] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:52.651115] [INFO ] [CONFIGURE ] GFI: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:34:52.651970] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1358/1890 | Remaining: 532 | Rate: 86.3/min
[2025-11-27T19:34:52.652092] [INFO ] [CONFIGURE ] GFI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:34:52.652197] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-11-27T19:34:52.711821] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:52.743812] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:34:52.804734] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:52.982965] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:53.021003] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:53.061677] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:53.084623] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:53.253960] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:53.296075] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:53.355064] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:53.456022] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:53.524045] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:53.576437] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:53.576773] [INFO ] [CONFIGURE ] HELE: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:34:53.577631] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 1359/1890 | Remaining: 531 | Rate: 86.3/min
[2025-11-27T19:34:53.577745] [INFO ] [CONFIGURE ] HELE: Testing feature 11/29: add_obv_daily
[2025-11-27T19:34:53.577842] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_obv_daily']
[2025-11-27T19:34:53.629030] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:34:53.794719] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:53.800318] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:53.872432] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:53.910921] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:53.911216] [INFO ] [CONFIGURE ] GNK: DISCARDED add_pbf_return_2d (score: 10.00%)
[2025-11-27T19:34:53.912104] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 1360/1890 | Remaining: 530 | Rate: 86.3/min
[2025-11-27T19:34:53.912217] [INFO ] [CONFIGURE ] GNK: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:34:53.912311] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-11-27T19:34:54.012072] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:54.076767] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:54.158154] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:54.240038] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:54.301277] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:54.350641] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:54.410560] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:54.473909] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:54.620033] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:54.620312] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:34:54.621095] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 1361/1890 | Remaining: 529 | Rate: 86.3/min
[2025-11-27T19:34:54.621202] [INFO ] [CONFIGURE ] GWRE: Testing feature 12/29: add_obv_interval
[2025-11-27T19:34:54.621295] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_obv_interval']
[2025-11-27T19:34:54.658496] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:54.699599] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:54.703266] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:54.867315] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:54.909181] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:54.920365] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:55.094358] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:55.114148] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:34:55.144184] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:55.159395] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:55.372762] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:34:55.374011] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:55.415441] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:55.488493] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:55.602321] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:55.632211] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:55.668627] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:55.825326] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:55.825646] [INFO ] [CONFIGURE ] HELE: DISCARDED add_obv_daily (score: 80.00%)
[2025-11-27T19:34:55.826491] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 1362/1890 | Remaining: 528 | Rate: 86.3/min
[2025-11-27T19:34:55.826620] [INFO ] [CONFIGURE ] HELE: Testing feature 12/29: add_obv_interval
[2025-11-27T19:34:55.826719] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_obv_interval']
[2025-11-27T19:34:55.879146] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:55.892002] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:55.922543] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:56.025111] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:56.154787] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:56.171210] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:56.222918] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:56.268329] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:56.416714] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:56.423807] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:34:56.423793] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:56.424065] [INFO ] [CONFIGURE ] GNK: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-11-27T19:34:56.424948] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 1363/1890 | Remaining: 527 | Rate: 86.3/min
[2025-11-27T19:34:56.425059] [INFO ] [CONFIGURE ] GNK: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:34:56.425111] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-11-27T19:34:56.623932] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:56.661149] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:34:56.661328] [INFO ] [CONFIGURE ] GFI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:34:56.662173] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 1364/1890 | Remaining: 526 | Rate: 86.3/min
[2025-11-27T19:34:56.662294] [INFO ] [CONFIGURE ] GFI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:34:56.662416] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-11-27T19:34:56.667737] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:56.674851] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:56.826275] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:56.919262] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:56.931636] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:57.029486] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:57.040441] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:57.179388] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:57.200934] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:34:57.201240] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:34:57.202023] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 1365/1890 | Remaining: 525 | Rate: 86.4/min
[2025-11-27T19:34:57.202137] [INFO ] [CONFIGURE ] GWRE: Testing feature 13/29: add_opening_strength
[2025-11-27T19:34:57.202229] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:34:57.236282] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:57.405359] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:57.425154] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:57.439088] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:57.486317] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:34:57.643269] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:57.675028] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:34:57.766539] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:34:57.768671] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:57.844110] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:34:57.844405] [INFO ] [CONFIGURE ] HELE: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-27T19:34:57.845294] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 1366/1890 | Remaining: 524 | Rate: 86.4/min
[2025-11-27T19:34:57.845407] [INFO ] [CONFIGURE ] HELE: Testing feature 13/29: add_opening_strength
[2025-11-27T19:34:57.845508] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:34:57.914999] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:34:58.047610] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:34:58.080341] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:34:58.138763] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:58.153113] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:58.318175] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:58.334958] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:34:58.393727] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:34:58.504672] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:34:58.559009] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:58.620118] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:58.655356] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:34:58.797882] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:34:58.867664] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:34:58.897516] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:34:58.897816] [INFO ] [CONFIGURE ] GNK: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-11-27T19:34:58.898605] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 1367/1890 | Remaining: 523 | Rate: 86.3/min
[2025-11-27T19:34:58.898717] [INFO ] [CONFIGURE ] GNK: Testing feature 20/29: add_price_rejection
[2025-11-27T19:34:58.898808] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-11-27T19:34:58.906811] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:59.034340] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:34:59.161276] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:34:59.193461] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:59.235630] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:34:59.271862] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:34:59.424091] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:34:59.481929] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:59.510155] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:34:59.606541] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:59.685892] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:34:59.747323] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:34:59.769251] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:59.947516] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:34:59.972314] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:34:59.987402] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:00.062754] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:00.063090] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:35:00.063905] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1368/1890 | Remaining: 522 | Rate: 86.3/min
[2025-11-27T19:35:00.064022] [INFO ] [CONFIGURE ] GWRE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:35:00.064120] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_order_flow_imbalance']
[2025-11-27T19:35:00.230005] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:00.239067] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:00.239362] [INFO ] [CONFIGURE ] HELE: DISCARDED add_opening_strength (score: 70.00%)
[2025-11-27T19:35:00.240197] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1369/1890 | Remaining: 521 | Rate: 86.3/min
[2025-11-27T19:35:00.240312] [INFO ] [CONFIGURE ] HELE: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:35:00.240386] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_order_flow_imbalance']
[2025-11-27T19:35:00.392202] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:00.392494] [INFO ] [CONFIGURE ] GFI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:35:00.393295] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1370/1890 | Remaining: 520 | Rate: 86.4/min
[2025-11-27T19:35:00.393408] [INFO ] [CONFIGURE ] GFI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:35:00.393503] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-11-27T19:35:00.411079] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:00.538409] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:00.645501] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:00.721743] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:35:00.854531] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:00.937612] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:00.976268] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:01.074676] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:01.100514] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:35:01.243062] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:01.337185] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:01.364047] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:01.422289] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:01.521065] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:35:01.596097] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:01.640725] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:01.800940] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:01.801124] [INFO ] [CONFIGURE ] GNK: DISCARDED add_price_rejection (score: 20.00%)
[2025-11-27T19:35:01.801990] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1371/1890 | Remaining: 519 | Rate: 86.3/min
[2025-11-27T19:35:01.802107] [INFO ] [CONFIGURE ] GNK: Testing feature 21/29: add_range_position
[2025-11-27T19:35:01.802202] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-11-27T19:35:01.841262] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:01.853109] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:01.932050] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:02.081366] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:02.089216] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:35:02.248920] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:02.260746] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:02.312396] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:02.377051] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:02.517966] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:02.539489] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:02.658476] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:02.695956] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:02.765588] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:02.765906] [INFO ] [CONFIGURE ] HELE: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-11-27T19:35:02.766757] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1372/1890 | Remaining: 518 | Rate: 86.3/min
[2025-11-27T19:35:02.766866] [INFO ] [CONFIGURE ] HELE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:35:02.766958] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_pbf_morning_momentum']
[2025-11-27T19:35:02.787901] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:02.947294] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:35:02.966045] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:03.057284] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:03.057625] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-27T19:35:03.058464] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1373/1890 | Remaining: 517 | Rate: 86.3/min
[2025-11-27T19:35:03.058598] [INFO ] [CONFIGURE ] GWRE: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:35:03.058702] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_pbf_morning_momentum']
[2025-11-27T19:35:03.089913] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:03.156639] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:03.246234] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:03.301850] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:03.348695] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:03.496854] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:03.540299] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:03.543032] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:03.547157] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:03.751611] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:03.802926] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:03.827452] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:03.902624] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:03.948382] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:04.058544] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:04.108672] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:04.142058] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:04.314160] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:04.321624] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:04.336140] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:04.395188] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:35:04.531950] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:04.579440] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:04.678432] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:04.678778] [INFO ] [CONFIGURE ] GNK: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:35:04.679543] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1374/1890 | Remaining: 516 | Rate: 86.2/min
[2025-11-27T19:35:04.679679] [INFO ] [CONFIGURE ] GNK: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:35:04.679781] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-11-27T19:35:04.713909] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:04.714252] [INFO ] [CONFIGURE ] GFI: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:35:04.715093] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1375/1890 | Remaining: 515 | Rate: 86.3/min
[2025-11-27T19:35:04.715232] [INFO ] [CONFIGURE ] GFI: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:35:04.715356] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-11-27T19:35:04.725663] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:04.725956] [INFO ] [CONFIGURE ] HELE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:35:04.726803] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 1376/1890 | Remaining: 514 | Rate: 86.4/min
[2025-11-27T19:35:04.726909] [INFO ] [CONFIGURE ] HELE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:35:04.727000] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_pbf_overnight_gap']
[2025-11-27T19:35:04.827439] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:04.938135] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:05.022610] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:35:05.076791] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:05.105140] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:05.148930] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:05.336732] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:05.361441] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:05.369469] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:05.528911] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:05.573348] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:05.587399] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:05.587737] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:35:05.588607] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 1377/1890 | Remaining: 513 | Rate: 86.4/min
[2025-11-27T19:35:05.588724] [INFO ] [CONFIGURE ] GWRE: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:35:05.588819] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_pbf_overnight_gap']
[2025-11-27T19:35:05.709744] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:05.784286] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:05.861377] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:05.916815] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:05.996477] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:06.050073] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:35:06.125814] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:06.209249] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:06.315398] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:06.404168] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:06.404081] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:06.422218] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:06.638691] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:06.669537] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:06.712108] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:06.771796] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:06.855414] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:06.855748] [INFO ] [CONFIGURE ] HELE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:35:06.856622] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 1378/1890 | Remaining: 512 | Rate: 86.3/min
[2025-11-27T19:35:06.856730] [INFO ] [CONFIGURE ] HELE: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:35:06.856821] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_pbf_return_2d']
[2025-11-27T19:35:06.944525] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:07.073709] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:07.106062] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:07.125377] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:07.213714] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:07.293012] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:07.473556] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:07.476891] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:07.501920] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:07.510092] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:07.729688] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:07.734517] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:07.824426] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:35:07.894756] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:07.949276] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:07.992367] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:08.167992] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:08.178329] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:08.178643] [INFO ] [CONFIGURE ] GNK: DISCARDED add_realized_volatility (score: 20.00%)
[2025-11-27T19:35:08.179527] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 1379/1890 | Remaining: 511 | Rate: 86.2/min
[2025-11-27T19:35:08.179673] [INFO ] [CONFIGURE ] GNK: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:35:08.179776] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-11-27T19:35:08.253599] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:08.253881] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-27T19:35:08.254711] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 1380/1890 | Remaining: 510 | Rate: 86.3/min
[2025-11-27T19:35:08.254823] [INFO ] [CONFIGURE ] GWRE: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:35:08.254915] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_pbf_return_2d']
[2025-11-27T19:35:08.290374] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:08.396512] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:08.439665] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:08.512109] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:08.614493] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:08.689279] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:08.689606] [INFO ] [CONFIGURE ] GFI: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:35:08.690429] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 1381/1890 | Remaining: 509 | Rate: 86.3/min
[2025-11-27T19:35:08.690551] [INFO ] [CONFIGURE ] GFI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:35:08.690672] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-11-27T19:35:08.699403] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:08.774140] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:35:08.833041] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:08.954365] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:09.030980] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:09.050124] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:09.050390] [INFO ] [CONFIGURE ] HELE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:35:09.051239] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 1382/1890 | Remaining: 508 | Rate: 86.4/min
[2025-11-27T19:35:09.051345] [INFO ] [CONFIGURE ] HELE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:35:09.051449] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_pbf_volatility_5d']
[2025-11-27T19:35:09.054187] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:09.213822] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:35:09.241707] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:09.296283] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:09.420904] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:09.436214] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:09.471977] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:09.555949] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:09.631083] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:09.728129] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:09.785861] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:09.817518] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:09.829763] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:09.987331] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:10.017550] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:10.074867] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:10.150805] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:10.207839] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:10.262732] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:10.340593] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:10.398596] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:10.516220] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:10.521510] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:35:10.590090] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:10.600747] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:10.780660] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:10.780826] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:10.781118] [INFO ] [CONFIGURE ] GNK: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:35:10.782231] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 1383/1890 | Remaining: 507 | Rate: 86.3/min
[2025-11-27T19:35:10.782364] [INFO ] [CONFIGURE ] GNK: Testing feature 24/29: add_rsi
[2025-11-27T19:35:10.782467] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-11-27T19:35:10.861228] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:10.861492] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:35:10.862252] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 1384/1890 | Remaining: 506 | Rate: 86.3/min
[2025-11-27T19:35:10.862363] [INFO ] [CONFIGURE ] GWRE: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:35:10.862428] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_pbf_volatility_5d']
[2025-11-27T19:35:10.879570] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:10.969358] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:10.969514] [INFO ] [CONFIGURE ] HELE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:35:10.970350] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1385/1890 | Remaining: 505 | Rate: 86.4/min
[2025-11-27T19:35:10.970458] [INFO ] [CONFIGURE ] HELE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:35:10.970508] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_pbf_vs_sma_5']
[2025-11-27T19:35:11.098407] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:35:11.099400] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:11.151136] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:11.246185] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:11.331127] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:11.337015] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:11.410255] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:11.524063] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:11.571966] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:11.611485] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:11.707319] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:11.754350] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:11.809424] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:11.892165] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:11.977456] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:12.042870] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:12.069456] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:35:12.075443] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:12.260672] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:35:12.277509] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:12.345949] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:12.346239] [INFO ] [CONFIGURE ] GFI: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:35:12.347050] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1386/1890 | Remaining: 504 | Rate: 86.3/min
[2025-11-27T19:35:12.347172] [INFO ] [CONFIGURE ] GFI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:35:12.347277] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-11-27T19:35:12.378215] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:12.448185] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:12.513123] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:12.634535] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:12.702402] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:12.714747] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:12.753288] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:12.821684] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:12.821938] [INFO ] [CONFIGURE ] HELE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:35:12.822733] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1387/1890 | Remaining: 503 | Rate: 86.3/min
[2025-11-27T19:35:12.822845] [INFO ] [CONFIGURE ] HELE: Testing feature 20/29: add_price_rejection
[2025-11-27T19:35:12.822937] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_price_rejection']
[2025-11-27T19:35:12.991341] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:13.027312] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:13.034820] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:13.056538] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:13.231301] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:13.231606] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:35:13.232388] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1388/1890 | Remaining: 502 | Rate: 86.4/min
[2025-11-27T19:35:13.232501] [INFO ] [CONFIGURE ] GWRE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:35:13.232611] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_pbf_vs_sma_5']
[2025-11-27T19:35:13.245691] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:13.339924] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:13.411640] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:13.458633] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:13.463940] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:13.649626] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:35:13.671771] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:13.694508] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:35:13.770351] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:13.885179] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:13.926076] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:35:13.959900] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:13.960198] [INFO ] [CONFIGURE ] GNK: DISCARDED add_rsi (score: 40.00%)
[2025-11-27T19:35:13.960963] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1389/1890 | Remaining: 501 | Rate: 86.3/min
[2025-11-27T19:35:13.961083] [INFO ] [CONFIGURE ] GNK: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:35:13.961134] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-11-27T19:35:14.100047] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:14.136801] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:14.159522] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:14.204124] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:35:14.316109] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:14.394928] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:14.449387] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:14.519960] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:14.532391] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:14.641050] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:14.697901] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:14.747781] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:14.872604] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:14.880436] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:14.944745] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:35:14.964441] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:14.964732] [INFO ] [CONFIGURE ] HELE: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:35:14.965535] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1390/1890 | Remaining: 500 | Rate: 86.3/min
[2025-11-27T19:35:14.965661] [INFO ] [CONFIGURE ] HELE: Testing feature 21/29: add_range_position
[2025-11-27T19:35:14.965752] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position']
[2025-11-27T19:35:15.110041] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:15.193686] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:15.199566] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:15.245209] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:15.348123] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:15.422673] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:15.458362] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:15.587837] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:15.588138] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:35:15.588936] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1391/1890 | Remaining: 499 | Rate: 86.3/min
[2025-11-27T19:35:15.589051] [INFO ] [CONFIGURE ] GWRE: Testing feature 20/29: add_price_rejection
[2025-11-27T19:35:15.589141] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_price_rejection']
[2025-11-27T19:35:15.615888] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:15.652253] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:15.715936] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:15.844512] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:15.880075] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:15.973963] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:16.002211] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:16.002561] [INFO ] [CONFIGURE ] GFI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:35:16.003382] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1392/1890 | Remaining: 498 | Rate: 86.4/min
[2025-11-27T19:35:16.003695] [INFO ] [CONFIGURE ] GFI: Testing feature 20/29: add_price_rejection
[2025-11-27T19:35:16.003809] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_price_rejection']
[2025-11-27T19:35:16.102740] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:35:16.110487] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:16.230218] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:35:16.336829] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:16.357655] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:16.429847] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:16.488539] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:16.488913] [INFO ] [CONFIGURE ] GNK: DISCARDED add_tick_distribution (score: 20.00%)
[2025-11-27T19:35:16.490105] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 1393/1890 | Remaining: 497 | Rate: 86.4/min
[2025-11-27T19:35:16.490262] [INFO ] [CONFIGURE ] GNK: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:35:16.490405] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-11-27T19:35:16.565506] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:16.614459] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:16.755209] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:35:16.794317] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:16.823817] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:16.870266] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:17.013489] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:17.023979] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:17.124096] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:17.210438] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:17.255740] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:17.256039] [INFO ] [CONFIGURE ] HELE: KEPT add_range_position (score: 90.00%)
[2025-11-27T19:35:17.256844] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1394/1890 | Remaining: 496 | Rate: 86.4/min
[2025-11-27T19:35:17.256957] [INFO ] [CONFIGURE ] HELE: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:35:17.257049] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position', 'add_realized_volatility']
[2025-11-27T19:35:17.270124] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:17.383884] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:17.525910] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:35:17.598628] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:17.614999] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:17.671236] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:17.789130] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:17.932667] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:17.946243] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:18.022765] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:18.056914] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:18.195454] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:18.195646] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:35:18.196521] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1395/1890 | Remaining: 495 | Rate: 86.3/min
[2025-11-27T19:35:18.196651] [INFO ] [CONFIGURE ] GWRE: Testing feature 21/29: add_range_position
[2025-11-27T19:35:18.196748] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_range_position']
[2025-11-27T19:35:18.286026] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:18.321654] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:18.405368] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:18.470482] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:18.590544] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:18.625136] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:18.745298] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:18.795014] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:18.854495] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:35:18.967305] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:19.019930] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:19.112207] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:19.112376] [INFO ] [CONFIGURE ] GNK: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-11-27T19:35:19.113241] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1396/1890 | Remaining: 494 | Rate: 86.3/min
[2025-11-27T19:35:19.113362] [INFO ] [CONFIGURE ] GNK: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:35:19.113414] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-11-27T19:35:19.176668] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:19.298305] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:19.316056] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:19.374969] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:35:19.567230] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:19.571764] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:19.640536] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:19.667233] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:35:19.847867] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:19.905779] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:19.969235] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:19.969541] [INFO ] [CONFIGURE ] GFI: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:35:19.970298] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1397/1890 | Remaining: 493 | Rate: 86.3/min
[2025-11-27T19:35:19.970412] [INFO ] [CONFIGURE ] GFI: Testing feature 21/29: add_range_position
[2025-11-27T19:35:19.970512] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_range_position']
[2025-11-27T19:35:20.017458] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:20.118828] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:20.173895] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:35:20.363680] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:20.380071] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:20.393148] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:20.441172] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:20.667126] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:20.712628] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:20.739440] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:20.739760] [INFO ] [CONFIGURE ] HELE: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:35:20.740505] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1398/1890 | Remaining: 492 | Rate: 86.3/min
[2025-11-27T19:35:20.740632] [INFO ] [CONFIGURE ] HELE: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:35:20.740682] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position', 'add_recent_range_context']
[2025-11-27T19:35:20.771056] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:20.942705] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:20.942904] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:35:20.943657] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1399/1890 | Remaining: 491 | Rate: 86.3/min
[2025-11-27T19:35:20.943732] [INFO ] [CONFIGURE ] GWRE: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:35:20.943785] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_realized_volatility']
[2025-11-27T19:35:20.986383] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:20.987247] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:21.180178] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:21.231411] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:21.264433] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:21.280619] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:21.475210] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:21.533694] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:35:21.585029] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:21.616981] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:21.721167] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:21.812457] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:21.812765] [INFO ] [CONFIGURE ] GNK: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-11-27T19:35:21.813612] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1400/1890 | Remaining: 490 | Rate: 86.3/min
[2025-11-27T19:35:21.813735] [INFO ] [CONFIGURE ] GNK: Testing feature 28/29: add_volume_profile
[2025-11-27T19:35:21.813838] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-11-27T19:35:21.954216] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:21.968641] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:21.987136] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:22.078149] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:35:22.217667] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:22.286717] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:22.348052] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:22.392836] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:22.468448] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:22.612755] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:22.619678] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:22.718427] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:22.799292] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:22.879742] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:35:22.952894] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:22.969409] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:23.151190] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:23.209042] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:23.217299] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:23.217586] [INFO ] [CONFIGURE ] HELE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:35:23.218417] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1401/1890 | Remaining: 489 | Rate: 86.3/min
[2025-11-27T19:35:23.218527] [INFO ] [CONFIGURE ] HELE: Testing feature 24/29: add_rsi
[2025-11-27T19:35:23.218633] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position', 'add_ema', 'add_rsi']
[2025-11-27T19:35:23.287814] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:23.412856] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:23.529881] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:23.623618] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:23.626491] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:23.687488] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:23.839014] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:23.954891] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:23.962618] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:24.026837] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:24.027158] [INFO ] [CONFIGURE ] GFI: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:35:24.028012] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 1402/1890 | Remaining: 488 | Rate: 86.3/min
[2025-11-27T19:35:24.028160] [INFO ] [CONFIGURE ] GFI: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:35:24.028266] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_realized_volatility']
[2025-11-27T19:35:24.147285] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:24.223083] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:35:24.305184] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:24.305472] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:35:24.306280] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 1403/1890 | Remaining: 487 | Rate: 86.3/min
[2025-11-27T19:35:24.306386] [INFO ] [CONFIGURE ] GWRE: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:35:24.306483] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_recent_range_context']
[2025-11-27T19:35:24.453343] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:24.487896] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:24.491551] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:24.491854] [INFO ] [CONFIGURE ] GNK: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:35:24.492643] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 1404/1890 | Remaining: 486 | Rate: 86.3/min
[2025-11-27T19:35:24.492709] [INFO ] [CONFIGURE ] GNK: Testing feature 29/29: add_vwap
[2025-11-27T19:35:24.492810] [INFO ] [CONFIGURE ] GNK: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-11-27T19:35:24.550511] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:24.753635] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:35:24.765873] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:24.794498] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:24.945675] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:25.016519] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:25.038502] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:25.077652] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:25.282569] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:25.285328] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:25.387806] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:25.407602] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:25.537129] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:25.548955] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:35:25.701192] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:25.783848] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:25.809987] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:25.877128] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:26.019328] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:26.034892] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:26.074324] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:26.287369] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:26.331792] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:26.332080] [INFO ] [CONFIGURE ] HELE: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:35:26.332886] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 1405/1890 | Remaining: 485 | Rate: 86.2/min
[2025-11-27T19:35:26.333006] [INFO ] [CONFIGURE ] HELE: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:35:26.333094] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position', 'add_tick_distribution']
[2025-11-27T19:35:26.338177] [DEBUG] [FORECASTER] GNK: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:26.338226] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:26.538707] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:26.576802] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:26.601976] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:26.793203] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:26.793469] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:35:26.794230] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 1406/1890 | Remaining: 484 | Rate: 86.3/min
[2025-11-27T19:35:26.794339] [INFO ] [CONFIGURE ] GWRE: Testing feature 24/29: add_rsi
[2025-11-27T19:35:26.794431] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_rsi']
[2025-11-27T19:35:26.808903] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:26.816538] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:26.865927] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:35:27.042861] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:27.059423] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:27.132145] [DEBUG] [FORECASTER] GNK: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:27.132442] [INFO ] [CONFIGURE ] GNK: DISCARDED add_vwap (score: 20.00%)
[2025-11-27T19:35:27.133230] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 1407/1890 | Remaining: 483 | Rate: 86.3/min
[2025-11-27T19:35:27.133353] [INFO ] [CONFIGURE ] GNK: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:35:27.133452] [INFO ] [CONFIGURE ] GNK: Best accuracy: 50.00%
[2025-11-27T19:35:27.133549] [INFO ] [CONFIGURE ] GNK: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:35:27.133662] [INFO ] [CONFIGURE ] GNK: Improvement over baseline: 20.00%
[2025-11-27T19:35:27.133769] [INFO ] [CONFIGURE ] GNK: Total time: 1.3 minutes
[2025-11-27T19:35:27.133862] [INFO ] [CONFIGURE ] GNK: Average time per feature: 2.6 seconds
[2025-11-27T19:35:27.133952] [INFO ] [CONFIGURE ] GNK: Average speed: 0.39 features/sec
[2025-11-27T19:35:27.134223] [INFO ] [LOCAL     ] Saved configuration for GNK: 2 features, 50.00% accuracy -> ./output/feature-sets/GNK.json
[2025-11-27T19:35:27.134331] [INFO ] [CONFIGURE ] GNK: Configuration saved successfully: 2 features, 50.00% accuracy.
[2025-11-27T19:35:27.134938] [INFO ] [sig       ] [45/63] GNK OK in 1m 17s. ETA: 6m 31s. Rate: 2.8 sym/min
[2025-11-27T19:35:27.136050] [INFO ] [CONFIGURE ] HERO: Configurate test run.
[2025-11-27T19:35:27.136171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-11-27T19:35:27.177113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-11-27T19:35:27.177648] [INFO ] [CONFIGURE ] HERO: Testing with 29 available features
[2025-11-27T19:35:27.177757] [INFO ] [CONFIGURE ] HERO: Establishing baseline with no features...
[2025-11-27T19:35:27.275115] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:27.292407] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:27.304276] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:27.351048] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:27.522670] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:27.543970] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:35:27.550804] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:27.694929] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:27.734326] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:27.794602] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:27.797905] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:27.869097] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:28.038892] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:35:28.040501] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:28.043458] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:28.205171] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:28.217716] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:28.279248] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:28.291195] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:28.394642] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:28.519935] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:28.542430] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:28.569990] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:28.681962] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:28.682296] [INFO ] [CONFIGURE ] GFI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:35:28.683138] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 1408/1890 | Remaining: 482 | Rate: 86.2/min
[2025-11-27T19:35:28.683262] [INFO ] [CONFIGURE ] GFI: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:35:28.683366] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_recent_range_context']
[2025-11-27T19:35:28.744130] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:28.762663] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:28.762966] [INFO ] [CONFIGURE ] HELE: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:35:28.763790] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 1409/1890 | Remaining: 481 | Rate: 86.3/min
[2025-11-27T19:35:28.763901] [INFO ] [CONFIGURE ] HELE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:35:28.763993] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position', 'add_volume_momentum_confirmation']
[2025-11-27T19:35:28.793035] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:28.921238] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:28.921387] [INFO ] [CONFIGURE ] HERO: Baseline score (no features): 30.00%
[2025-11-27T19:35:28.921777] [INFO ] [CONFIGURE ] HERO: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:35:28.921850] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:35:29.025039] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:29.046101] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:29.054823] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:29.133528] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:29.272802] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:29.301341] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:29.301643] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_rsi (score: 80.00%)
[2025-11-27T19:35:29.302395] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1411/1890 | Remaining: 479 | Rate: 86.3/min
[2025-11-27T19:35:29.302506] [INFO ] [CONFIGURE ] GWRE: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:35:29.302617] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_tick_distribution']
[2025-11-27T19:35:29.348098] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:29.429778] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:29.524015] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:29.539350] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:29.562648] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:29.777224] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:29.778262] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:29.778816] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:29.816489] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:29.993204] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:30.020012] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:30.045533] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:30.207217] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:30.214071] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:30.260268] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:30.293472] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:30.424123] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:30.505913] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:30.543237] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:30.602425] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:30.643340] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:30.747958] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:30.793210] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:30.860066] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:30.989058] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:30.990939] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:31.045328] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:31.080853] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:31.081093] [INFO ] [CONFIGURE ] HERO: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:35:31.081883] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1412/1890 | Remaining: 478 | Rate: 86.2/min
[2025-11-27T19:35:31.082000] [INFO ] [CONFIGURE ] HERO: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:35:31.082096] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:35:31.232715] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:31.301796] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:31.301965] [INFO ] [CONFIGURE ] HELE: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:35:31.302704] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1413/1890 | Remaining: 477 | Rate: 86.3/min
[2025-11-27T19:35:31.302778] [INFO ] [CONFIGURE ] HELE: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:35:31.302824] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position', 'add_volume_price_divergence']
[2025-11-27T19:35:31.308714] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:31.371763] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:31.478470] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:31.537303] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:31.555224] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:31.721760] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:31.722035] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_tick_distribution (score: 40.00%)
[2025-11-27T19:35:31.722809] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1414/1890 | Remaining: 476 | Rate: 86.3/min
[2025-11-27T19:35:31.722917] [INFO ] [CONFIGURE ] GWRE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:35:31.723024] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_volume_momentum_confirmation']
[2025-11-27T19:35:31.764846] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:31.765487] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:31.811071] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:31.974997] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:31.995980] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:32.065205] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:32.158005] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:32.223445] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:32.223703] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:35:32.330864] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:32.451858] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:32.475394] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:35:32.543006] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:32.543330] [INFO ] [CONFIGURE ] GFI: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:35:32.544145] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1415/1890 | Remaining: 475 | Rate: 86.3/min
[2025-11-27T19:35:32.544268] [INFO ] [CONFIGURE ] GFI: Testing feature 24/29: add_rsi
[2025-11-27T19:35:32.544372] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-11-27T19:35:32.600503] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:32.683447] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:32.731258] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:32.869186] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:32.916035] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:32.980921] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:32.985810] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:33.126878] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:33.151165] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:33.230719] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:33.382651] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:33.382955] [INFO ] [CONFIGURE ] HERO: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-27T19:35:33.383759] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1416/1890 | Remaining: 474 | Rate: 86.3/min
[2025-11-27T19:35:33.383877] [INFO ] [CONFIGURE ] HERO: Testing feature 3/29: add_daily_returns
[2025-11-27T19:35:33.383928] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:35:33.387228] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:33.421953] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:33.482769] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:33.627759] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:33.649348] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:33.736090] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:33.853394] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:33.868479] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:33.911827] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:33.912102] [INFO ] [CONFIGURE ] HELE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:35:33.912910] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1417/1890 | Remaining: 473 | Rate: 86.3/min
[2025-11-27T19:35:33.913026] [INFO ] [CONFIGURE ] HELE: Testing feature 28/29: add_volume_profile
[2025-11-27T19:35:33.913118] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position', 'add_volume_profile']
[2025-11-27T19:35:33.993152] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:34.110700] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:34.169282] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:34.247979] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:34.248287] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:35:34.249045] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1418/1890 | Remaining: 472 | Rate: 86.3/min
[2025-11-27T19:35:34.249153] [INFO ] [CONFIGURE ] GWRE: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:35:34.249243] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_volume_price_divergence']
[2025-11-27T19:35:34.280036] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:34.351455] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:34.422202] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:34.509780] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:34.592360] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:34.674916] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:34.723910] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:34.769432] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:35:34.837428] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:34.948514] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:35.028178] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:35.080954] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:35.155870] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:35.221356] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:35.288873] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:35.323143] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:35.477731] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:35.551458] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:35.569692] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:35.590031] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:35.732717] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:35.811272] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:35.811554] [INFO ] [CONFIGURE ] HERO: KEPT add_daily_returns (score: 70.00%)
[2025-11-27T19:35:35.812329] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 1419/1890 | Remaining: 471 | Rate: 86.3/min
[2025-11-27T19:35:35.812446] [INFO ] [CONFIGURE ] HERO: Testing feature 4/29: add_ema
[2025-11-27T19:35:35.812546] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-27T19:35:35.818837] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:35.989622] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:36.022890] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:36.085437] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:36.106693] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:36.246539] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:36.353421] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:36.398180] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:36.457764] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:36.504340] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:35:36.504640] [INFO ] [CONFIGURE ] HELE: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:35:36.505459] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 1420/1890 | Remaining: 470 | Rate: 86.3/min
[2025-11-27T19:35:36.505588] [INFO ] [CONFIGURE ] HELE: Testing feature 29/29: add_vwap
[2025-11-27T19:35:36.505697] [INFO ] [CONFIGURE ] HELE: Testing with features: ['add_range_position', 'add_vwap']
[2025-11-27T19:35:36.618441] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:36.691236] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:36.769222] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:35:36.884601] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:36.884863] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:35:36.885633] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 1421/1890 | Remaining: 469 | Rate: 86.3/min
[2025-11-27T19:35:36.885741] [INFO ] [CONFIGURE ] GWRE: Testing feature 28/29: add_volume_profile
[2025-11-27T19:35:36.885831] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_volume_profile']
[2025-11-27T19:35:36.893132] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:36.893414] [INFO ] [CONFIGURE ] GFI: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:35:36.894239] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 1422/1890 | Remaining: 468 | Rate: 86.3/min
[2025-11-27T19:35:36.894361] [INFO ] [CONFIGURE ] GFI: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:35:36.894465] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_tick_distribution']
[2025-11-27T19:35:36.982055] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:37.031599] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:37.134308] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:37.259466] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:37.280334] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:37.300750] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:37.385851] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:35:37.568168] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:37.572782] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:37.624473] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:37.637750] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:37.841145] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:37.867455] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:37.890240] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:37.981845] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:38.116396] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:38.145088] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:38.161177] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:38.342613] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:38.381619] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:35:38.404075] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:38.462372] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:38.665918] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:38.675553] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:38.705789] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:38.769751] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:38.770066] [INFO ] [CONFIGURE ] HERO: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:35:38.770873] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 1423/1890 | Remaining: 467 | Rate: 86.2/min
[2025-11-27T19:35:38.770989] [INFO ] [CONFIGURE ] HERO: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:35:38.771090] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:35:38.923503] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:38.939187] [DEBUG] [FORECASTER] HELE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:39.062971] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:39.071144] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:39.181606] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:39.205077] [DEBUG] [FORECASTER] HELE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:35:39.205364] [INFO ] [CONFIGURE ] HELE: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:35:39.206140] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 1424/1890 | Remaining: 466 | Rate: 86.3/min
[2025-11-27T19:35:39.206253] [INFO ] [CONFIGURE ] HELE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:35:39.206342] [INFO ] [CONFIGURE ] HELE: Best accuracy: 90.00%
[2025-11-27T19:35:39.206429] [INFO ] [CONFIGURE ] HELE: Best feature set (1 features): ['add_range_position']
[2025-11-27T19:35:39.206512] [INFO ] [CONFIGURE ] HELE: Improvement over baseline: 10.00%
[2025-11-27T19:35:39.206608] [INFO ] [CONFIGURE ] HELE: Total time: 1.2 minutes
[2025-11-27T19:35:39.206692] [INFO ] [CONFIGURE ] HELE: Average time per feature: 2.4 seconds
[2025-11-27T19:35:39.206774] [INFO ] [CONFIGURE ] HELE: Average speed: 0.42 features/sec
[2025-11-27T19:35:39.207067] [INFO ] [LOCAL     ] Saved configuration for HELE: 1 features, 90.00% accuracy -> ./output/feature-sets/HELE.json
[2025-11-27T19:35:39.207167] [INFO ] [CONFIGURE ] HELE: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-11-27T19:35:39.207694] [INFO ] [sig       ] [46/63] HELE OK in 1m 11s. ETA: 6m 6s. Rate: 2.8 sym/min
[2025-11-27T19:35:39.208853] [INFO ] [CONFIGURE ] HHH: Configurate test run.
[2025-11-27T19:35:39.208969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-11-27T19:35:39.219623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-11-27T19:35:39.219939] [INFO ] [CONFIGURE ] HHH: Testing with 29 available features
[2025-11-27T19:35:39.219995] [INFO ] [CONFIGURE ] HHH: Establishing baseline with no features...
[2025-11-27T19:35:39.361657] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:39.393977] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:39.435481] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:39.440177] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:39.440470] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:35:39.441278] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 1425/1890 | Remaining: 465 | Rate: 86.3/min
[2025-11-27T19:35:39.441392] [INFO ] [CONFIGURE ] GWRE: Testing feature 29/29: add_vwap
[2025-11-27T19:35:39.441483] [INFO ] [CONFIGURE ] GWRE: Testing with features: ['add_ema', 'add_vwap']
[2025-11-27T19:35:39.570321] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:39.663475] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:39.702682] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:39.749012] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:39.804155] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:39.930324] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:39.962199] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:39.971595] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:35:40.110565] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:40.177220] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:40.241770] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:40.287809] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:40.289204] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:40.470969] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:40.501339] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:40.552092] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:40.552386] [INFO ] [CONFIGURE ] GFI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-27T19:35:40.553138] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 1426/1890 | Remaining: 464 | Rate: 86.3/min
[2025-11-27T19:35:40.553254] [INFO ] [CONFIGURE ] GFI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:35:40.553306] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-11-27T19:35:40.593527] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:40.654144] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:40.761526] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:40.833152] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:40.906904] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:40.920047] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:41.013564] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:41.013808] [INFO ] [CONFIGURE ] HHH: Baseline score (no features): 20.00%
[2025-11-27T19:35:41.014238] [INFO ] [CONFIGURE ] HHH: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:35:41.014347] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:35:41.024869] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:41.222501] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:41.245420] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:41.315499] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:41.316951] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:41.500434] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:41.592907] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:41.628312] [DEBUG] [FORECASTER] GWRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:41.754184] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:35:41.755235] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:41.975399] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:41.975788] [INFO ] [CONFIGURE ] HERO: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:35:41.976713] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 1428/1890 | Remaining: 462 | Rate: 86.3/min
[2025-11-27T19:35:41.976842] [INFO ] [CONFIGURE ] HERO: Testing feature 6/29: add_failed_moves
[2025-11-27T19:35:41.976986] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-27T19:35:41.998468] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:42.042735] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:42.231837] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:42.283237] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:42.324849] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:42.361988] [DEBUG] [FORECASTER] GWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:42.362291] [INFO ] [CONFIGURE ] GWRE: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:35:42.363090] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 1429/1890 | Remaining: 461 | Rate: 86.3/min
[2025-11-27T19:35:42.363206] [INFO ] [CONFIGURE ] GWRE: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:35:42.363299] [INFO ] [CONFIGURE ] GWRE: Best accuracy: 80.00%
[2025-11-27T19:35:42.363388] [INFO ] [CONFIGURE ] GWRE: Best feature set (1 features): ['add_ema']
[2025-11-27T19:35:42.363475] [INFO ] [CONFIGURE ] GWRE: Improvement over baseline: 10.00%
[2025-11-27T19:35:42.363560] [INFO ] [CONFIGURE ] GWRE: Total time: 1.3 minutes
[2025-11-27T19:35:42.363694] [INFO ] [CONFIGURE ] GWRE: Average time per feature: 2.6 seconds
[2025-11-27T19:35:42.363783] [INFO ] [CONFIGURE ] GWRE: Average speed: 0.38 features/sec
[2025-11-27T19:35:42.364054] [INFO ] [LOCAL     ] Saved configuration for GWRE: 1 features, 80.00% accuracy -> ./output/feature-sets/GWRE.json
[2025-11-27T19:35:42.364157] [INFO ] [CONFIGURE ] GWRE: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-27T19:35:42.364659] [INFO ] [sig       ] [47/63] GWRE OK in 1m 18s. ETA: 5m 38s. Rate: 2.8 sym/min
[2025-11-27T19:35:42.365783] [INFO ] [CONFIGURE ] HRZN: Configurate test run.
[2025-11-27T19:35:42.365899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-11-27T19:35:42.376745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-11-27T19:35:42.377210] [INFO ] [CONFIGURE ] HRZN: Testing with 29 available features
[2025-11-27T19:35:42.377317] [INFO ] [CONFIGURE ] HRZN: Establishing baseline with no features...
[2025-11-27T19:35:42.553395] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:42.572178] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:42.579199] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:42.685308] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:42.744532] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:42.817037] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:42.824555] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:42.917943] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:35:43.061341] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:43.068765] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:43.081832] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:43.090023] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:43.262274] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:43.303557] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:43.331972] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:43.435975] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:43.451790] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:43.544429] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:43.544747] [INFO ] [CONFIGURE ] HHH: KEPT add_bollinger_bands (score: 30.00%)
[2025-11-27T19:35:43.545593] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 1430/1890 | Remaining: 460 | Rate: 86.3/min
[2025-11-27T19:35:43.545717] [INFO ] [CONFIGURE ] HHH: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:35:43.545824] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:35:43.588418] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:43.610848] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:43.788521] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:43.826935] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:43.837227] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:43.844534] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:43.966101] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:44.105506] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:44.129322] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:44.143795] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:44.144065] [INFO ] [CONFIGURE ] HRZN: Baseline score (no features): 50.00%
[2025-11-27T19:35:44.144502] [INFO ] [CONFIGURE ] HRZN: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:35:44.144647] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:35:44.211785] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:44.360298] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:44.370786] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:44.422049] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:44.580527] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:44.592441] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:44.592762] [INFO ] [CONFIGURE ] GFI: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:35:44.593531] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 1432/1890 | Remaining: 458 | Rate: 86.3/min
[2025-11-27T19:35:44.593667] [INFO ] [CONFIGURE ] GFI: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:35:44.593769] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-11-27T19:35:44.630748] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:44.631012] [INFO ] [CONFIGURE ] HERO: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:35:44.631851] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 1433/1890 | Remaining: 457 | Rate: 86.3/min
[2025-11-27T19:35:44.631979] [INFO ] [CONFIGURE ] HERO: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:35:44.632081] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-11-27T19:35:44.714332] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:44.797286] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:35:44.879455] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:44.978544] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:45.003949] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:45.014819] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:45.125744] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:45.232053] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:45.276147] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:45.367717] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:45.372207] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:45.452371] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:45.562461] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:45.619788] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:45.669605] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:45.754719] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:45.836437] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:45.866401] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:45.890354] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:46.108649] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:46.112400] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:46.121002] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:46.143322] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:46.327215] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:46.327491] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-11-27T19:35:46.328298] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 1434/1890 | Remaining: 456 | Rate: 86.3/min
[2025-11-27T19:35:46.328409] [INFO ] [CONFIGURE ] HRZN: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:35:46.328501] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:35:46.369796] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:46.385685] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:46.385965] [INFO ] [CONFIGURE ] HHH: KEPT add_cumulative_delta (score: 50.00%)
[2025-11-27T19:35:46.386760] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 1435/1890 | Remaining: 455 | Rate: 86.3/min
[2025-11-27T19:35:46.386872] [INFO ] [CONFIGURE ] HHH: Testing feature 3/29: add_daily_returns
[2025-11-27T19:35:46.386962] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:35:46.530392] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:46.550779] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:46.612319] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:46.669698] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:46.773212] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:46.855037] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:46.919264] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:46.958590] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:46.997104] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:47.099418] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:47.099597] [INFO ] [CONFIGURE ] HERO: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:35:47.100424] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 1436/1890 | Remaining: 454 | Rate: 86.3/min
[2025-11-27T19:35:47.100543] [INFO ] [CONFIGURE ] HERO: Testing feature 8/29: add_macd
[2025-11-27T19:35:47.100610] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-27T19:35:47.223134] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:47.272035] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:47.310280] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:47.449722] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:47.457684] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:47.571891] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:47.675979] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:47.700860] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:47.855139] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:47.856149] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:47.900480] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:48.088392] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:48.136439] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:48.162708] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:48.251590] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:48.376435] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:48.451483] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:48.478516] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:48.478854] [INFO ] [CONFIGURE ] GFI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:35:48.479665] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 1437/1890 | Remaining: 453 | Rate: 86.2/min
[2025-11-27T19:35:48.479789] [INFO ] [CONFIGURE ] GFI: Testing feature 28/29: add_volume_profile
[2025-11-27T19:35:48.479890] [INFO ] [CONFIGURE ] GFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf', 'add_volume_profile']
[2025-11-27T19:35:48.604762] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:48.605025] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-11-27T19:35:48.605823] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 1438/1890 | Remaining: 452 | Rate: 86.3/min
[2025-11-27T19:35:48.605932] [INFO ] [CONFIGURE ] HRZN: Testing feature 3/29: add_daily_returns
[2025-11-27T19:35:48.606021] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns']
[2025-11-27T19:35:48.633517] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:48.744665] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:48.807371] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:48.859251] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:49.000398] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:49.005147] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:49.034553] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:49.197262] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:49.235182] [DEBUG] [FORECASTER] GFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:49.327768] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:49.328049] [INFO ] [CONFIGURE ] HHH: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-27T19:35:49.328879] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 1439/1890 | Remaining: 451 | Rate: 86.3/min
[2025-11-27T19:35:49.328993] [INFO ] [CONFIGURE ] HHH: Testing feature 4/29: add_ema
[2025-11-27T19:35:49.329088] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-27T19:35:49.361292] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:49.391183] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:49.585795] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:49.608993] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:49.645753] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:49.719687] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:49.776138] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:49.971736] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:49.975792] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:49.985104] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:50.082619] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:50.163778] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:50.304255] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:50.359353] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:50.359522] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:35:50.445640] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:50.556482] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:50.556774] [INFO ] [CONFIGURE ] HRZN: KEPT add_daily_returns (score: 60.00%)
[2025-11-27T19:35:50.557557] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 1440/1890 | Remaining: 450 | Rate: 86.2/min
[2025-11-27T19:35:50.557696] [INFO ] [CONFIGURE ] HRZN: Testing feature 4/29: add_ema
[2025-11-27T19:35:50.557790] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-27T19:35:50.623807] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:50.743362] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:50.801669] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:50.821334] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:50.821677] [INFO ] [CONFIGURE ] HERO: DISCARDED add_macd (score: 70.00%)
[2025-11-27T19:35:50.822442] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 1441/1890 | Remaining: 449 | Rate: 86.3/min
[2025-11-27T19:35:50.822563] [INFO ] [CONFIGURE ] HERO: Testing feature 9/29: add_mfi
[2025-11-27T19:35:50.822680] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-11-27T19:35:50.940649] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:51.053952] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:51.083937] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:51.159329] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:51.259515] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:51.298498] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:51.338405] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:51.540196] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:51.545413] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:51.581897] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:51.598939] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:51.808828] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:51.861592] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:51.904058] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:51.924493] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:52.056246] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:52.123723] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:52.226445] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:52.305046] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:52.324680] [DEBUG] [FORECASTER] GFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:52.325001] [INFO ] [CONFIGURE ] GFI: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:35:52.325832] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 1442/1890 | Remaining: 448 | Rate: 86.2/min
[2025-11-27T19:35:52.325959] [INFO ] [CONFIGURE ] GFI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:35:52.326058] [INFO ] [CONFIGURE ] GFI: Best accuracy: 90.00%
[2025-11-27T19:35:52.326155] [INFO ] [CONFIGURE ] GFI: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf']
[2025-11-27T19:35:52.326250] [INFO ] [CONFIGURE ] GFI: Improvement over baseline: 50.00%
[2025-11-27T19:35:52.326378] [INFO ] [CONFIGURE ] GFI: Total time: 1.8 minutes
[2025-11-27T19:35:52.326471] [INFO ] [CONFIGURE ] GFI: Average time per feature: 3.8 seconds
[2025-11-27T19:35:52.326562] [INFO ] [CONFIGURE ] GFI: Average speed: 0.27 features/sec
[2025-11-27T19:35:52.326845] [INFO ] [LOCAL     ] Saved configuration for GFI: 6 features, 90.00% accuracy -> ./output/feature-sets/GFI.json
[2025-11-27T19:35:52.326954] [INFO ] [CONFIGURE ] GFI: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-11-27T19:35:52.327515] [INFO ] [sig       ] [48/63] GFI OK in 1m 48s. ETA: 5m 14s. Rate: 2.9 sym/min
[2025-11-27T19:35:52.329383] [INFO ] [CONFIGURE ] HTD: Configurate test run.
[2025-11-27T19:35:52.329506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-11-27T19:35:52.340620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-11-27T19:35:52.341042] [INFO ] [CONFIGURE ] HTD: Testing with 29 available features
[2025-11-27T19:35:52.341178] [INFO ] [CONFIGURE ] HTD: Establishing baseline with no features...
[2025-11-27T19:35:52.384548] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:52.521212] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:52.553218] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:52.553526] [INFO ] [CONFIGURE ] HHH: DISCARDED add_ema (score: 30.00%)
[2025-11-27T19:35:52.554300] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 1443/1890 | Remaining: 447 | Rate: 86.3/min
[2025-11-27T19:35:52.554412] [INFO ] [CONFIGURE ] HHH: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:35:52.554502] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:35:52.557544] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:52.648442] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:52.700679] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:52.816384] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:52.871686] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:52.880201] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:52.909176] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:53.060819] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:53.074302] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:53.074617] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:35:53.075382] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 1444/1890 | Remaining: 446 | Rate: 86.3/min
[2025-11-27T19:35:53.075506] [INFO ] [CONFIGURE ] HRZN: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:35:53.075617] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:35:53.171948] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:53.183323] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:53.240718] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:53.326126] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:53.421642] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:53.434484] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:53.434692] [INFO ] [CONFIGURE ] HERO: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:35:53.435534] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 1445/1890 | Remaining: 445 | Rate: 86.3/min
[2025-11-27T19:35:53.435669] [INFO ] [CONFIGURE ] HERO: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:35:53.435722] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:35:53.497915] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:53.579338] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:53.607329] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:35:53.766675] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:53.787140] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:53.815483] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:53.836644] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:35:53.964846] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:54.086851] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:54.096724] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:54.136333] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:54.145773] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:54.145944] [INFO ] [CONFIGURE ] HTD: Baseline score (no features): 30.00%
[2025-11-27T19:35:54.146435] [INFO ] [CONFIGURE ] HTD: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:35:54.146549] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:35:54.333210] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:54.362799] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:54.429104] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:54.472809] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:54.579195] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:54.580028] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:54.761477] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:35:54.797508] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:35:54.832328] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:54.835517] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:55.017559] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:55.090133] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:55.097183] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:55.176630] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:55.236598] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:55.345450] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:55.435417] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:55.460484] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:55.499934] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:55.602384] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:55.602561] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-27T19:35:55.603325] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 1447/1890 | Remaining: 443 | Rate: 86.2/min
[2025-11-27T19:35:55.603402] [INFO ] [CONFIGURE ] HRZN: Testing feature 6/29: add_failed_moves
[2025-11-27T19:35:55.603450] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-27T19:35:55.682799] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:35:55.775202] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:55.805066] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:55.822132] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:55.822331] [INFO ] [CONFIGURE ] HHH: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-11-27T19:35:55.823181] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 1448/1890 | Remaining: 442 | Rate: 86.3/min
[2025-11-27T19:35:55.823290] [INFO ] [CONFIGURE ] HHH: Testing feature 6/29: add_failed_moves
[2025-11-27T19:35:55.823379] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:35:55.903557] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:56.005554] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:56.099456] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:56.117528] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:56.131672] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:56.210444] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:56.355746] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:56.356050] [INFO ] [CONFIGURE ] HTD: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-27T19:35:56.356849] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 1449/1890 | Remaining: 441 | Rate: 86.3/min
[2025-11-27T19:35:56.356966] [INFO ] [CONFIGURE ] HTD: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:35:56.357066] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:35:56.372768] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:56.416821] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:56.469446] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:56.623500] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:56.624208] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:56.643378] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:56.818837] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:56.819147] [INFO ] [CONFIGURE ] HERO: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:35:56.819947] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 1450/1890 | Remaining: 440 | Rate: 86.3/min
[2025-11-27T19:35:56.820082] [INFO ] [CONFIGURE ] HERO: Testing feature 11/29: add_obv_daily
[2025-11-27T19:35:56.820184] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-11-27T19:35:56.824486] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:56.889110] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:56.916449] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:57.030298] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:57.086983] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:57.157421] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:35:57.190171] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:57.234405] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:57.355400] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:57.427648] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:57.442420] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:57.463867] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:35:57.627394] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:57.645692] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:57.645968] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:35:57.646732] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 1451/1890 | Remaining: 439 | Rate: 86.3/min
[2025-11-27T19:35:57.646844] [INFO ] [CONFIGURE ] HRZN: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:35:57.646934] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-27T19:35:57.703044] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:35:57.740657] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:57.833503] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:57.901623] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:57.971654] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:35:58.017915] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:58.020143] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:58.172840] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:35:58.208913] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:58.240452] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:35:58.295925] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:35:58.397197] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:58.444591] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:35:58.537864] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:35:58.572721] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:35:58.572997] [INFO ] [CONFIGURE ] HHH: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-27T19:35:58.573815] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 1452/1890 | Remaining: 438 | Rate: 86.3/min
[2025-11-27T19:35:58.573924] [INFO ] [CONFIGURE ] HHH: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:35:58.574014] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:35:58.590181] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:58.720386] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:35:58.781486] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:35:58.819558] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:58.840824] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:58.973875] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:35:58.994924] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:59.099278] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:59.099607] [INFO ] [CONFIGURE ] HTD: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:35:59.100377] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 1453/1890 | Remaining: 437 | Rate: 86.3/min
[2025-11-27T19:35:59.100498] [INFO ] [CONFIGURE ] HTD: Testing feature 3/29: add_daily_returns
[2025-11-27T19:35:59.100619] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:35:59.117685] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:35:59.167464] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:35:59.267117] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:59.360896] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:35:59.381079] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:59.397656] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:35:59.545156] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:59.545450] [INFO ] [CONFIGURE ] HERO: KEPT add_obv_daily (score: 80.00%)
[2025-11-27T19:35:59.546255] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 1454/1890 | Remaining: 436 | Rate: 86.3/min
[2025-11-27T19:35:59.546376] [INFO ] [CONFIGURE ] HERO: Testing feature 12/29: add_obv_interval
[2025-11-27T19:35:59.546478] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_obv_interval']
[2025-11-27T19:35:59.557426] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:35:59.557733] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:35:59.558521] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 1455/1890 | Remaining: 435 | Rate: 86.4/min
[2025-11-27T19:35:59.558647] [INFO ] [CONFIGURE ] HRZN: Testing feature 8/29: add_macd
[2025-11-27T19:35:59.558738] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-27T19:35:59.666418] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:35:59.669260] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:35:59.838501] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:35:59.860354] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:35:59.939499] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:35:59.953189] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:36:00.151960] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:00.161386] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:00.207691] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:00.245313] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:00.462726] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:36:00.467487] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:00.560304] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:00.686681] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:00.834836] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:00.918402] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:00.941104] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:01.024882] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:01.249541] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:01.270437] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:01.279477] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:01.299165] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:01.569102] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:01.619399] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:01.619741] [INFO ] [CONFIGURE ] HHH: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-27T19:36:01.620543] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 1456/1890 | Remaining: 434 | Rate: 86.3/min
[2025-11-27T19:36:01.620679] [INFO ] [CONFIGURE ] HHH: Testing feature 8/29: add_macd
[2025-11-27T19:36:01.620777] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:36:01.625688] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:01.663090] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:01.862151] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:01.932332] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:01.958674] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:02.030804] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:02.156084] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:02.156265] [INFO ] [CONFIGURE ] HTD: DISCARDED add_daily_returns (score: 50.00%)
[2025-11-27T19:36:02.156995] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 1457/1890 | Remaining: 433 | Rate: 86.3/min
[2025-11-27T19:36:02.157166] [INFO ] [CONFIGURE ] HTD: Testing feature 4/29: add_ema
[2025-11-27T19:36:02.157269] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-27T19:36:02.245887] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:02.257604] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:02.408802] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:02.483185] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:02.556553] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:02.563797] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:02.788805] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:02.800335] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:02.864420] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:02.864718] [INFO ] [CONFIGURE ] HRZN: KEPT add_macd (score: 70.00%)
[2025-11-27T19:36:02.865474] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 1458/1890 | Remaining: 432 | Rate: 86.3/min
[2025-11-27T19:36:02.865600] [INFO ] [CONFIGURE ] HRZN: Testing feature 9/29: add_mfi
[2025-11-27T19:36:02.865692] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-27T19:36:02.865830] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:02.866142] [INFO ] [CONFIGURE ] HERO: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-27T19:36:02.866979] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 1459/1890 | Remaining: 431 | Rate: 86.3/min
[2025-11-27T19:36:02.867111] [INFO ] [CONFIGURE ] HERO: Testing feature 13/29: add_opening_strength
[2025-11-27T19:36:02.867212] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength']
[2025-11-27T19:36:03.121347] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:03.169322] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:03.178409] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:03.184132] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:03.441971] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:03.495680] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:03.508262] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:03.550560] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:03.765608] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:03.814103] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:36:03.832651] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:03.934232] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:04.088520] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:04.133273] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:04.167522] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:04.326910] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:04.410083] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:04.447972] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:04.499919] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:04.707650] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:04.733783] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:04.761965] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:04.821266] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:05.058523] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:05.093432] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:05.095980] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:05.144292] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:05.381659] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:05.381885] [INFO ] [CONFIGURE ] HTD: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:36:05.382665] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 1460/1890 | Remaining: 430 | Rate: 86.2/min
[2025-11-27T19:36:05.382782] [INFO ] [CONFIGURE ] HTD: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:36:05.382882] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:36:05.407063] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:05.470432] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:05.504670] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:05.504968] [INFO ] [CONFIGURE ] HHH: KEPT add_macd (score: 60.00%)
[2025-11-27T19:36:05.505812] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 1461/1890 | Remaining: 429 | Rate: 86.2/min
[2025-11-27T19:36:05.505924] [INFO ] [CONFIGURE ] HHH: Testing feature 9/29: add_mfi
[2025-11-27T19:36:05.506013] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-27T19:36:05.702822] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:05.717570] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:05.794841] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:05.894349] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:06.017102] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:06.040259] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:06.040531] [INFO ] [CONFIGURE ] HERO: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:36:06.041342] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 1462/1890 | Remaining: 428 | Rate: 86.2/min
[2025-11-27T19:36:06.041468] [INFO ] [CONFIGURE ] HERO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:36:06.041523] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-27T19:36:06.125970] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:06.126282] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_mfi (score: 50.00%)
[2025-11-27T19:36:06.127063] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1463/1890 | Remaining: 427 | Rate: 86.3/min
[2025-11-27T19:36:06.127177] [INFO ] [CONFIGURE ] HRZN: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:36:06.127231] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:36:06.282970] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:06.335026] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:06.342370] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:06.524242] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:06.644303] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:06.654678] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:06.685099] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:06.916397] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:06.947044] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:06.973627] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:07.093495] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:07.249193] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:07.292505] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:07.314602] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:07.485088] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:07.558097] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:07.614931] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:07.714788] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:07.863949] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:07.879464] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:07.942904] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:08.115106] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:36:08.174957] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:08.269257] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:08.274794] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:08.491806] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:08.518153] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:08.596712] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:08.596896] [INFO ] [CONFIGURE ] HTD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:36:08.597759] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1464/1890 | Remaining: 426 | Rate: 86.1/min
[2025-11-27T19:36:08.597876] [INFO ] [CONFIGURE ] HTD: Testing feature 6/29: add_failed_moves
[2025-11-27T19:36:08.597927] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:36:08.666930] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:08.803235] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:08.869343] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:08.920387] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:09.058809] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:09.116032] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:09.116339] [INFO ] [CONFIGURE ] HERO: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-11-27T19:36:09.117149] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1465/1890 | Remaining: 425 | Rate: 86.1/min
[2025-11-27T19:36:09.117275] [INFO ] [CONFIGURE ] HERO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:36:09.117378] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-27T19:36:09.140418] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:09.316944] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:09.410113] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:09.436390] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:09.453669] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:09.453970] [INFO ] [CONFIGURE ] HHH: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:36:09.454787] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1466/1890 | Remaining: 424 | Rate: 86.2/min
[2025-11-27T19:36:09.454899] [INFO ] [CONFIGURE ] HHH: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:36:09.454993] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:36:09.679933] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:09.717767] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:09.756346] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:09.916721] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:09.952681] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:10.078099] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:10.126355] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:10.126656] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:36:10.127430] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1467/1890 | Remaining: 423 | Rate: 86.2/min
[2025-11-27T19:36:10.127544] [INFO ] [CONFIGURE ] HRZN: Testing feature 11/29: add_obv_daily
[2025-11-27T19:36:10.127656] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-27T19:36:10.229416] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:10.373287] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:10.395806] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:10.467113] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:10.508812] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:10.714231] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:10.787678] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:10.806257] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:10.842026] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:11.032915] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:11.067855] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:11.150735] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:11.304303] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:11.346246] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:11.346544] [INFO ] [CONFIGURE ] HTD: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:36:11.347322] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1468/1890 | Remaining: 422 | Rate: 86.1/min
[2025-11-27T19:36:11.347440] [INFO ] [CONFIGURE ] HTD: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:36:11.347539] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:36:11.349943] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:11.486983] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:11.615775] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:11.668202] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:11.770145] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:11.826462] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:11.881762] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:11.985689] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:12.148965] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:12.158403] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:12.233460] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:12.315836] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:12.316083] [INFO ] [CONFIGURE ] HERO: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:36:12.316881] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1469/1890 | Remaining: 421 | Rate: 86.1/min
[2025-11-27T19:36:12.316998] [INFO ] [CONFIGURE ] HERO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:36:12.317098] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-27T19:36:12.419028] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:12.501860] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:12.645861] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:12.689636] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:12.744778] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:12.842935] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:12.957897] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:12.975059] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:13.182674] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:13.225748] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:36:13.261438] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:13.307628] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:13.496911] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:13.535958] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:13.536253] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:36:13.537039] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1470/1890 | Remaining: 420 | Rate: 86.1/min
[2025-11-27T19:36:13.537098] [INFO ] [CONFIGURE ] HRZN: Testing feature 12/29: add_obv_interval
[2025-11-27T19:36:13.537135] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-27T19:36:13.642745] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:13.735537] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:13.767403] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:13.856865] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:13.981029] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:14.039021] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:14.039308] [INFO ] [CONFIGURE ] HTD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:36:14.040080] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1471/1890 | Remaining: 419 | Rate: 86.1/min
[2025-11-27T19:36:14.040195] [INFO ] [CONFIGURE ] HTD: Testing feature 8/29: add_macd
[2025-11-27T19:36:14.040294] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:36:14.177562] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:14.217521] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:14.217808] [INFO ] [CONFIGURE ] HHH: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:36:14.218646] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 1472/1890 | Remaining: 418 | Rate: 86.1/min
[2025-11-27T19:36:14.218761] [INFO ] [CONFIGURE ] HHH: Testing feature 11/29: add_obv_daily
[2025-11-27T19:36:14.218851] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-27T19:36:14.325617] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:14.407635] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:14.506851] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:14.628603] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:14.662407] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:36:14.773367] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:14.831862] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:14.993865] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:15.035861] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:15.139559] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:15.151558] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:15.326882] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:15.440419] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:15.477932] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:15.510730] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:15.667948] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:15.668276] [INFO ] [CONFIGURE ] HERO: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:36:15.669093] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1473/1890 | Remaining: 417 | Rate: 86.1/min
[2025-11-27T19:36:15.669216] [INFO ] [CONFIGURE ] HERO: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:36:15.669321] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-27T19:36:15.805082] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:15.875915] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:15.879797] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:16.001701] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:16.129354] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:16.259708] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:16.318741] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:16.339496] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:16.453135] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:16.635317] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:16.673268] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:16.754563] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:16.782664] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:16.782957] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-27T19:36:16.783797] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1474/1890 | Remaining: 416 | Rate: 86.0/min
[2025-11-27T19:36:16.783905] [INFO ] [CONFIGURE ] HRZN: Testing feature 13/29: add_opening_strength
[2025-11-27T19:36:16.783994] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength']
[2025-11-27T19:36:17.008000] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:17.008873] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:17.151514] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:17.165091] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:17.351628] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:17.380666] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:17.525787] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:17.592692] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:17.698201] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:17.766416] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:17.766639] [INFO ] [CONFIGURE ] HTD: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:36:17.767609] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1475/1890 | Remaining: 415 | Rate: 86.0/min
[2025-11-27T19:36:17.767732] [INFO ] [CONFIGURE ] HTD: Testing feature 9/29: add_mfi
[2025-11-27T19:36:17.767840] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-27T19:36:17.862805] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:18.013182] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:18.044494] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:18.058293] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:18.206032] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:18.337787] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:18.387716] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:18.423898] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:18.424180] [INFO ] [CONFIGURE ] HHH: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:36:18.424975] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1476/1890 | Remaining: 414 | Rate: 86.0/min
[2025-11-27T19:36:18.425085] [INFO ] [CONFIGURE ] HHH: Testing feature 12/29: add_obv_interval
[2025-11-27T19:36:18.425175] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-27T19:36:18.562532] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:36:18.619255] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:18.727930] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:18.830615] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:18.898713] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:18.917257] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:19.073217] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:19.073540] [INFO ] [CONFIGURE ] HERO: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-11-27T19:36:19.074366] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1477/1890 | Remaining: 413 | Rate: 86.0/min
[2025-11-27T19:36:19.074487] [INFO ] [CONFIGURE ] HERO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:36:19.074603] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-27T19:36:19.180185] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:19.265091] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:36:19.270244] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:19.388064] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:19.458512] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:19.613931] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:19.702183] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:19.711102] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:19.745586] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:19.987861] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:20.013274] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:36:20.034930] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:20.144931] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:20.320993] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:20.324325] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:20.372696] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:20.372987] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:36:20.373837] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1478/1890 | Remaining: 412 | Rate: 86.0/min
[2025-11-27T19:36:20.373944] [INFO ] [CONFIGURE ] HRZN: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:36:20.374035] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-27T19:36:20.541823] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:20.613260] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:20.613498] [INFO ] [CONFIGURE ] HTD: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:36:20.614345] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1479/1890 | Remaining: 411 | Rate: 86.0/min
[2025-11-27T19:36:20.614464] [INFO ] [CONFIGURE ] HTD: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:36:20.614566] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:36:20.646679] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:20.730646] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:20.935824] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:20.960310] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:20.977035] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:21.069597] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:21.296081] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:21.340892] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:21.349301] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:21.411776] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:21.614879] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:21.699780] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:36:21.756756] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:21.767385] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:21.932480] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:22.060988] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:22.095253] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:36:22.166353] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:22.250790] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:22.251111] [INFO ] [CONFIGURE ] HERO: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:36:22.251950] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1480/1890 | Remaining: 410 | Rate: 85.9/min
[2025-11-27T19:36:22.252069] [INFO ] [CONFIGURE ] HERO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:36:22.252172] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-27T19:36:22.423042] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:22.431052] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:22.556469] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:22.567893] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:22.568186] [INFO ] [CONFIGURE ] HHH: DISCARDED add_obv_interval (score: 50.00%)
[2025-11-27T19:36:22.569004] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 1481/1890 | Remaining: 409 | Rate: 86.0/min
[2025-11-27T19:36:22.569116] [INFO ] [CONFIGURE ] HHH: Testing feature 13/29: add_opening_strength
[2025-11-27T19:36:22.569207] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:36:22.769683] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:22.784187] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:22.866321] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:22.995346] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:23.110029] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:23.148424] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:23.175079] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:23.429137] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:23.448089] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:23.487488] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:23.512376] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:23.788873] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:23.789157] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-11-27T19:36:23.789921] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1482/1890 | Remaining: 408 | Rate: 85.9/min
[2025-11-27T19:36:23.790030] [INFO ] [CONFIGURE ] HRZN: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:36:23.790120] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-27T19:36:23.808866] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:23.864231] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:23.885708] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:24.099848] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:24.136437] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:24.262042] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:24.262505] [INFO ] [CONFIGURE ] HTD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:36:24.263283] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1483/1890 | Remaining: 407 | Rate: 85.9/min
[2025-11-27T19:36:24.263401] [INFO ] [CONFIGURE ] HTD: Testing feature 11/29: add_obv_daily
[2025-11-27T19:36:24.263500] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:36:24.321952] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:24.437205] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:24.464189] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:24.567194] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:24.769187] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:24.776245] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:24.792321] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:24.884533] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:25.092984] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:25.113461] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:25.185537] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:25.210566] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:25.407241] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:36:25.434548] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:25.434878] [INFO ] [CONFIGURE ] HERO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:36:25.435745] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1484/1890 | Remaining: 406 | Rate: 85.9/min
[2025-11-27T19:36:25.435873] [INFO ] [CONFIGURE ] HERO: Testing feature 20/29: add_price_rejection
[2025-11-27T19:36:25.435978] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-27T19:36:25.486391] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:25.646120] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:25.723365] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:25.770897] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:25.790454] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:26.039348] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:26.083839] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:26.089807] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:26.103265] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:26.359951] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:26.408726] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:26.433330] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:26.519416] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:26.687116] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:26.708608] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:26.777928] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:26.949433] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:26.949721] [INFO ] [CONFIGURE ] HHH: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:36:26.950467] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1485/1890 | Remaining: 405 | Rate: 85.8/min
[2025-11-27T19:36:26.950590] [INFO ] [CONFIGURE ] HHH: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:36:26.950682] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-27T19:36:27.007257] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:27.007389] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:27.007672] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:36:27.008511] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1486/1890 | Remaining: 404 | Rate: 85.9/min
[2025-11-27T19:36:27.008642] [INFO ] [CONFIGURE ] HRZN: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:36:27.008738] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-27T19:36:27.121728] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:27.305888] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:27.306191] [INFO ] [CONFIGURE ] HTD: KEPT add_obv_daily (score: 80.00%)
[2025-11-27T19:36:27.307015] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1487/1890 | Remaining: 403 | Rate: 85.9/min
[2025-11-27T19:36:27.307131] [INFO ] [CONFIGURE ] HTD: Testing feature 12/29: add_obv_interval
[2025-11-27T19:36:27.307233] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-11-27T19:36:27.336813] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:27.360088] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:27.460683] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:27.620050] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:27.665349] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:27.767461] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:27.795425] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:27.942238] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:28.004269] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:28.125530] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:28.175310] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:28.259402] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:28.332532] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:28.463161] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:28.579866] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:28.588376] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:28.669217] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:28.799500] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:28.799839] [INFO ] [CONFIGURE ] HERO: DISCARDED add_price_rejection (score: 90.00%)
[2025-11-27T19:36:28.800671] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1488/1890 | Remaining: 402 | Rate: 85.8/min
[2025-11-27T19:36:28.800800] [INFO ] [CONFIGURE ] HERO: Testing feature 21/29: add_range_position
[2025-11-27T19:36:28.800905] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-27T19:36:28.908610] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:29.016707] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:29.037255] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:29.186417] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:29.263718] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:29.439055] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:29.594221] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:29.625285] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:29.686992] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:29.886566] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:30.038203] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:30.062397] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:30.126786] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:30.269159] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:30.404209] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:30.431773] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:30.578003] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:30.613789] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:30.614073] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:36:30.614842] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1489/1890 | Remaining: 401 | Rate: 85.8/min
[2025-11-27T19:36:30.614954] [INFO ] [CONFIGURE ] HRZN: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:36:30.615062] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-27T19:36:30.740872] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:30.741143] [INFO ] [CONFIGURE ] HTD: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:36:30.741950] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1490/1890 | Remaining: 400 | Rate: 85.8/min
[2025-11-27T19:36:30.742071] [INFO ] [CONFIGURE ] HTD: Testing feature 13/29: add_opening_strength
[2025-11-27T19:36:30.742170] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:36:30.803662] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:30.955675] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:31.003790] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:31.102953] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:31.154955] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:31.288889] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:31.435179] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:31.435447] [INFO ] [CONFIGURE ] HHH: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:36:31.436208] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 1491/1890 | Remaining: 399 | Rate: 85.8/min
[2025-11-27T19:36:31.436319] [INFO ] [CONFIGURE ] HHH: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:36:31.436410] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-27T19:36:31.464298] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:31.499846] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:31.657185] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:31.820863] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:31.820985] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:36:31.847716] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:32.008881] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:32.179112] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:32.196519] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:32.213984] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:32.376791] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:32.529606] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:32.550899] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:32.551214] [INFO ] [CONFIGURE ] HERO: DISCARDED add_range_position (score: 80.00%)
[2025-11-27T19:36:32.552042] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1492/1890 | Remaining: 398 | Rate: 85.8/min
[2025-11-27T19:36:32.552166] [INFO ] [CONFIGURE ] HERO: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:36:32.552269] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-27T19:36:32.608214] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:32.738672] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:32.879142] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:32.988517] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:32.995295] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:33.107411] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:33.234955] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:36:33.371857] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:33.418569] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:33.476140] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:33.603171] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:33.757121] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:33.839473] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:33.840770] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:33.966964] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:34.143211] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:34.190037] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:34.190348] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:36:34.191206] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1493/1890 | Remaining: 397 | Rate: 85.7/min
[2025-11-27T19:36:34.191345] [INFO ] [CONFIGURE ] HRZN: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:36:34.191455] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-27T19:36:34.264669] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:34.325622] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:34.325930] [INFO ] [CONFIGURE ] HTD: DISCARDED add_opening_strength (score: 80.00%)
[2025-11-27T19:36:34.326760] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1494/1890 | Remaining: 396 | Rate: 85.7/min
[2025-11-27T19:36:34.326880] [INFO ] [CONFIGURE ] HTD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:36:34.326984] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-27T19:36:34.530757] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:34.540694] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:34.657709] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:34.691936] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:34.849968] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:34.947679] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:34.990878] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:35.117277] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:35.191943] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:35.328332] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:35.367783] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:35.368074] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:36:35.368860] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1495/1890 | Remaining: 395 | Rate: 85.7/min
[2025-11-27T19:36:35.368969] [INFO ] [CONFIGURE ] HHH: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:36:35.369077] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-27T19:36:35.542848] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:35.544791] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:35.665073] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:35.767793] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:35.853052] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:35.989263] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:35.998188] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:36.159160] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:36.163899] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:36.333804] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:36.407342] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:36.483265] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:36:36.597200] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:36.676689] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:36:36.827368] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:36.836919] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:36.837230] [INFO ] [CONFIGURE ] HERO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-11-27T19:36:36.838003] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1496/1890 | Remaining: 394 | Rate: 85.6/min
[2025-11-27T19:36:36.838146] [INFO ] [CONFIGURE ] HERO: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:36:36.838254] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-27T19:36:37.001482] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:37.015063] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:37.157509] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:37.171996] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:37.349946] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:37.415183] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:37.481152] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:37.519599] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:37.519936] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:36:37.520939] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1497/1890 | Remaining: 393 | Rate: 85.6/min
[2025-11-27T19:36:37.521081] [INFO ] [CONFIGURE ] HRZN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:36:37.521195] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-27T19:36:37.688646] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:37.688937] [INFO ] [CONFIGURE ] HTD: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-11-27T19:36:37.689767] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1498/1890 | Remaining: 392 | Rate: 85.7/min
[2025-11-27T19:36:37.689885] [INFO ] [CONFIGURE ] HTD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:36:37.689988] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-11-27T19:36:37.812114] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:37.824060] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:37.854139] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:38.033973] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:38.138500] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:38.186210] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:38.232864] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:38.382735] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:38.460038] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:38.527921] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:38.644689] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:38.730383] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:38.781020] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:38.872810] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:39.057557] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:39.077312] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:39.112744] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:39.215109] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:39.420637] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:39.462260] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:39.462565] [INFO ] [CONFIGURE ] HHH: KEPT add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:36:39.463406] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1499/1890 | Remaining: 391 | Rate: 85.6/min
[2025-11-27T19:36:39.463535] [INFO ] [CONFIGURE ] HHH: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:36:39.463649] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-11-27T19:36:39.470920] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:39.554908] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:39.781634] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:39.835499] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:39.887133] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:39.898180] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:40.133558] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:36:40.194639] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:40.194940] [INFO ] [CONFIGURE ] HERO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:36:40.195787] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 1500/1890 | Remaining: 390 | Rate: 85.6/min
[2025-11-27T19:36:40.195914] [INFO ] [CONFIGURE ] HERO: Testing feature 24/29: add_rsi
[2025-11-27T19:36:40.196023] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-27T19:36:40.200026] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:40.352797] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:40.478972] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:40.509335] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:40.595229] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:40.783816] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:40.824057] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:40.824229] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:36:40.825068] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1501/1890 | Remaining: 389 | Rate: 85.6/min
[2025-11-27T19:36:40.825180] [INFO ] [CONFIGURE ] HRZN: Testing feature 20/29: add_price_rejection
[2025-11-27T19:36:40.825270] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-27T19:36:40.832988] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:41.009972] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:41.152369] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:41.187844] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:41.188144] [INFO ] [CONFIGURE ] HTD: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-27T19:36:41.188945] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1502/1890 | Remaining: 388 | Rate: 85.6/min
[2025-11-27T19:36:41.189064] [INFO ] [CONFIGURE ] HTD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:36:41.189165] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-11-27T19:36:41.212801] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:41.416430] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:41.491591] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:41.546121] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:41.647188] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:41.788043] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:41.834941] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:41.901904] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:42.081006] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:42.165132] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:42.167833] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:42.259818] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:42.501096] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:42.512979] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:42.543011] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:42.613840] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:42.833753] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:42.927839] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:42.941799] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:42.968276] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:43.164646] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:43.302247] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:43.321752] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:43.371110] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:43.498952] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:43.683177] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:43.690058] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:36:43.807736] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:43.808015] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:36:43.808808] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1503/1890 | Remaining: 387 | Rate: 85.5/min
[2025-11-27T19:36:43.808919] [INFO ] [CONFIGURE ] HHH: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:36:43.809011] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-11-27T19:36:43.837445] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:44.052494] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:44.089464] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:44.089794] [INFO ] [CONFIGURE ] HERO: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:36:44.090646] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1504/1890 | Remaining: 386 | Rate: 85.5/min
[2025-11-27T19:36:44.090774] [INFO ] [CONFIGURE ] HERO: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:36:44.090877] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-27T19:36:44.176962] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:44.177261] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:36:44.178069] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1505/1890 | Remaining: 385 | Rate: 85.6/min
[2025-11-27T19:36:44.178203] [INFO ] [CONFIGURE ] HRZN: Testing feature 21/29: add_range_position
[2025-11-27T19:36:44.178299] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position']
[2025-11-27T19:36:44.209489] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:44.415508] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:44.416378] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:44.525983] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:44.616859] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:44.739201] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:44.778656] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:44.778935] [INFO ] [CONFIGURE ] HTD: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-27T19:36:44.779789] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1506/1890 | Remaining: 384 | Rate: 85.6/min
[2025-11-27T19:36:44.779906] [INFO ] [CONFIGURE ] HTD: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:36:44.780006] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-11-27T19:36:44.902240] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:45.028277] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:45.063065] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:45.143333] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:45.274127] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:45.389359] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:45.466225] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:45.505589] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:45.632838] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:45.718752] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:45.871884] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:45.904755] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:45.989865] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:36:46.044288] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:46.232354] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:46.333979] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:46.340105] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:46.368587] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:46.599842] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:46.676281] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:36:46.691208] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:46.775253] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:46.958401] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:47.011785] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:47.029192] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:47.191423] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:47.337928] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:47.338249] [INFO ] [CONFIGURE ] HERO: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:36:47.339058] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1507/1890 | Remaining: 383 | Rate: 85.4/min
[2025-11-27T19:36:47.339175] [INFO ] [CONFIGURE ] HERO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:36:47.339275] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-27T19:36:47.346428] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:47.387367] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:47.632821] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:47.665963] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:47.740039] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:47.740312] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:36:47.741088] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1508/1890 | Remaining: 382 | Rate: 85.4/min
[2025-11-27T19:36:47.741196] [INFO ] [CONFIGURE ] HRZN: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:36:47.741286] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-27T19:36:47.747126] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:47.993744] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:48.077500] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:48.077834] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:36:48.078777] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 1509/1890 | Remaining: 381 | Rate: 85.5/min
[2025-11-27T19:36:48.078895] [INFO ] [CONFIGURE ] HHH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:36:48.078991] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-11-27T19:36:48.127225] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:48.154359] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:48.316714] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:48.511227] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:48.511399] [INFO ] [CONFIGURE ] HTD: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:36:48.512124] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1510/1890 | Remaining: 380 | Rate: 85.5/min
[2025-11-27T19:36:48.512199] [INFO ] [CONFIGURE ] HTD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:36:48.512252] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-11-27T19:36:48.517275] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:48.572404] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:48.645189] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:48.846353] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:48.952269] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:48.973915] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:36:48.985644] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:49.192246] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:49.300010] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:49.380606] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:49.399834] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:49.536626] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:49.626481] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:49.789523] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:49.811921] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:36:49.873865] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:49.951899] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:50.212925] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:50.215081] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:50.221461] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:50.276570] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:50.549437] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:50.604252] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:50.604555] [INFO ] [CONFIGURE ] HERO: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-11-27T19:36:50.605412] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1511/1890 | Remaining: 379 | Rate: 85.4/min
[2025-11-27T19:36:50.605529] [INFO ] [CONFIGURE ] HERO: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:36:50.605645] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-27T19:36:50.637664] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:50.648776] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:36:50.897098] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:50.956233] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:51.055200] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:51.102694] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:51.237358] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:51.304856] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:51.476221] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:51.536287] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:51.580942] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:51.651276] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:51.898482] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:51.920532] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:51.920828] [INFO ] [CONFIGURE ] HTD: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:36:51.921607] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1512/1890 | Remaining: 378 | Rate: 85.3/min
[2025-11-27T19:36:51.921726] [INFO ] [CONFIGURE ] HTD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:36:51.921823] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-11-27T19:36:51.973769] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:51.974049] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:36:51.974876] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1513/1890 | Remaining: 377 | Rate: 85.4/min
[2025-11-27T19:36:51.974988] [INFO ] [CONFIGURE ] HRZN: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:36:51.975082] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-27T19:36:51.996938] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:52.265887] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:52.303645] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:52.311728] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:52.312044] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:36:52.312912] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1514/1890 | Remaining: 376 | Rate: 85.4/min
[2025-11-27T19:36:52.313031] [INFO ] [CONFIGURE ] HHH: Testing feature 20/29: add_price_rejection
[2025-11-27T19:36:52.313125] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-11-27T19:36:52.343254] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:52.607261] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:52.631468] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:52.689832] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:52.735826] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:52.949437] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:52.958981] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:53.040686] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:53.155904] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:53.281746] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:53.285039] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:53.390564] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:53.573936] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:53.611774] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:53.621598] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:53.737649] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:53.939764] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:53.960029] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:53.988817] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:54.090046] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:54.090368] [INFO ] [CONFIGURE ] HERO: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-11-27T19:36:54.091209] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1515/1890 | Remaining: 375 | Rate: 85.3/min
[2025-11-27T19:36:54.091330] [INFO ] [CONFIGURE ] HERO: Testing feature 28/29: add_volume_profile
[2025-11-27T19:36:54.091434] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-27T19:36:54.271628] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:54.297837] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:36:54.418332] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:54.435322] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:54.604724] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:54.638459] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:54.776855] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:54.858041] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:54.939366] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:54.972926] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:55.121605] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:55.273717] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:55.274023] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:36:55.274842] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1516/1890 | Remaining: 374 | Rate: 85.3/min
[2025-11-27T19:36:55.274957] [INFO ] [CONFIGURE ] HRZN: Testing feature 24/29: add_rsi
[2025-11-27T19:36:55.275010] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-27T19:36:55.288720] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:55.321691] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:55.321876] [INFO ] [CONFIGURE ] HTD: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-11-27T19:36:55.322649] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1517/1890 | Remaining: 373 | Rate: 85.3/min
[2025-11-27T19:36:55.322852] [INFO ] [CONFIGURE ] HTD: Testing feature 20/29: add_price_rejection
[2025-11-27T19:36:55.322958] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-11-27T19:36:55.452554] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:55.651953] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:55.693553] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:55.724703] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:55.792127] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:56.033252] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:56.051627] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:56.127757] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:56.156296] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:56.415886] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:36:56.424499] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:56.471934] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:56.593305] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:56.593502] [INFO ] [CONFIGURE ] HHH: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:36:56.594265] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1518/1890 | Remaining: 372 | Rate: 85.3/min
[2025-11-27T19:36:56.594343] [INFO ] [CONFIGURE ] HHH: Testing feature 21/29: add_range_position
[2025-11-27T19:36:56.594521] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_range_position']
[2025-11-27T19:36:56.778458] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:56.805862] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:56.812544] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:36:57.028381] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:57.141360] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:57.149975] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:36:57.191412] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:57.462410] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:57.490633] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:57.490942] [INFO ] [CONFIGURE ] HERO: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:36:57.491771] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 1519/1890 | Remaining: 371 | Rate: 85.3/min
[2025-11-27T19:36:57.491895] [INFO ] [CONFIGURE ] HERO: Testing feature 29/29: add_vwap
[2025-11-27T19:36:57.491997] [INFO ] [CONFIGURE ] HERO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance', 'add_vwap']
[2025-11-27T19:36:57.502555] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:36:57.575484] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:36:57.827875] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:57.869553] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:36:57.898723] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:57.973371] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:58.165196] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:36:58.234424] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:58.336272] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:36:58.362209] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:36:58.508657] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:36:58.601534] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:58.748099] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:36:58.814592] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:36:58.846565] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:36:58.970049] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:36:58.970341] [INFO ] [CONFIGURE ] HTD: DISCARDED add_price_rejection (score: 80.00%)
[2025-11-27T19:36:58.971191] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 1520/1890 | Remaining: 370 | Rate: 85.2/min
[2025-11-27T19:36:58.971317] [INFO ] [CONFIGURE ] HTD: Testing feature 21/29: add_range_position
[2025-11-27T19:36:58.971421] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_range_position']
[2025-11-27T19:36:59.137636] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:36:59.137942] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:36:59.138784] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 1521/1890 | Remaining: 369 | Rate: 85.3/min
[2025-11-27T19:36:59.138899] [INFO ] [CONFIGURE ] HRZN: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:36:59.138993] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-27T19:36:59.183313] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:36:59.259069] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:36:59.347506] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:36:59.456216] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:36:59.521468] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:36:59.704748] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:36:59.727778] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:59.768857] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:36:59.860614] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:00.095987] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:00.107537] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:00.183107] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:00.200667] [DEBUG] [FORECASTER] HERO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:00.432718] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:00.488776] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:00.548052] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:00.659862] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:00.807133] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:01.009432] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:01.050958] [DEBUG] [FORECASTER] HERO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:01.051239] [INFO ] [CONFIGURE ] HERO: DISCARDED add_vwap (score: 70.00%)
[2025-11-27T19:37:01.052016] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 1522/1890 | Remaining: 368 | Rate: 85.2/min
[2025-11-27T19:37:01.052128] [INFO ] [CONFIGURE ] HERO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:37:01.052217] [INFO ] [CONFIGURE ] HERO: Best accuracy: 90.00%
[2025-11-27T19:37:01.052304] [INFO ] [CONFIGURE ] HERO: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-27T19:37:01.052389] [INFO ] [CONFIGURE ] HERO: Improvement over baseline: 60.00%
[2025-11-27T19:37:01.052471] [INFO ] [CONFIGURE ] HERO: Total time: 1.5 minutes
[2025-11-27T19:37:01.052552] [INFO ] [CONFIGURE ] HERO: Average time per feature: 3.2 seconds
[2025-11-27T19:37:01.052651] [INFO ] [CONFIGURE ] HERO: Average speed: 0.31 features/sec
[2025-11-27T19:37:01.052909] [INFO ] [LOCAL     ] Saved configuration for HERO: 4 features, 90.00% accuracy -> ./output/feature-sets/HERO.json
[2025-11-27T19:37:01.053009] [INFO ] [CONFIGURE ] HERO: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-27T19:37:01.053693] [INFO ] [sig       ] [49/63] HERO OK in 1m 34s. ETA: 5m 6s. Rate: 2.7 sym/min
[2025-11-27T19:37:01.061754] [INFO ] [CONFIGURE ] HWM: Configurate test run.
[2025-11-27T19:37:01.061876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-11-27T19:37:01.180380] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:01.180591] [INFO ] [CONFIGURE ] HHH: DISCARDED add_range_position (score: 40.00%)
[2025-11-27T19:37:01.181459] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 1523/1890 | Remaining: 367 | Rate: 85.2/min
[2025-11-27T19:37:01.181586] [INFO ] [CONFIGURE ] HHH: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:37:01.181681] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-11-27T19:37:01.250940] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:01.260657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-11-27T19:37:01.261311] [INFO ] [CONFIGURE ] HWM: Testing with 29 available features
[2025-11-27T19:37:01.261368] [INFO ] [CONFIGURE ] HWM: Establishing baseline with no features...
[2025-11-27T19:37:01.441529] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:01.538778] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:01.571400] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:01.720179] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:01.721895] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:37:01.859011] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:01.906142] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:01.916368] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:02.097248] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:02.240424] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:02.260459] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:02.270072] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:02.283747] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:02.464147] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:02.584419] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:02.584588] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:37:02.585377] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 1524/1890 | Remaining: 366 | Rate: 85.2/min
[2025-11-27T19:37:02.585524] [INFO ] [CONFIGURE ] HRZN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:37:02.585630] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-27T19:37:02.643194] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:02.651633] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:02.753772] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:02.823641] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:02.910308] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:03.015775] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:03.028175] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:03.028507] [INFO ] [CONFIGURE ] HTD: DISCARDED add_range_position (score: 80.00%)
[2025-11-27T19:37:03.029280] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 1525/1890 | Remaining: 365 | Rate: 85.2/min
[2025-11-27T19:37:03.029404] [INFO ] [CONFIGURE ] HTD: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:37:03.029507] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-11-27T19:37:03.194176] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:03.194447] [INFO ] [CONFIGURE ] HWM: Baseline score (no features): 30.00%
[2025-11-27T19:37:03.194906] [INFO ] [CONFIGURE ] HWM: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:37:03.195016] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:37:03.239224] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:03.271397] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:03.419187] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:03.467438] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:03.558503] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:03.649851] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:37:03.798074] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:03.878850] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:03.882377] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:03.914436] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:04.107989] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:04.208455] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:04.326916] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:04.339148] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:04.385160] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:37:04.534348] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:04.567099] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:04.799095] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:04.852252] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:04.852972] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:04.863022] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:05.031027] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:05.187938] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:05.264347] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:05.326788] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:05.372261] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:05.498649] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:05.498942] [INFO ] [CONFIGURE ] HWM: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-27T19:37:05.499874] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 1527/1890 | Remaining: 363 | Rate: 85.1/min
[2025-11-27T19:37:05.500001] [INFO ] [CONFIGURE ] HWM: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:37:05.500114] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:37:05.527463] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:05.768681] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:05.789652] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:05.860564] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:05.860882] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:37:05.861675] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 1528/1890 | Remaining: 362 | Rate: 85.1/min
[2025-11-27T19:37:05.861793] [INFO ] [CONFIGURE ] HRZN: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:37:05.861886] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-27T19:37:05.900038] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:06.065261] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:06.196832] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:06.208039] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:06.344007] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:06.421077] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:06.421357] [INFO ] [CONFIGURE ] HHH: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:37:06.422178] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 1529/1890 | Remaining: 361 | Rate: 85.1/min
[2025-11-27T19:37:06.422298] [INFO ] [CONFIGURE ] HHH: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:37:06.422400] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-11-27T19:37:06.542545] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:06.627832] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:06.648611] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:06.841163] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:06.880154] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:06.903844] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:07.096210] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:07.183940] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:07.220179] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:07.266039] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:07.463062] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:07.546777] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:07.546940] [INFO ] [CONFIGURE ] HTD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:37:07.547708] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 1530/1890 | Remaining: 360 | Rate: 85.1/min
[2025-11-27T19:37:07.547772] [INFO ] [CONFIGURE ] HTD: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:37:07.547810] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-11-27T19:37:07.555825] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:37:07.683467] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:07.740078] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:07.890763] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:07.899298] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:08.020588] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:08.109955] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:08.227619] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:08.252675] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:08.304281] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:08.304591] [INFO ] [CONFIGURE ] HWM: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:37:08.305418] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 1531/1890 | Remaining: 359 | Rate: 85.1/min
[2025-11-27T19:37:08.305530] [INFO ] [CONFIGURE ] HWM: Testing feature 3/29: add_daily_returns
[2025-11-27T19:37:08.305644] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:37:08.534969] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:08.573770] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:08.592667] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:08.607532] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:08.882051] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:37:08.918665] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:08.963326] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:08.968753] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:09.167284] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:09.262560] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:09.262885] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:37:09.263716] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 1532/1890 | Remaining: 358 | Rate: 85.1/min
[2025-11-27T19:37:09.263831] [INFO ] [CONFIGURE ] HRZN: Testing feature 28/29: add_volume_profile
[2025-11-27T19:37:09.263933] [INFO ] [CONFIGURE ] HRZN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-27T19:37:09.316095] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:37:09.397716] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:09.448322] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:09.591888] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:09.668820] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:09.734812] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:09.831156] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:09.924723] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:10.024173] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:10.028154] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:37:10.267430] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:10.270182] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:10.325069] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:10.378549] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:10.594220] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:10.618891] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:10.723271] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:10.723618] [INFO ] [CONFIGURE ] HHH: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:37:10.724455] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 1533/1890 | Remaining: 357 | Rate: 85.0/min
[2025-11-27T19:37:10.724592] [INFO ] [CONFIGURE ] HHH: Testing feature 24/29: add_rsi
[2025-11-27T19:37:10.724697] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-11-27T19:37:10.750121] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:10.911433] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:10.924814] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:11.111756] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:11.112039] [INFO ] [CONFIGURE ] HTD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:37:11.112911] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 1534/1890 | Remaining: 356 | Rate: 85.0/min
[2025-11-27T19:37:11.113025] [INFO ] [CONFIGURE ] HTD: Testing feature 24/29: add_rsi
[2025-11-27T19:37:11.113127] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-11-27T19:37:11.197059] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:11.201108] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:11.201405] [INFO ] [CONFIGURE ] HWM: KEPT add_daily_returns (score: 70.00%)
[2025-11-27T19:37:11.202222] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 1535/1890 | Remaining: 355 | Rate: 85.1/min
[2025-11-27T19:37:11.202357] [INFO ] [CONFIGURE ] HWM: Testing feature 4/29: add_ema
[2025-11-27T19:37:11.202454] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-11-27T19:37:11.252433] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:11.517035] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:11.542180] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:11.579776] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:11.664470] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:11.886422] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:11.910404] [DEBUG] [FORECASTER] HRZN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:11.938850] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:12.142401] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:12.228359] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:12.244127] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:12.367300] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:12.575469] [DEBUG] [FORECASTER] HRZN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:12.575803] [INFO ] [CONFIGURE ] HRZN: DISCARDED add_volume_profile (score: 50.00%)
[2025-11-27T19:37:12.576561] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 1536/1890 | Remaining: 354 | Rate: 85.0/min
[2025-11-27T19:37:12.576688] [INFO ] [CONFIGURE ] HRZN: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:37:12.576779] [INFO ] [CONFIGURE ] HRZN: Best accuracy: 70.00%
[2025-11-27T19:37:12.576868] [INFO ] [CONFIGURE ] HRZN: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-27T19:37:12.576953] [INFO ] [CONFIGURE ] HRZN: Improvement over baseline: 20.00%
[2025-11-27T19:37:12.577039] [INFO ] [CONFIGURE ] HRZN: Total time: 1.5 minutes
[2025-11-27T19:37:12.577123] [INFO ] [CONFIGURE ] HRZN: Average time per feature: 3.2 seconds
[2025-11-27T19:37:12.577206] [INFO ] [CONFIGURE ] HRZN: Average speed: 0.33 features/sec
[2025-11-27T19:37:12.577488] [INFO ] [LOCAL     ] Saved configuration for HRZN: 3 features, 70.00% accuracy -> ./output/feature-sets/HRZN.json
[2025-11-27T19:37:12.577602] [INFO ] [CONFIGURE ] HRZN: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-27T19:37:12.578660] [INFO ] [sig       ] [50/63] HRZN OK in 1m 30s. ETA: 4m 42s. Rate: 2.8 sym/min
[2025-11-27T19:37:12.579935] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:12.580867] [INFO ] [CONFIGURE ] IBTM: Configurate test run.
[2025-11-27T19:37:12.580933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-11-27T19:37:12.591985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-11-27T19:37:12.592482] [INFO ] [CONFIGURE ] IBTM: Testing with 29 available features
[2025-11-27T19:37:12.592606] [INFO ] [CONFIGURE ] IBTM: Establishing baseline with no features...
[2025-11-27T19:37:12.611832] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:12.767744] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:12.769156] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:12.924909] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:12.943593] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:13.084937] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:13.115995] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:13.167962] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:37:13.270457] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:13.294444] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:37:13.471710] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:13.560919] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:13.584353] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:13.618891] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:13.650534] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:13.825662] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:13.962417] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:13.994682] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:14.002524] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:14.053991] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:14.185188] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:14.312353] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:14.366804] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:14.367069] [INFO ] [CONFIGURE ] IBTM: Baseline score (no features): 40.00%
[2025-11-27T19:37:14.367478] [INFO ] [CONFIGURE ] IBTM: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:37:14.367606] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:37:14.393660] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:14.542059] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:14.589307] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:14.660189] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:14.660480] [INFO ] [CONFIGURE ] HWM: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:37:14.661297] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1538/1890 | Remaining: 352 | Rate: 85.0/min
[2025-11-27T19:37:14.661406] [INFO ] [CONFIGURE ] HWM: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:37:14.661513] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:37:14.795710] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:14.807853] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:14.993473] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:15.024857] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:15.031740] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:15.198996] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:15.199192] [INFO ] [CONFIGURE ] HTD: DISCARDED add_rsi (score: 80.00%)
[2025-11-27T19:37:15.200117] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1539/1890 | Remaining: 351 | Rate: 85.0/min
[2025-11-27T19:37:15.200234] [INFO ] [CONFIGURE ] HTD: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:37:15.200338] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-11-27T19:37:15.241540] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:37:15.323224] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:15.460004] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:15.517870] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:15.518196] [INFO ] [CONFIGURE ] HHH: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:37:15.518985] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1540/1890 | Remaining: 350 | Rate: 85.0/min
[2025-11-27T19:37:15.519114] [INFO ] [CONFIGURE ] HHH: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:37:15.519235] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-11-27T19:37:15.538522] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:15.656507] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:15.680825] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:15.878927] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:15.900709] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:37:15.932856] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:15.989644] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:16.121883] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:16.218389] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:16.319199] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:16.341347] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:16.344747] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:16.560086] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:16.595288] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:16.595592] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:37:16.596381] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1541/1890 | Remaining: 349 | Rate: 85.0/min
[2025-11-27T19:37:16.596517] [INFO ] [CONFIGURE ] IBTM: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:37:16.596651] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:37:16.655095] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:16.759120] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:16.821632] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:16.900602] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:16.986027] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:17.050560] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:17.178162] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:17.249737] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:17.310293] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:17.324714] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:17.540446] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:17.595447] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:17.602908] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:17.661535] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:17.768727] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:17.944549] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:17.999814] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:18.000073] [INFO ] [CONFIGURE ] HWM: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-27T19:37:18.000848] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1542/1890 | Remaining: 348 | Rate: 84.9/min
[2025-11-27T19:37:18.000958] [INFO ] [CONFIGURE ] HWM: Testing feature 6/29: add_failed_moves
[2025-11-27T19:37:18.001049] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-27T19:37:18.001976] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:18.027281] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:18.235400] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:18.289497] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:18.290544] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:18.443117] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:18.469957] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:18.574380] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:18.638923] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:18.639210] [INFO ] [CONFIGURE ] HTD: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:37:18.640113] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1543/1890 | Remaining: 347 | Rate: 84.9/min
[2025-11-27T19:37:18.640255] [INFO ] [CONFIGURE ] HTD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:37:18.640387] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-11-27T19:37:18.702381] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:18.860017] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:18.864443] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:18.932125] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:18.932403] [INFO ] [CONFIGURE ] IBTM: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:37:18.933164] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1544/1890 | Remaining: 346 | Rate: 85.0/min
[2025-11-27T19:37:18.933274] [INFO ] [CONFIGURE ] IBTM: Testing feature 3/29: add_daily_returns
[2025-11-27T19:37:18.933323] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:37:18.995232] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:19.154909] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:19.172486] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:19.284298] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:19.343319] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:19.411424] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:19.444707] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:19.655681] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:19.693185] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:19.705504] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:19.705706] [INFO ] [CONFIGURE ] HHH: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:37:19.706660] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1545/1890 | Remaining: 345 | Rate: 85.0/min
[2025-11-27T19:37:19.706789] [INFO ] [CONFIGURE ] HHH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:37:19.706892] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-11-27T19:37:19.735312] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:19.901909] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:20.026357] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:20.042733] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:20.123459] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:20.146139] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:20.314338] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:20.387717] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:20.389818] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:20.539103] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:20.605208] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:20.635502] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:20.741877] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:20.881058] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:20.899727] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:20.899972] [INFO ] [CONFIGURE ] HWM: KEPT add_failed_moves (score: 80.00%)
[2025-11-27T19:37:20.900812] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 1546/1890 | Remaining: 344 | Rate: 84.9/min
[2025-11-27T19:37:20.900923] [INFO ] [CONFIGURE ] HWM: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:37:20.901013] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_lag_shelf']
[2025-11-27T19:37:20.959923] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:21.106359] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:21.125781] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:21.194241] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:21.367170] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:21.367351] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:37:21.368228] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 1547/1890 | Remaining: 343 | Rate: 85.0/min
[2025-11-27T19:37:21.368340] [INFO ] [CONFIGURE ] IBTM: Testing feature 4/29: add_ema
[2025-11-27T19:37:21.368432] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:37:21.378710] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:21.462715] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:21.486419] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:21.647099] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:21.780099] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:21.802066] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:21.823525] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:21.924889] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:22.075991] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:22.185204] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:22.185513] [INFO ] [CONFIGURE ] HTD: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:37:22.186426] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 1548/1890 | Remaining: 342 | Rate: 84.9/min
[2025-11-27T19:37:22.186546] [INFO ] [CONFIGURE ] HTD: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:37:22.186664] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-11-27T19:37:22.203373] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:22.229380] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:22.370733] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:22.493373] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:22.568971] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:22.677474] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:22.711380] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:22.847433] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:22.975834] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:23.069742] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:23.155692] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:23.160544] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:23.395027] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:23.419013] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:23.471813] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:23.599070] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:23.732818] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:23.761319] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:23.777511] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:24.023721] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:24.024031] [INFO ] [CONFIGURE ] HHH: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-11-27T19:37:24.024901] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 1549/1890 | Remaining: 341 | Rate: 84.9/min
[2025-11-27T19:37:24.025029] [INFO ] [CONFIGURE ] HHH: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:37:24.025134] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-11-27T19:37:24.045560] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:24.045861] [INFO ] [CONFIGURE ] HWM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:37:24.046732] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 1550/1890 | Remaining: 340 | Rate: 84.9/min
[2025-11-27T19:37:24.046849] [INFO ] [CONFIGURE ] HWM: Testing feature 8/29: add_macd
[2025-11-27T19:37:24.046943] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-11-27T19:37:24.084488] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:24.132644] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:37:24.386085] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:24.386396] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:37:24.387168] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 1551/1890 | Remaining: 339 | Rate: 84.9/min
[2025-11-27T19:37:24.387277] [INFO ] [CONFIGURE ] IBTM: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:37:24.387368] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:37:24.444076] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:24.450222] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:24.502974] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:24.668003] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:24.836005] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:24.880652] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:37:24.890792] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:24.958094] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:25.230447] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:25.242178] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:25.255911] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:25.313677] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:25.523506] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:25.619439] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:25.631336] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:25.736587] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:25.799744] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:25.994868] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:25.995172] [INFO ] [CONFIGURE ] HTD: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-11-27T19:37:25.996032] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 1552/1890 | Remaining: 338 | Rate: 84.9/min
[2025-11-27T19:37:25.996151] [INFO ] [CONFIGURE ] HTD: Testing feature 28/29: add_volume_profile
[2025-11-27T19:37:25.996251] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-11-27T19:37:26.037767] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:26.082657] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:26.182200] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:26.354474] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:26.363224] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:26.448507] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:26.610030] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:26.640119] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:26.711477] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:26.838987] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:26.921824] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:27.038688] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:27.078958] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:27.204058] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:27.204210] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:37:27.204936] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 1553/1890 | Remaining: 337 | Rate: 84.8/min
[2025-11-27T19:37:27.204994] [INFO ] [CONFIGURE ] IBTM: Testing feature 6/29: add_failed_moves
[2025-11-27T19:37:27.205045] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:37:27.234762] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:27.435272] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:27.438430] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:27.468492] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:27.634160] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:27.665316] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:27.795104] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:27.895954] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:27.897202] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:28.029417] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:28.029729] [INFO ] [CONFIGURE ] HWM: DISCARDED add_macd (score: 80.00%)
[2025-11-27T19:37:28.030505] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 1554/1890 | Remaining: 336 | Rate: 84.8/min
[2025-11-27T19:37:28.030626] [INFO ] [CONFIGURE ] HWM: Testing feature 9/29: add_mfi
[2025-11-27T19:37:28.030719] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_mfi']
[2025-11-27T19:37:28.127133] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:28.160360] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:37:28.323507] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:28.323828] [INFO ] [CONFIGURE ] HHH: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:37:28.324688] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 1555/1890 | Remaining: 335 | Rate: 84.9/min
[2025-11-27T19:37:28.324818] [INFO ] [CONFIGURE ] HHH: Testing feature 28/29: add_volume_profile
[2025-11-27T19:37:28.324922] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-11-27T19:37:28.335259] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:28.358980] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:28.526461] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:37:28.602725] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:28.640665] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:37:28.749832] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:28.859120] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:28.886952] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:28.947926] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:29.114141] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:29.177039] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:29.252860] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:29.262392] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:29.349297] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:29.588405] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:29.590285] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:29.590608] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:37:29.591516] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 1556/1890 | Remaining: 334 | Rate: 84.8/min
[2025-11-27T19:37:29.591643] [INFO ] [CONFIGURE ] IBTM: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:37:29.591736] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:37:29.619191] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:29.619513] [INFO ] [CONFIGURE ] HTD: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:37:29.620361] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 1557/1890 | Remaining: 333 | Rate: 84.9/min
[2025-11-27T19:37:29.620481] [INFO ] [CONFIGURE ] HTD: Testing feature 29/29: add_vwap
[2025-11-27T19:37:29.620592] [INFO ] [CONFIGURE ] HTD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_vwap']
[2025-11-27T19:37:29.623844] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:29.815026] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:29.901904] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:29.981760] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:30.035436] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:30.042481] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:30.212373] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:30.254880] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:30.336478] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:30.462102] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:30.478249] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:30.521858] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:30.700033] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:30.700782] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:30.833103] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:30.877320] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:30.926088] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:31.062498] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:31.148602] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:31.148903] [INFO ] [CONFIGURE ] HWM: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:37:31.149718] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 1558/1890 | Remaining: 332 | Rate: 84.8/min
[2025-11-27T19:37:31.149830] [INFO ] [CONFIGURE ] HWM: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:37:31.149924] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:37:31.171684] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:31.298533] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:31.398447] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:31.434978] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:37:31.532852] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:31.622622] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:31.749202] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:31.811820] [DEBUG] [FORECASTER] HTD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:31.846661] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:31.846806] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:37:31.847606] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 1559/1890 | Remaining: 331 | Rate: 84.8/min
[2025-11-27T19:37:31.847688] [INFO ] [CONFIGURE ] IBTM: Testing feature 8/29: add_macd
[2025-11-27T19:37:31.847753] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:37:31.915403] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:32.174213] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:32.176271] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:32.177465] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:32.293684] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:32.498469] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:32.537177] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:32.602200] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:32.602459] [INFO ] [CONFIGURE ] HHH: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:37:32.603239] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 1560/1890 | Remaining: 330 | Rate: 84.8/min
[2025-11-27T19:37:32.603362] [INFO ] [CONFIGURE ] HHH: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:37:32.603460] [INFO ] [CONFIGURE ] HHH: Best accuracy: 70.00%
[2025-11-27T19:37:32.603556] [INFO ] [CONFIGURE ] HHH: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-27T19:37:32.603665] [INFO ] [CONFIGURE ] HHH: Improvement over baseline: 50.00%
[2025-11-27T19:37:32.603756] [INFO ] [CONFIGURE ] HHH: Total time: 1.9 minutes
[2025-11-27T19:37:32.603848] [INFO ] [CONFIGURE ] HHH: Average time per feature: 4.0 seconds
[2025-11-27T19:37:32.603939] [INFO ] [CONFIGURE ] HHH: Average speed: 0.26 features/sec
[2025-11-27T19:37:32.604193] [INFO ] [LOCAL     ] Saved configuration for HHH: 5 features, 70.00% accuracy -> ./output/feature-sets/HHH.json
[2025-11-27T19:37:32.604302] [INFO ] [CONFIGURE ] HHH: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-11-27T19:37:32.605086] [INFO ] [sig       ] [51/63] HHH OK in 1m 53s. ETA: 4m 20s. Rate: 2.8 sym/min
[2025-11-27T19:37:32.606969] [INFO ] [CONFIGURE ] IHD: Configurate test run.
[2025-11-27T19:37:32.607025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-11-27T19:37:32.621421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-11-27T19:37:32.621756] [INFO ] [CONFIGURE ] IHD: Testing with 29 available features
[2025-11-27T19:37:32.621809] [INFO ] [CONFIGURE ] IHD: Establishing baseline with no features...
[2025-11-27T19:37:32.685431] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:32.791153] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:32.828670] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:32.903342] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:32.970728] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:33.085059] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:33.139487] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:33.160144] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:33.262132] [DEBUG] [FORECASTER] HTD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:33.262447] [INFO ] [CONFIGURE ] HTD: DISCARDED add_vwap (score: 70.00%)
[2025-11-27T19:37:33.263304] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 1561/1890 | Remaining: 329 | Rate: 84.8/min
[2025-11-27T19:37:33.263419] [INFO ] [CONFIGURE ] HTD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:37:33.263516] [INFO ] [CONFIGURE ] HTD: Best accuracy: 90.00%
[2025-11-27T19:37:33.263626] [INFO ] [CONFIGURE ] HTD: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-27T19:37:33.263720] [INFO ] [CONFIGURE ] HTD: Improvement over baseline: 60.00%
[2025-11-27T19:37:33.263817] [INFO ] [CONFIGURE ] HTD: Total time: 1.7 minutes
[2025-11-27T19:37:33.263915] [INFO ] [CONFIGURE ] HTD: Average time per feature: 3.4 seconds
[2025-11-27T19:37:33.264006] [INFO ] [CONFIGURE ] HTD: Average speed: 0.29 features/sec
[2025-11-27T19:37:33.264290] [INFO ] [LOCAL     ] Saved configuration for HTD: 4 features, 90.00% accuracy -> ./output/feature-sets/HTD.json
[2025-11-27T19:37:33.264400] [INFO ] [CONFIGURE ] HTD: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-11-27T19:37:33.264976] [INFO ] [sig       ] [52/63] HTD OK in 1m 41s. ETA: 3m 54s. Rate: 2.8 sym/min
[2025-11-27T19:37:33.266368] [INFO ] [CONFIGURE ] IOVA: Configurate test run.
[2025-11-27T19:37:33.266497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-11-27T19:37:33.277254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-11-27T19:37:33.277714] [INFO ] [CONFIGURE ] IOVA: Testing with 29 available features
[2025-11-27T19:37:33.277825] [INFO ] [CONFIGURE ] IOVA: Establishing baseline with no features...
[2025-11-27T19:37:33.309981] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:33.452109] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:33.467232] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:33.481146] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:33.507024] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:33.625428] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:33.653809] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:33.798198] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:33.827674] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:33.835787] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:33.851407] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:33.972401] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:34.004252] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:34.145297] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:37:34.171244] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:34.180247] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:34.244761] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:34.319805] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:34.355184] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:34.355451] [INFO ] [CONFIGURE ] IHD: Baseline score (no features): 50.00%
[2025-11-27T19:37:34.355900] [INFO ] [CONFIGURE ] IHD: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:37:34.356014] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:37:34.495187] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:34.503928] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:34.572873] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:34.636712] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:34.676124] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:34.797705] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:34.847098] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:34.862793] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.007387] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:35.019497] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:35.019806] [INFO ] [CONFIGURE ] HWM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:37:35.020569] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 1563/1890 | Remaining: 327 | Rate: 84.8/min
[2025-11-27T19:37:35.020697] [INFO ] [CONFIGURE ] HWM: Testing feature 11/29: add_obv_daily
[2025-11-27T19:37:35.020787] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_obv_daily']
[2025-11-27T19:37:35.053688] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:35.053988] [INFO ] [CONFIGURE ] IOVA: Baseline score (no features): 40.00%
[2025-11-27T19:37:35.054461] [INFO ] [CONFIGURE ] IOVA: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:37:35.054589] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:37:35.205206] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:35.205523] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:37:35.206352] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 1565/1890 | Remaining: 325 | Rate: 84.9/min
[2025-11-27T19:37:35.206459] [INFO ] [CONFIGURE ] IBTM: Testing feature 9/29: add_mfi
[2025-11-27T19:37:35.206550] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-11-27T19:37:35.218508] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.286974] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:35.340927] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.433322] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:37:35.443502] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.510382] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.647476] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.664930] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:35.682353] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.729489] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:35.862566] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.918840] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:35.947351] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:35.987221] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:36.085536] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:36.164378] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:36.172472] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:36.307139] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:36.311168] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:36.395126] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:36.404801] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:36.521352] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:36.521652] [INFO ] [CONFIGURE ] IHD: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:37:36.522419] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 1566/1890 | Remaining: 324 | Rate: 84.8/min
[2025-11-27T19:37:36.522539] [INFO ] [CONFIGURE ] IHD: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:37:36.522656] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:37:36.621005] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:36.644557] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:36.651336] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:36.745460] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:36.842867] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:36.885111] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:36.968689] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:36.981707] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:37.089516] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:37:37.135429] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:37.195846] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:37.314656] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:37.325998] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:37.326347] [INFO ] [CONFIGURE ] IOVA: KEPT add_bollinger_bands (score: 60.00%)
[2025-11-27T19:37:37.327342] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 1567/1890 | Remaining: 323 | Rate: 84.8/min
[2025-11-27T19:37:37.327477] [INFO ] [CONFIGURE ] IOVA: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:37:37.327597] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:37:37.381622] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:37.423693] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:37.615012] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:37.624848] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:37.625138] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:37:37.626036] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 1568/1890 | Remaining: 322 | Rate: 84.8/min
[2025-11-27T19:37:37.626157] [INFO ] [CONFIGURE ] IBTM: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:37:37.626250] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:37:37.647372] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:37.649161] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:37.875407] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:37.927281] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:37.942736] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:37.992492] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:38.103554] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:38.224151] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:38.258136] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:38.330300] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:38.331502] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:38.331812] [INFO ] [CONFIGURE ] HWM: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:37:38.332676] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 1569/1890 | Remaining: 321 | Rate: 84.8/min
[2025-11-27T19:37:38.332796] [INFO ] [CONFIGURE ] HWM: Testing feature 12/29: add_obv_interval
[2025-11-27T19:37:38.332890] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_obv_interval']
[2025-11-27T19:37:38.515872] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:38.560115] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:38.584487] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:38.644085] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:38.795006] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:38.795163] [INFO ] [CONFIGURE ] IHD: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-11-27T19:37:38.795915] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 1570/1890 | Remaining: 320 | Rate: 84.9/min
[2025-11-27T19:37:38.795975] [INFO ] [CONFIGURE ] IHD: Testing feature 3/29: add_daily_returns
[2025-11-27T19:37:38.796011] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_daily_returns']
[2025-11-27T19:37:38.808641] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:38.899930] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:38.954368] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:38.984212] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:39.104116] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:39.174282] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:39.218366] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:39.264058] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:39.361455] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:39.409128] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:39.545934] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:39.552603] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:39.586231] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:39.704056] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:39.741220] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:39.883170] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:39.901842] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:39.932724] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:39.995809] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:37:40.123418] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:40.200906] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:40.232291] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:40.273880] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:40.274181] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:37:40.275191] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 1571/1890 | Remaining: 319 | Rate: 84.8/min
[2025-11-27T19:37:40.275306] [INFO ] [CONFIGURE ] IOVA: Testing feature 3/29: add_daily_returns
[2025-11-27T19:37:40.275403] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:37:40.316888] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:40.511833] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:40.512140] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:40.524080] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:40.554054] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:40.705723] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:40.705990] [INFO ] [CONFIGURE ] IHD: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-27T19:37:40.706852] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1572/1890 | Remaining: 318 | Rate: 84.8/min
[2025-11-27T19:37:40.706966] [INFO ] [CONFIGURE ] IHD: Testing feature 4/29: add_ema
[2025-11-27T19:37:40.707065] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_ema']
[2025-11-27T19:37:40.749356] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:40.841818] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:40.842103] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:37:40.842938] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1573/1890 | Remaining: 317 | Rate: 84.9/min
[2025-11-27T19:37:40.843045] [INFO ] [CONFIGURE ] IBTM: Testing feature 11/29: add_obv_daily
[2025-11-27T19:37:40.843136] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:37:40.875428] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:40.931448] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:40.999951] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:41.097048] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:41.156291] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:41.195260] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:41.250672] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:41.352021] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:41.380903] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:41.500193] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:41.511727] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:41.512016] [INFO ] [CONFIGURE ] HWM: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-27T19:37:41.512790] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1574/1890 | Remaining: 316 | Rate: 84.9/min
[2025-11-27T19:37:41.512901] [INFO ] [CONFIGURE ] HWM: Testing feature 13/29: add_opening_strength
[2025-11-27T19:37:41.512991] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_opening_strength']
[2025-11-27T19:37:41.605358] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:41.606260] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:41.750779] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:37:41.831133] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:41.833868] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:41.881468] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:42.001146] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:42.063318] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:42.146603] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:42.150566] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:42.239331] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:42.291285] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:42.404650] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:42.471364] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:42.478853] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:37:42.523095] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:42.664545] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:42.721068] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:42.721393] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:37:42.722289] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1575/1890 | Remaining: 315 | Rate: 84.8/min
[2025-11-27T19:37:42.722408] [INFO ] [CONFIGURE ] IOVA: Testing feature 4/29: add_ema
[2025-11-27T19:37:42.722510] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:37:42.751329] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:42.792703] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:42.939889] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:42.979890] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:42.980171] [INFO ] [CONFIGURE ] IHD: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:37:42.981014] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1576/1890 | Remaining: 314 | Rate: 84.9/min
[2025-11-27T19:37:42.981129] [INFO ] [CONFIGURE ] IHD: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:37:42.981228] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:37:43.001590] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:43.115807] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:43.200803] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:43.207394] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:43.269734] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:43.433685] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:43.441331] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:43.466168] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:43.466336] [INFO ] [CONFIGURE ] IBTM: KEPT add_obv_daily (score: 70.00%)
[2025-11-27T19:37:43.467265] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1577/1890 | Remaining: 313 | Rate: 84.9/min
[2025-11-27T19:37:43.467378] [INFO ] [CONFIGURE ] IBTM: Testing feature 12/29: add_obv_interval
[2025-11-27T19:37:43.467429] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-11-27T19:37:43.539657] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:37:43.660909] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:43.742793] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:43.765383] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:43.807526] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:43.886769] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:44.022160] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:44.078789] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:44.094209] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:44.113831] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:44.303683] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:44.342367] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:44.350951] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:37:44.418411] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:44.576041] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:44.584436] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:44.621331] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:44.744602] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:44.744892] [INFO ] [CONFIGURE ] HWM: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:37:44.745671] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1578/1890 | Remaining: 312 | Rate: 84.8/min
[2025-11-27T19:37:44.745784] [INFO ] [CONFIGURE ] HWM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:37:44.745875] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-11-27T19:37:44.806541] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:44.866205] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:44.894200] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:45.038393] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:45.064968] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:45.143980] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:45.166256] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:37:45.273043] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:45.273206] [INFO ] [CONFIGURE ] IHD: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-27T19:37:45.274048] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1579/1890 | Remaining: 311 | Rate: 84.9/min
[2025-11-27T19:37:45.274167] [INFO ] [CONFIGURE ] IHD: Testing feature 6/29: add_failed_moves
[2025-11-27T19:37:45.274217] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_failed_moves']
[2025-11-27T19:37:45.387286] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:45.423316] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:45.453770] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:45.454103] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:37:45.454305] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:45.455012] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 1580/1890 | Remaining: 310 | Rate: 84.9/min
[2025-11-27T19:37:45.455082] [INFO ] [CONFIGURE ] IOVA: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:37:45.455147] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:37:45.633978] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:45.704784] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:45.712110] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:45.744595] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:45.811508] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:45.993147] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:45.996760] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:46.039230] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:46.042806] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:46.173325] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:46.282941] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:46.283230] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:37:46.284082] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 1581/1890 | Remaining: 309 | Rate: 84.9/min
[2025-11-27T19:37:46.284188] [INFO ] [CONFIGURE ] IBTM: Testing feature 13/29: add_opening_strength
[2025-11-27T19:37:46.284278] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:37:46.332760] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:46.355436] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:46.367113] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:46.539505] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:46.622143] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:46.623478] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:46.690209] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:46.726402] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:46.895869] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:46.919183] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:46.944846] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:47.015925] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:47.105872] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:47.106159] [INFO ] [CONFIGURE ] IHD: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-27T19:37:47.106943] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 1582/1890 | Remaining: 308 | Rate: 84.9/min
[2025-11-27T19:37:47.107063] [INFO ] [CONFIGURE ] IHD: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:37:47.107162] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_lag_shelf']
[2025-11-27T19:37:47.173477] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:47.257542] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:47.278296] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:47.349360] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:47.448903] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:47.455117] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:47.569450] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:37:47.626805] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:47.702353] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:47.721788] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:47.801310] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:47.881418] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:47.975901] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:47.996850] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:37:48.042176] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:48.042383] [INFO ] [CONFIGURE ] HWM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:37:48.043398] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 1583/1890 | Remaining: 307 | Rate: 84.9/min
[2025-11-27T19:37:48.043521] [INFO ] [CONFIGURE ] HWM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:37:48.043593] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-11-27T19:37:48.152708] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:48.191764] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:48.273501] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:48.273693] [INFO ] [CONFIGURE ] IOVA: KEPT add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:37:48.274661] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 1584/1890 | Remaining: 306 | Rate: 84.9/min
[2025-11-27T19:37:48.274796] [INFO ] [CONFIGURE ] IOVA: Testing feature 6/29: add_failed_moves
[2025-11-27T19:37:48.274903] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-11-27T19:37:48.330070] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:48.352723] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:48.504948] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:48.506982] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:48.550430] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:48.651184] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:48.683059] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:48.820123] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:48.828637] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:48.857835] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:48.858151] [INFO ] [CONFIGURE ] IHD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:37:48.858935] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 1585/1890 | Remaining: 305 | Rate: 84.9/min
[2025-11-27T19:37:48.859069] [INFO ] [CONFIGURE ] IHD: Testing feature 8/29: add_macd
[2025-11-27T19:37:48.859170] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_vwap', 'add_macd']
[2025-11-27T19:37:48.946918] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:49.106067] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:49.130394] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:49.144844] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:49.246238] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:49.383698] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:49.433216] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:49.441739] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:49.442027] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:37:49.442883] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 1586/1890 | Remaining: 304 | Rate: 84.9/min
[2025-11-27T19:37:49.442991] [INFO ] [CONFIGURE ] IBTM: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:37:49.443080] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-27T19:37:49.547427] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:49.664982] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:49.732134] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:49.746494] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:49.848734] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:49.945590] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:37:50.022336] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:50.039197] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:50.147562] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:50.226361] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:50.310423] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:50.342213] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:50.454972] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:50.509319] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:50.608832] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:50.646808] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:50.760495] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:50.792187] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:37:50.908213] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:50.952737] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:51.066423] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:51.066686] [INFO ] [CONFIGURE ] HWM: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-11-27T19:37:51.067432] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 1587/1890 | Remaining: 303 | Rate: 84.8/min
[2025-11-27T19:37:51.067542] [INFO ] [CONFIGURE ] HWM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:37:51.067650] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-11-27T19:37:51.079548] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:51.079828] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:37:51.080680] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 1588/1890 | Remaining: 302 | Rate: 84.9/min
[2025-11-27T19:37:51.080793] [INFO ] [CONFIGURE ] IOVA: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:37:51.080890] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-11-27T19:37:51.214597] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:51.253449] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:51.360808] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:51.384567] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:51.506386] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:51.560414] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:51.640366] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:51.706347] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:51.821554] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:51.849015] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:51.849330] [INFO ] [CONFIGURE ] IHD: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:37:51.850169] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1589/1890 | Remaining: 301 | Rate: 84.9/min
[2025-11-27T19:37:51.850288] [INFO ] [CONFIGURE ] IHD: Testing feature 9/29: add_mfi
[2025-11-27T19:37:51.850386] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_mfi']
[2025-11-27T19:37:51.922335] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:37:52.024747] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:52.036738] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:52.116697] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:52.206346] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:52.222846] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:52.357915] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:52.412242] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:52.412564] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:52.412864] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:37:52.413716] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1590/1890 | Remaining: 300 | Rate: 84.9/min
[2025-11-27T19:37:52.413824] [INFO ] [CONFIGURE ] IBTM: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:37:52.413913] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-27T19:37:52.488506] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:37:52.602744] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:52.671896] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:37:52.689984] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:52.771746] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:37:52.799386] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:52.965230] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:52.982724] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:52.990795] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:53.057097] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:53.186288] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:53.232980] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:53.301450] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:53.340216] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:53.383222] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:53.500323] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:37:53.579911] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:53.620941] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:53.626907] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:37:53.772590] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:53.774172] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:53.774473] [INFO ] [CONFIGURE ] IHD: DISCARDED add_mfi (score: 30.00%)
[2025-11-27T19:37:53.775246] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1591/1890 | Remaining: 299 | Rate: 84.9/min
[2025-11-27T19:37:53.775366] [INFO ] [CONFIGURE ] IHD: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:37:53.775465] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:37:53.913251] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:53.913512] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:37:53.914363] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1592/1890 | Remaining: 298 | Rate: 84.9/min
[2025-11-27T19:37:53.914478] [INFO ] [CONFIGURE ] IOVA: Testing feature 8/29: add_macd
[2025-11-27T19:37:53.914589] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-27T19:37:53.944300] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:54.041264] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:54.046298] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:54.256347] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:54.262786] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:54.263117] [INFO ] [CONFIGURE ] HWM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:37:54.264018] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1593/1890 | Remaining: 297 | Rate: 84.9/min
[2025-11-27T19:37:54.264150] [INFO ] [CONFIGURE ] HWM: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:37:54.264250] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d']
[2025-11-27T19:37:54.321534] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:54.324200] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:37:54.595428] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:54.604336] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:54.605420] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:54.606601] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:54.875123] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:54.892293] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:54.943542] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:54.951343] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:55.161929] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:55.162208] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-11-27T19:37:55.163049] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1594/1890 | Remaining: 296 | Rate: 84.9/min
[2025-11-27T19:37:55.163169] [INFO ] [CONFIGURE ] IBTM: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:37:55.163265] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-27T19:37:55.174517] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:37:55.265631] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:55.297428] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:55.456976] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:55.459196] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:55.585652] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:55.646892] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:55.743133] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:55.752619] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:55.916563] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:55.989359] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:37:56.035172] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:56.049872] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:56.233203] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:56.324100] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:37:56.340719] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:56.351647] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:37:56.555700] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:37:56.614750] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:56.615047] [INFO ] [CONFIGURE ] IHD: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:37:56.615935] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1595/1890 | Remaining: 295 | Rate: 84.9/min
[2025-11-27T19:37:56.616064] [INFO ] [CONFIGURE ] IHD: Testing feature 11/29: add_obv_daily
[2025-11-27T19:37:56.616116] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_obv_daily']
[2025-11-27T19:37:56.669484] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:56.688913] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:56.834327] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:56.896594] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:56.957666] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:57.039194] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:37:57.041721] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:57.230268] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:57.247115] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:37:57.248885] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:57.386378] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:37:57.386702] [INFO ] [CONFIGURE ] IOVA: KEPT add_macd (score: 80.00%)
[2025-11-27T19:37:57.387547] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1596/1890 | Remaining: 294 | Rate: 84.8/min
[2025-11-27T19:37:57.387674] [INFO ] [CONFIGURE ] IOVA: Testing feature 9/29: add_mfi
[2025-11-27T19:37:57.387774] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-11-27T19:37:57.456291] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:57.527355] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:37:57.560417] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:57.560717] [INFO ] [CONFIGURE ] HWM: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:37:57.561482] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 1597/1890 | Remaining: 293 | Rate: 84.9/min
[2025-11-27T19:37:57.561610] [INFO ] [CONFIGURE ] HWM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:37:57.561705] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-11-27T19:37:57.660792] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:57.747762] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:57.812689] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:57.859176] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:57.874553] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:58.081414] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:58.095486] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:37:58.095776] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-27T19:37:58.096548] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 1598/1890 | Remaining: 292 | Rate: 84.9/min
[2025-11-27T19:37:58.096676] [INFO ] [CONFIGURE ] IBTM: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:37:58.096766] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-27T19:37:58.107913] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:58.156287] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:37:58.291132] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:37:58.391873] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:37:58.455121] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:37:58.470851] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:58.497505] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:37:58.681806] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:58.707250] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:37:58.707514] [INFO ] [CONFIGURE ] IHD: DISCARDED add_obv_daily (score: 30.00%)
[2025-11-27T19:37:58.708329] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 1599/1890 | Remaining: 291 | Rate: 84.9/min
[2025-11-27T19:37:58.708446] [INFO ] [CONFIGURE ] IHD: Testing feature 12/29: add_obv_interval
[2025-11-27T19:37:58.708544] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_obv_interval']
[2025-11-27T19:37:58.762966] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:58.833364] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:37:58.900560] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:37:58.969414] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:37:59.073076] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:59.092656] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:37:59.199136] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:59.256797] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:37:59.283706] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:37:59.369665] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:37:59.476975] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:37:59.540626] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:37:59.559960] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:37:59.668440] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:59.669315] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:37:59.830021] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:37:59.864222] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:37:59.925126] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:37:59.970223] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:00.058283] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:00.112855] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:00.252089] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:00.270665] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:00.304789] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:00.412913] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:00.449615] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:00.572193] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:00.572468] [INFO ] [CONFIGURE ] HWM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:38:00.573245] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 1600/1890 | Remaining: 290 | Rate: 84.8/min
[2025-11-27T19:38:00.573361] [INFO ] [CONFIGURE ] HWM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:38:00.573453] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-11-27T19:38:00.653412] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:00.653721] [INFO ] [CONFIGURE ] IHD: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:38:00.654544] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 1601/1890 | Remaining: 289 | Rate: 84.9/min
[2025-11-27T19:38:00.654680] [INFO ] [CONFIGURE ] IHD: Testing feature 13/29: add_opening_strength
[2025-11-27T19:38:00.654781] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:38:00.681105] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:00.784299] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:00.905802] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:01.070056] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:01.225696] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:01.234929] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:01.235118] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:38:01.235964] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 1602/1890 | Remaining: 288 | Rate: 84.9/min
[2025-11-27T19:38:01.236027] [INFO ] [CONFIGURE ] IOVA: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:38:01.236064] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:38:01.250973] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:01.251117] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:38:01.253220] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 1603/1890 | Remaining: 287 | Rate: 84.9/min
[2025-11-27T19:38:01.253287] [INFO ] [CONFIGURE ] IBTM: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:38:01.253324] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-27T19:38:01.337792] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:01.526970] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:01.541901] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:01.660537] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:01.708405] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:01.849740] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:01.876367] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:01.893322] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:02.124635] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:02.125616] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:02.162487] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:02.190724] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:02.354031] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:02.399786] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:02.487337] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:02.583969] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:02.606998] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:38:02.669795] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:02.783852] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:02.816496] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:02.947124] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:03.048898] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:03.057663] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:03.078480] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:03.229781] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:03.283212] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:03.283490] [INFO ] [CONFIGURE ] IHD: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:38:03.284298] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 1604/1890 | Remaining: 286 | Rate: 84.8/min
[2025-11-27T19:38:03.284413] [INFO ] [CONFIGURE ] IHD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:38:03.284534] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_order_flow_imbalance']
[2025-11-27T19:38:03.390491] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:03.492883] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:03.500165] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:03.509976] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:03.702790] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:03.704820] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:03.705124] [INFO ] [CONFIGURE ] HWM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:38:03.706017] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 1605/1890 | Remaining: 285 | Rate: 84.9/min
[2025-11-27T19:38:03.706157] [INFO ] [CONFIGURE ] HWM: Testing feature 20/29: add_price_rejection
[2025-11-27T19:38:03.706292] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_price_rejection']
[2025-11-27T19:38:03.784756] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:03.929711] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:03.948015] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:04.031975] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:04.051614] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:04.051887] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:38:04.052771] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1606/1890 | Remaining: 284 | Rate: 84.9/min
[2025-11-27T19:38:04.052886] [INFO ] [CONFIGURE ] IBTM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:38:04.052983] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-27T19:38:04.138850] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:04.308065] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:04.346309] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:04.351390] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:04.394978] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:04.557037] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:04.562978] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:04.669043] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:04.769238] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:04.818210] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:04.845337] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:04.980148] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:04.983439] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:05.073507] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:05.191548] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:05.293933] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:05.295305] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:05.341353] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:05.404478] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:05.404755] [INFO ] [CONFIGURE ] IHD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-27T19:38:05.405496] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1607/1890 | Remaining: 283 | Rate: 84.8/min
[2025-11-27T19:38:05.405619] [INFO ] [CONFIGURE ] IHD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:38:05.405710] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_morning_momentum']
[2025-11-27T19:38:05.589208] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:05.608072] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:05.617793] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:05.739513] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:05.739716] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-27T19:38:05.740514] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1608/1890 | Remaining: 282 | Rate: 84.9/min
[2025-11-27T19:38:05.740597] [INFO ] [CONFIGURE ] IOVA: Testing feature 11/29: add_obv_daily
[2025-11-27T19:38:05.740646] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily']
[2025-11-27T19:38:05.774321] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:05.892825] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:05.928301] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:05.958776] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:06.112702] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:06.145224] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:06.170896] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:06.249557] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:06.329591] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:06.448693] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:06.485561] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:06.518085] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:06.571799] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:06.707384] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:06.726988] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:06.727311] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-11-27T19:38:06.728222] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1609/1890 | Remaining: 281 | Rate: 84.8/min
[2025-11-27T19:38:06.728340] [INFO ] [CONFIGURE ] IBTM: Testing feature 20/29: add_price_rejection
[2025-11-27T19:38:06.728441] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection']
[2025-11-27T19:38:06.860664] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:06.890232] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:06.890548] [INFO ] [CONFIGURE ] HWM: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:38:06.891329] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1610/1890 | Remaining: 280 | Rate: 84.9/min
[2025-11-27T19:38:06.891450] [INFO ] [CONFIGURE ] HWM: Testing feature 21/29: add_range_position
[2025-11-27T19:38:06.891503] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_range_position']
[2025-11-27T19:38:06.896225] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:07.024498] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:07.092219] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:07.227226] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:07.258587] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:07.283973] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:07.284262] [INFO ] [CONFIGURE ] IHD: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-11-27T19:38:07.285084] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1611/1890 | Remaining: 279 | Rate: 84.9/min
[2025-11-27T19:38:07.285199] [INFO ] [CONFIGURE ] IHD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:38:07.285294] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_overnight_gap']
[2025-11-27T19:38:07.303046] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:07.485909] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:07.553891] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:07.581993] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:07.644659] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:07.686299] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:07.864829] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:38:07.888223] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:07.890080] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:08.025962] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:08.095859] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:08.148189] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:08.222001] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:08.300401] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:08.406910] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:08.432472] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:08.504843] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:08.553466] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:08.710093] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:08.721962] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:08.787195] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:08.889510] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:08.918310] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:09.020945] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:09.126174] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:09.169293] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:09.228499] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:09.313955] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:09.339042] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:09.339345] [INFO ] [CONFIGURE ] IHD: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-11-27T19:38:09.340243] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1612/1890 | Remaining: 278 | Rate: 84.8/min
[2025-11-27T19:38:09.340391] [INFO ] [CONFIGURE ] IHD: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:38:09.340495] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_return_2d']
[2025-11-27T19:38:09.547846] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:09.548163] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-27T19:38:09.549020] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1613/1890 | Remaining: 277 | Rate: 84.8/min
[2025-11-27T19:38:09.549134] [INFO ] [CONFIGURE ] IOVA: Testing feature 12/29: add_obv_interval
[2025-11-27T19:38:09.549224] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval']
[2025-11-27T19:38:09.557810] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:09.567786] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:09.604589] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:09.604878] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:38:09.605727] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 1614/1890 | Remaining: 276 | Rate: 84.9/min
[2025-11-27T19:38:09.605849] [INFO ] [CONFIGURE ] IBTM: Testing feature 21/29: add_range_position
[2025-11-27T19:38:09.605901] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position']
[2025-11-27T19:38:09.773943] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:09.916020] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:09.917269] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:09.933103] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:09.992484] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:10.241639] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:10.293487] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:10.341392] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:10.341809] [INFO ] [CONFIGURE ] HWM: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:38:10.343018] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 1615/1890 | Remaining: 275 | Rate: 84.9/min
[2025-11-27T19:38:10.343177] [INFO ] [CONFIGURE ] HWM: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:38:10.343321] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_realized_volatility']
[2025-11-27T19:38:10.400268] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:10.477163] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:10.692833] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:10.757425] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:10.822031] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:10.851852] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:11.015297] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:38:11.019182] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:11.224509] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:11.238634] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:11.242357] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:11.330378] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:11.454335] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:11.605476] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:11.652509] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:11.679194] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:11.680782] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:11.680939] [INFO ] [CONFIGURE ] IHD: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:38:11.681711] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 1616/1890 | Remaining: 274 | Rate: 84.8/min
[2025-11-27T19:38:11.681773] [INFO ] [CONFIGURE ] IHD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:38:11.681828] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d']
[2025-11-27T19:38:11.877342] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:11.961063] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:11.981169] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:12.085330] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:12.146232] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:12.272873] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:12.278610] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:12.346729] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:12.475718] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:12.576633] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:12.599144] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:12.665549] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:12.713397] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:12.864313] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:12.914475] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:12.914805] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:38:12.915563] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 1617/1890 | Remaining: 273 | Rate: 84.8/min
[2025-11-27T19:38:12.915698] [INFO ] [CONFIGURE ] IBTM: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:38:12.915798] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility']
[2025-11-27T19:38:12.991623] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:13.058590] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:13.081461] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:13.257278] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:13.309659] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:13.396306] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:13.447269] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:13.449260] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:13.449557] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-27T19:38:13.450434] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 1618/1890 | Remaining: 272 | Rate: 84.8/min
[2025-11-27T19:38:13.450542] [INFO ] [CONFIGURE ] IOVA: Testing feature 13/29: add_opening_strength
[2025-11-27T19:38:13.450650] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:38:13.631998] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:13.632145] [INFO ] [CONFIGURE ] IHD: KEPT add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:38:13.632884] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 1619/1890 | Remaining: 271 | Rate: 84.9/min
[2025-11-27T19:38:13.632944] [INFO ] [CONFIGURE ] IHD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:38:13.632980] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-11-27T19:38:13.679222] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:13.793791] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:13.822820] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:13.847901] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:14.020169] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:14.048887] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:14.194718] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:14.216021] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:14.259595] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:14.417364] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:14.430961] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:14.601742] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:14.602013] [INFO ] [CONFIGURE ] HWM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:38:14.602830] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 1620/1890 | Remaining: 270 | Rate: 84.8/min
[2025-11-27T19:38:14.602948] [INFO ] [CONFIGURE ] HWM: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:38:14.603048] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_recent_range_context']
[2025-11-27T19:38:14.615769] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:14.668090] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:38:14.807161] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:14.818448] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:14.909989] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:15.019191] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:15.074831] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:15.187982] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:15.217470] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:15.221195] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:15.422215] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:15.485343] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:15.520628] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:15.561119] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:38:15.623861] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:15.624150] [INFO ] [CONFIGURE ] IHD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:38:15.625027] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 1621/1890 | Remaining: 269 | Rate: 84.8/min
[2025-11-27T19:38:15.625136] [INFO ] [CONFIGURE ] IHD: Testing feature 20/29: add_price_rejection
[2025-11-27T19:38:15.625229] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_price_rejection']
[2025-11-27T19:38:15.826312] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:15.846662] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:15.899790] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:15.937621] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:16.078605] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:16.132552] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:16.301489] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:16.309788] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:16.315195] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:16.439388] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:16.539521] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:16.686436] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:16.686732] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:38:16.687490] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 1622/1890 | Remaining: 268 | Rate: 84.8/min
[2025-11-27T19:38:16.687621] [INFO ] [CONFIGURE ] IBTM: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:38:16.687723] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context']
[2025-11-27T19:38:16.746143] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:16.756080] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:16.770178] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:16.958486] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:16.990813] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:17.079354] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:17.172868] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:17.215716] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:17.234369] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:17.394968] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:17.454355] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:17.519027] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:17.586345] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:17.586675] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:38:17.587515] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1623/1890 | Remaining: 267 | Rate: 84.8/min
[2025-11-27T19:38:17.587646] [INFO ] [CONFIGURE ] IOVA: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:38:17.587742] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance']
[2025-11-27T19:38:17.690056] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:17.702892] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:17.703150] [INFO ] [CONFIGURE ] HWM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:38:17.703935] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1624/1890 | Remaining: 266 | Rate: 84.8/min
[2025-11-27T19:38:17.704056] [INFO ] [CONFIGURE ] HWM: Testing feature 24/29: add_rsi
[2025-11-27T19:38:17.704155] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-11-27T19:38:17.830315] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:17.923489] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:17.923793] [INFO ] [CONFIGURE ] IHD: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:38:17.924706] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1625/1890 | Remaining: 265 | Rate: 84.8/min
[2025-11-27T19:38:17.924819] [INFO ] [CONFIGURE ] IHD: Testing feature 21/29: add_range_position
[2025-11-27T19:38:17.924911] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position']
[2025-11-27T19:38:18.014076] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:18.071654] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:18.108551] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:18.166536] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:18.386685] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:18.395727] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:18.408747] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:18.432820] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:18.639452] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:18.664072] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:18.781953] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:18.794636] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:18.873272] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:18.950943] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:19.118961] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:19.161524] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:19.186369] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:19.233872] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:19.347760] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:19.513965] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:19.514253] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:38:19.515026] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1626/1890 | Remaining: 264 | Rate: 84.8/min
[2025-11-27T19:38:19.515143] [INFO ] [CONFIGURE ] IBTM: Testing feature 24/29: add_rsi
[2025-11-27T19:38:19.515243] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-27T19:38:19.544596] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:19.571071] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:19.576956] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:19.803272] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:19.842301] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:19.919954] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:19.961773] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:20.031063] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:20.168259] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:20.259300] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:20.259619] [INFO ] [CONFIGURE ] IHD: KEPT add_range_position (score: 70.00%)
[2025-11-27T19:38:20.260448] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1627/1890 | Remaining: 263 | Rate: 84.8/min
[2025-11-27T19:38:20.260555] [INFO ] [CONFIGURE ] IHD: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:38:20.260664] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position', 'add_realized_volatility']
[2025-11-27T19:38:20.277788] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:20.350850] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:20.493297] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:20.593539] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:20.634794] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:20.749040] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:20.821364] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:20.927685] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:20.998318] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:21.148067] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:21.152823] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:21.258418] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:21.354513] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:21.354810] [INFO ] [CONFIGURE ] HWM: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:38:21.355564] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1628/1890 | Remaining: 262 | Rate: 84.8/min
[2025-11-27T19:38:21.355695] [INFO ] [CONFIGURE ] HWM: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:38:21.355796] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_tick_distribution']
[2025-11-27T19:38:21.492103] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:21.542301] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:21.542608] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:38:21.543365] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1629/1890 | Remaining: 261 | Rate: 84.8/min
[2025-11-27T19:38:21.543479] [INFO ] [CONFIGURE ] IOVA: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:38:21.543593] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-27T19:38:21.593840] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:21.660981] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:21.828056] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:21.914012] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:21.929225] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:21.957960] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:22.158327] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:22.255765] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:22.267213] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:22.278073] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:22.485161] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:22.555932] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:22.606543] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:22.645097] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:22.819364] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:22.819674] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:38:22.820480] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1630/1890 | Remaining: 260 | Rate: 84.7/min
[2025-11-27T19:38:22.820614] [INFO ] [CONFIGURE ] IBTM: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:38:22.820743] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution']
[2025-11-27T19:38:22.853818] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:22.943845] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:23.024352] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:23.089481] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:23.150820] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:23.277969] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:23.358193] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:23.393822] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:23.451178] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:23.616565] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:23.616873] [INFO ] [CONFIGURE ] IHD: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:38:23.617723] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 1631/1890 | Remaining: 259 | Rate: 84.7/min
[2025-11-27T19:38:23.617829] [INFO ] [CONFIGURE ] IHD: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:38:23.617918] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position', 'add_recent_range_context']
[2025-11-27T19:38:23.630678] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:23.756172] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:23.772487] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:23.862321] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:23.900782] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:24.059096] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:24.107600] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:24.148834] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:24.173432] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:24.357271] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:24.365224] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:24.365508] [INFO ] [CONFIGURE ] HWM: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:38:24.366315] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1632/1890 | Remaining: 258 | Rate: 84.7/min
[2025-11-27T19:38:24.366424] [INFO ] [CONFIGURE ] HWM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:38:24.366529] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-11-27T19:38:24.447694] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:24.526542] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:24.604798] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:24.691378] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:24.717819] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:24.852421] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:24.897478] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:24.984859] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:25.017255] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:25.099311] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:25.251410] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:25.271548] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:25.271862] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-27T19:38:25.272664] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1633/1890 | Remaining: 257 | Rate: 84.7/min
[2025-11-27T19:38:25.272783] [INFO ] [CONFIGURE ] IOVA: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:38:25.272834] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-27T19:38:25.342629] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:25.346820] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:25.519835] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:25.519999] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:38:25.520754] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1634/1890 | Remaining: 256 | Rate: 84.8/min
[2025-11-27T19:38:25.520823] [INFO ] [CONFIGURE ] IBTM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:38:25.520874] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-27T19:38:25.601630] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:25.654968] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:25.666115] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:25.793829] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:25.861377] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:25.973878] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:26.038902] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:26.065356] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:26.113239] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:26.113516] [INFO ] [CONFIGURE ] IHD: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:38:26.114394] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1635/1890 | Remaining: 255 | Rate: 84.8/min
[2025-11-27T19:38:26.114505] [INFO ] [CONFIGURE ] IHD: Testing feature 24/29: add_rsi
[2025-11-27T19:38:26.114618] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position', 'add_ema', 'add_rsi']
[2025-11-27T19:38:26.281899] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:26.336137] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:26.411082] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:26.415651] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:38:26.596317] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:26.610863] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:26.713653] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:26.802549] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:26.884778] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:26.911153] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:27.014194] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:38:27.159663] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:27.183989] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:27.230863] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:27.310311] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:27.431955] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:27.545750] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:27.546034] [INFO ] [CONFIGURE ] HWM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:38:27.546839] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1636/1890 | Remaining: 254 | Rate: 84.7/min
[2025-11-27T19:38:27.546955] [INFO ] [CONFIGURE ] HWM: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:38:27.547056] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence']
[2025-11-27T19:38:27.567632] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:27.608203] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:27.709221] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:27.866843] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:27.915313] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:27.948954] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:27.984233] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:28.183407] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:28.217413] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:28.258564] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:28.258849] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:38:28.259613] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1637/1890 | Remaining: 253 | Rate: 84.7/min
[2025-11-27T19:38:28.259731] [INFO ] [CONFIGURE ] IBTM: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:38:28.259792] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-27T19:38:28.333527] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:28.521903] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:28.536489] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:28.543561] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:28.724390] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:28.830458] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:28.832197] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:28.854987] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:29.114217] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:29.114520] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:38:29.115337] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1638/1890 | Remaining: 252 | Rate: 84.7/min
[2025-11-27T19:38:29.115447] [INFO ] [CONFIGURE ] IOVA: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:38:29.115499] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d']
[2025-11-27T19:38:29.118163] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:29.145183] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:29.145372] [INFO ] [CONFIGURE ] IHD: DISCARDED add_rsi (score: 20.00%)
[2025-11-27T19:38:29.146290] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1639/1890 | Remaining: 251 | Rate: 84.7/min
[2025-11-27T19:38:29.146398] [INFO ] [CONFIGURE ] IHD: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:38:29.146489] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position', 'add_tick_distribution']
[2025-11-27T19:38:29.179311] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:29.388419] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:29.405494] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:29.502273] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:29.511003] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:29.629215] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:29.693662] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:29.852062] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:29.870877] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:29.887741] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:29.981790] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:30.107961] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:30.184253] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:30.266977] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:30.276434] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:38:30.357856] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:30.515226] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:30.555008] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:30.610835] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:30.657430] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:30.844119] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:30.851321] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:30.851704] [INFO ] [CONFIGURE ] HWM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:38:30.852523] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 1640/1890 | Remaining: 250 | Rate: 84.7/min
[2025-11-27T19:38:30.852685] [INFO ] [CONFIGURE ] HWM: Testing feature 28/29: add_volume_profile
[2025-11-27T19:38:30.852740] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_profile']
[2025-11-27T19:38:30.855708] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:31.046893] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:31.124478] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:31.133003] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:31.133274] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:38:31.134049] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 1641/1890 | Remaining: 249 | Rate: 84.7/min
[2025-11-27T19:38:31.134167] [INFO ] [CONFIGURE ] IBTM: Testing feature 28/29: add_volume_profile
[2025-11-27T19:38:31.134265] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_profile']
[2025-11-27T19:38:31.193348] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:31.396489] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:31.408652] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:31.428783] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:31.516430] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:31.661040] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:31.661212] [INFO ] [CONFIGURE ] IHD: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:38:31.662057] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 1642/1890 | Remaining: 248 | Rate: 84.7/min
[2025-11-27T19:38:31.662122] [INFO ] [CONFIGURE ] IHD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:38:31.662160] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-11-27T19:38:31.688829] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:31.817280] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:31.859316] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:31.939625] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:31.965262] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:32.191623] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:32.196092] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:32.213627] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:32.246307] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:32.449354] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:32.513607] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:32.521692] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:32.602055] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:32.695934] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:32.800512] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:32.836177] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:32.950902] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:32.991439] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:32.991774] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-11-27T19:38:32.992601] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 1643/1890 | Remaining: 247 | Rate: 84.7/min
[2025-11-27T19:38:32.992714] [INFO ] [CONFIGURE ] IOVA: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:38:32.992804] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-27T19:38:33.079205] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:33.166769] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:33.209987] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:33.348235] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:33.360308] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:33.466715] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:33.506436] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:33.642459] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:33.699295] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:33.725664] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:33.846267] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:33.929048] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:33.929320] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:38:33.930093] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 1644/1890 | Remaining: 246 | Rate: 84.7/min
[2025-11-27T19:38:33.930211] [INFO ] [CONFIGURE ] IBTM: Testing feature 29/29: add_vwap
[2025-11-27T19:38:33.930312] [INFO ] [CONFIGURE ] IBTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_vwap']
[2025-11-27T19:38:33.985195] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:34.054857] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:34.185797] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:34.186117] [INFO ] [CONFIGURE ] HWM: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:38:34.186914] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 1645/1890 | Remaining: 245 | Rate: 84.7/min
[2025-11-27T19:38:34.187038] [INFO ] [CONFIGURE ] HWM: Testing feature 29/29: add_vwap
[2025-11-27T19:38:34.187142] [INFO ] [CONFIGURE ] HWM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_vwap']
[2025-11-27T19:38:34.212465] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:34.247305] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:34.247478] [INFO ] [CONFIGURE ] IHD: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:38:34.248457] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 1646/1890 | Remaining: 244 | Rate: 84.7/min
[2025-11-27T19:38:34.248568] [INFO ] [CONFIGURE ] IHD: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:38:34.248674] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position', 'add_volume_price_divergence']
[2025-11-27T19:38:34.408752] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:34.494345] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:34.508847] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:34.521037] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:34.765406] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:34.768465] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:34.777739] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:34.851963] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:35.029155] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:35.062554] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:35.124268] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:35.173909] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:35.286027] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:35.350351] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:35.484259] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:35.496996] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:35.544737] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:35.638548] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:35.807748] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:35.823535] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:35.845503] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:35.923427] [DEBUG] [FORECASTER] IBTM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:36.075836] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:36.149803] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:36.205957] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:36.209537] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:36.345872] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:36.471847] [DEBUG] [FORECASTER] HWM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:36.497654] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:36.567698] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:36.567981] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:38:36.568808] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 1647/1890 | Remaining: 243 | Rate: 84.6/min
[2025-11-27T19:38:36.568920] [INFO ] [CONFIGURE ] IOVA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:38:36.569028] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-27T19:38:36.620400] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:36.787322] [DEBUG] [FORECASTER] IBTM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:36.787567] [INFO ] [CONFIGURE ] IBTM: DISCARDED add_vwap (score: 40.00%)
[2025-11-27T19:38:36.788368] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 1648/1890 | Remaining: 242 | Rate: 84.7/min
[2025-11-27T19:38:36.788486] [INFO ] [CONFIGURE ] IBTM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:38:36.788597] [INFO ] [CONFIGURE ] IBTM: Best accuracy: 70.00%
[2025-11-27T19:38:36.788695] [INFO ] [CONFIGURE ] IBTM: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:38:36.788787] [INFO ] [CONFIGURE ] IBTM: Improvement over baseline: 30.00%
[2025-11-27T19:38:36.788877] [INFO ] [CONFIGURE ] IBTM: Total time: 1.4 minutes
[2025-11-27T19:38:36.788968] [INFO ] [CONFIGURE ] IBTM: Average time per feature: 2.8 seconds
[2025-11-27T19:38:36.789059] [INFO ] [CONFIGURE ] IBTM: Average speed: 0.35 features/sec
[2025-11-27T19:38:36.789322] [INFO ] [LOCAL     ] Saved configuration for IBTM: 2 features, 70.00% accuracy -> ./output/feature-sets/IBTM.json
[2025-11-27T19:38:36.789429] [INFO ] [CONFIGURE ] IBTM: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-27T19:38:36.790731] [INFO ] [sig       ] [53/63] IBTM OK in 1m 24s. ETA: 3m 40s. Rate: 2.7 sym/min
[2025-11-27T19:38:36.792962] [INFO ] [CONFIGURE ] KFS: Configurate test run.
[2025-11-27T19:38:36.793076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-11-27T19:38:36.796144] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:36.836055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-11-27T19:38:36.836436] [INFO ] [CONFIGURE ] KFS: Testing with 29 available features
[2025-11-27T19:38:36.836543] [INFO ] [CONFIGURE ] KFS: Establishing baseline with no features...
[2025-11-27T19:38:36.885747] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:36.885923] [INFO ] [CONFIGURE ] IHD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:38:36.886742] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1649/1890 | Remaining: 241 | Rate: 84.7/min
[2025-11-27T19:38:36.886909] [INFO ] [CONFIGURE ] IHD: Testing feature 28/29: add_volume_profile
[2025-11-27T19:38:36.887005] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position', 'add_volume_profile']
[2025-11-27T19:38:36.938329] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:37.011834] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:37.117590] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:37.138900] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:37.188196] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:37.302447] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:37.365190] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:37.390707] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:37.443896] [DEBUG] [FORECASTER] HWM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:37.444068] [INFO ] [CONFIGURE ] HWM: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:38:37.444809] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1650/1890 | Remaining: 240 | Rate: 84.7/min
[2025-11-27T19:38:37.444885] [INFO ] [CONFIGURE ] HWM: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:38:37.444930] [INFO ] [CONFIGURE ] HWM: Best accuracy: 80.00%
[2025-11-27T19:38:37.444990] [INFO ] [CONFIGURE ] HWM: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-11-27T19:38:37.445033] [INFO ] [CONFIGURE ] HWM: Improvement over baseline: 50.00%
[2025-11-27T19:38:37.445071] [INFO ] [CONFIGURE ] HWM: Total time: 1.6 minutes
[2025-11-27T19:38:37.445109] [INFO ] [CONFIGURE ] HWM: Average time per feature: 3.2 seconds
[2025-11-27T19:38:37.445148] [INFO ] [CONFIGURE ] HWM: Average speed: 0.31 features/sec
[2025-11-27T19:38:37.445350] [INFO ] [LOCAL     ] Saved configuration for HWM: 4 features, 80.00% accuracy -> ./output/feature-sets/HWM.json
[2025-11-27T19:38:37.445403] [INFO ] [CONFIGURE ] HWM: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-27T19:38:37.445788] [INFO ] [sig       ] [54/63] HWM OK in 1m 36s. ETA: 3m 15s. Rate: 2.8 sym/min
[2025-11-27T19:38:37.447353] [INFO ] [CONFIGURE ] KMI: Configurate test run.
[2025-11-27T19:38:37.447475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-11-27T19:38:37.458198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-11-27T19:38:37.458633] [INFO ] [CONFIGURE ] KMI: Testing with 29 available features
[2025-11-27T19:38:37.458744] [INFO ] [CONFIGURE ] KMI: Establishing baseline with no features...
[2025-11-27T19:38:37.542477] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:38:37.633356] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:37.641296] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:37.669269] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:37.721543] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:37.809379] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:37.893667] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:37.900021] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:37.987203] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:38.035937] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:38.079075] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:38.143704] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:38.168786] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:38.259415] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:38:38.352540] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:38.400291] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:38.404194] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:38.441793] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:38.531514] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:38:38.625403] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:38.625654] [INFO ] [CONFIGURE ] KFS: Baseline score (no features): 40.00%
[2025-11-27T19:38:38.626080] [INFO ] [CONFIGURE ] KFS: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:38:38.626193] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:38:38.660885] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:38.711659] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:38.757066] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:38.844978] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:38.891186] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:38.918064] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:39.065071] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:39.066965] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:39.113321] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:39.181441] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:39.247750] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:39.248046] [INFO ] [CONFIGURE ] KMI: Baseline score (no features): 60.00%
[2025-11-27T19:38:39.248500] [INFO ] [CONFIGURE ] KMI: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:38:39.248634] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:38:39.286064] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:39.441298] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:39.441604] [INFO ] [CONFIGURE ] IHD: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-27T19:38:39.442480] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1653/1890 | Remaining: 237 | Rate: 84.7/min
[2025-11-27T19:38:39.442610] [INFO ] [CONFIGURE ] IHD: Testing feature 29/29: add_vwap
[2025-11-27T19:38:39.442706] [INFO ] [CONFIGURE ] IHD: Testing with features: ['add_pbf_volatility_5d', 'add_range_position', 'add_vwap']
[2025-11-27T19:38:39.467075] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:39.469491] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:39.507822] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:38:39.687128] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:39.701927] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:39.730794] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:39.829358] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:39.933265] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:39.954720] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:39.964438] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:40.152830] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:40.175270] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:40.189528] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:40.189863] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:38:40.190732] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1654/1890 | Remaining: 236 | Rate: 84.7/min
[2025-11-27T19:38:40.190843] [INFO ] [CONFIGURE ] IOVA: Testing feature 20/29: add_price_rejection
[2025-11-27T19:38:40.190934] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection']
[2025-11-27T19:38:40.234900] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:40.376594] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:40.406452] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:38:40.496384] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:40.569115] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:40.596467] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:40.630199] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:40.757918] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:38:40.819934] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:40.857085] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:40.857380] [INFO ] [CONFIGURE ] KFS: KEPT add_bollinger_bands (score: 50.00%)
[2025-11-27T19:38:40.858206] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1655/1890 | Remaining: 235 | Rate: 84.7/min
[2025-11-27T19:38:40.858333] [INFO ] [CONFIGURE ] KFS: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:38:40.858433] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:38:40.946684] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:41.027029] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:41.045068] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:41.129116] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:41.272729] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:41.289881] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:41.329787] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:38:41.398245] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:41.501158] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:41.501471] [INFO ] [CONFIGURE ] KMI: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-11-27T19:38:41.502266] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1656/1890 | Remaining: 234 | Rate: 84.7/min
[2025-11-27T19:38:41.502385] [INFO ] [CONFIGURE ] KMI: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:38:41.502485] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:38:41.554098] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:41.673808] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:41.714328] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:41.734297] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:41.816999] [DEBUG] [FORECASTER] IHD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:41.949125] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:41.970690] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:42.087058] [DEBUG] [FORECASTER] IHD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:42.087236] [INFO ] [CONFIGURE ] IHD: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:38:42.088034] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1657/1890 | Remaining: 233 | Rate: 84.7/min
[2025-11-27T19:38:42.088130] [INFO ] [CONFIGURE ] IHD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:38:42.088301] [INFO ] [CONFIGURE ] IHD: Best accuracy: 70.00%
[2025-11-27T19:38:42.088395] [INFO ] [CONFIGURE ] IHD: Best feature set (2 features): ['add_pbf_volatility_5d', 'add_range_position']
[2025-11-27T19:38:42.088483] [INFO ] [CONFIGURE ] IHD: Improvement over baseline: 20.00%
[2025-11-27T19:38:42.088568] [INFO ] [CONFIGURE ] IHD: Total time: 1.1 minutes
[2025-11-27T19:38:42.088672] [INFO ] [CONFIGURE ] IHD: Average time per feature: 2.3 seconds
[2025-11-27T19:38:42.088759] [INFO ] [CONFIGURE ] IHD: Average speed: 0.43 features/sec
[2025-11-27T19:38:42.089013] [INFO ] [LOCAL     ] Saved configuration for IHD: 2 features, 70.00% accuracy -> ./output/feature-sets/IHD.json
[2025-11-27T19:38:42.089130] [INFO ] [CONFIGURE ] IHD: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-11-27T19:38:42.090392] [INFO ] [CONFIGURE ] KTOS: Configurate test run.
[2025-11-27T19:38:42.090510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-11-27T19:38:42.090650] [INFO ] [sig       ] [55/63] IHD OK in 1m 9s. ETA: 2m 51s. Rate: 2.8 sym/min
[2025-11-27T19:38:42.101749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-11-27T19:38:42.102221] [INFO ] [CONFIGURE ] KTOS: Testing with 29 available features
[2025-11-27T19:38:42.102328] [INFO ] [CONFIGURE ] KTOS: Establishing baseline with no features...
[2025-11-27T19:38:42.102675] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:42.206920] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:42.225427] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:42.276127] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:42.438278] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:42.448697] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:42.486283] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:42.503775] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:42.623289] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:42.671530] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:42.806186] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:42.809506] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:42.866273] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:42.903259] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:42.983382] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:43.103228] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:38:43.134131] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:43.154499] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:43.249763] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:43.325791] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:43.366446] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:43.390068] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:43.498931] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:43.617088] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:43.638050] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:43.674701] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:43.695357] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:38:43.695676] [INFO ] [CONFIGURE ] KFS: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-11-27T19:38:43.696478] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1658/1890 | Remaining: 232 | Rate: 84.7/min
[2025-11-27T19:38:43.696623] [INFO ] [CONFIGURE ] KFS: Testing feature 3/29: add_daily_returns
[2025-11-27T19:38:43.696728] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:38:43.850719] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:43.850980] [INFO ] [CONFIGURE ] KTOS: Baseline score (no features): 60.00%
[2025-11-27T19:38:43.851403] [INFO ] [CONFIGURE ] KTOS: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:38:43.851509] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:38:43.854816] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:43.855130] [INFO ] [CONFIGURE ] KMI: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:38:43.855969] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1660/1890 | Remaining: 230 | Rate: 84.8/min
[2025-11-27T19:38:43.856093] [INFO ] [CONFIGURE ] KMI: Testing feature 3/29: add_daily_returns
[2025-11-27T19:38:43.856196] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns']
[2025-11-27T19:38:43.941549] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:44.026657] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.026944] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:38:44.027754] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1661/1890 | Remaining: 229 | Rate: 84.8/min
[2025-11-27T19:38:44.027867] [INFO ] [CONFIGURE ] IOVA: Testing feature 21/29: add_range_position
[2025-11-27T19:38:44.027961] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position']
[2025-11-27T19:38:44.053756] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.068802] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.184500] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:44.254405] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:44.287425] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.424869] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.425023] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.449736] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:44.507173] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:44.647209] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.669766] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:38:44.727829] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.820693] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:44.845085] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:44.915680] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:44.950454] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:45.041882] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:45.155821] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:45.170008] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:45.215317] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:45.239082] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:45.389144] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:45.400919] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:45.437174] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:45.610565] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:45.619813] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:45.636218] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:45.643688] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:38:45.831758] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:45.837697] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:45.838002] [INFO ] [CONFIGURE ] KMI: KEPT add_daily_returns (score: 80.00%)
[2025-11-27T19:38:45.838845] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1662/1890 | Remaining: 228 | Rate: 84.7/min
[2025-11-27T19:38:45.838969] [INFO ] [CONFIGURE ] KMI: Testing feature 4/29: add_ema
[2025-11-27T19:38:45.839071] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_ema']
[2025-11-27T19:38:45.886602] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:46.018775] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:46.051771] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:46.052042] [INFO ] [CONFIGURE ] KTOS: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-27T19:38:46.052853] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1663/1890 | Remaining: 227 | Rate: 84.8/min
[2025-11-27T19:38:46.052964] [INFO ] [CONFIGURE ] KTOS: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:38:46.053054] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:38:46.088857] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:46.127715] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:46.127991] [INFO ] [CONFIGURE ] KFS: KEPT add_daily_returns (score: 60.00%)
[2025-11-27T19:38:46.128784] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1664/1890 | Remaining: 226 | Rate: 84.8/min
[2025-11-27T19:38:46.128902] [INFO ] [CONFIGURE ] KFS: Testing feature 4/29: add_ema
[2025-11-27T19:38:46.128952] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-11-27T19:38:46.323017] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:46.338675] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:46.420362] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:46.421546] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:46.592067] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:46.595117] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:46.721441] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:46.829344] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:46.845902] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:46.862761] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:47.013347] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:47.097559] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:47.133409] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:47.253396] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:47.309597] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:38:47.347294] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:47.407107] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:47.600447] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:47.607932] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:47.655776] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:47.684524] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:38:47.853370] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:47.908881] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:47.959149] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:48.052769] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:48.053027] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_range_position (score: 80.00%)
[2025-11-27T19:38:48.053793] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1665/1890 | Remaining: 225 | Rate: 84.7/min
[2025-11-27T19:38:48.053902] [INFO ] [CONFIGURE ] IOVA: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:38:48.053991] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility']
[2025-11-27T19:38:48.102930] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:48.205356] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:48.237397] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:48.354917] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:48.355228] [INFO ] [CONFIGURE ] KMI: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:38:48.356011] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1666/1890 | Remaining: 224 | Rate: 84.7/min
[2025-11-27T19:38:48.356128] [INFO ] [CONFIGURE ] KMI: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:38:48.356244] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:38:48.514022] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:48.517168] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:38:48.527258] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:48.606729] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:48.807838] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:48.808155] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:38:48.808984] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1667/1890 | Remaining: 223 | Rate: 84.8/min
[2025-11-27T19:38:48.809042] [INFO ] [CONFIGURE ] KTOS: Testing feature 3/29: add_daily_returns
[2025-11-27T19:38:48.809079] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:38:48.821664] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:48.855212] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:38:48.975813] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:49.042530] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:49.106925] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:49.124642] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:49.124932] [INFO ] [CONFIGURE ] KFS: DISCARDED add_ema (score: 50.00%)
[2025-11-27T19:38:49.125712] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1668/1890 | Remaining: 222 | Rate: 84.8/min
[2025-11-27T19:38:49.125831] [INFO ] [CONFIGURE ] KFS: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:38:49.125931] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:38:49.286088] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:49.358048] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:49.416466] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:49.465044] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:38:49.519051] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:49.607234] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:49.714766] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:49.760452] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:49.858716] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:49.939514] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:49.991069] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:50.010629] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:50.107164] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:50.223225] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:38:50.310288] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:50.357752] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:50.432385] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:50.458306] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:50.609409] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:50.610382] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:50.692617] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:50.863637] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:50.863955] [INFO ] [CONFIGURE ] KMI: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:38:50.864737] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1669/1890 | Remaining: 221 | Rate: 84.7/min
[2025-11-27T19:38:50.864861] [INFO ] [CONFIGURE ] KMI: Testing feature 6/29: add_failed_moves
[2025-11-27T19:38:50.864959] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-11-27T19:38:50.907681] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:50.929006] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:50.953350] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:51.063497] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:51.170388] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:51.170705] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_daily_returns (score: 60.00%)
[2025-11-27T19:38:51.171610] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1670/1890 | Remaining: 220 | Rate: 84.7/min
[2025-11-27T19:38:51.171723] [INFO ] [CONFIGURE ] KTOS: Testing feature 4/29: add_ema
[2025-11-27T19:38:51.171817] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:38:51.210746] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:38:51.267326] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:51.456632] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:51.466103] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:51.499446] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:51.513108] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:38:51.669605] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:51.738221] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:51.825161] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:51.872676] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:51.974886] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:52.014385] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:52.076207] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:52.139381] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:38:52.139697] [INFO ] [CONFIGURE ] KFS: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-11-27T19:38:52.140471] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1671/1890 | Remaining: 219 | Rate: 84.7/min
[2025-11-27T19:38:52.140604] [INFO ] [CONFIGURE ] KFS: Testing feature 6/29: add_failed_moves
[2025-11-27T19:38:52.140723] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-11-27T19:38:52.286543] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:52.286750] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:52.390535] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:52.440723] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:52.499142] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:52.557551] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:52.638556] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:52.713483] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:52.833061] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:38:52.890865] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:52.908370] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:52.908681] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:38:52.909427] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1672/1890 | Remaining: 218 | Rate: 84.7/min
[2025-11-27T19:38:52.909539] [INFO ] [CONFIGURE ] IOVA: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:38:52.909646] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context']
[2025-11-27T19:38:52.929797] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:52.930090] [INFO ] [CONFIGURE ] KMI: DISCARDED add_failed_moves (score: 70.00%)
[2025-11-27T19:38:52.931009] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1673/1890 | Remaining: 217 | Rate: 84.8/min
[2025-11-27T19:38:52.931147] [INFO ] [CONFIGURE ] KMI: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:38:52.931259] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-11-27T19:38:53.110751] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:53.133455] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:53.146997] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:38:53.274833] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:53.336245] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:53.393604] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:53.395370] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:53.535219] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:53.642889] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:53.645561] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:53.677868] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:53.737918] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:53.902111] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:53.941547] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:53.962209] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:53.962395] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_ema (score: 70.00%)
[2025-11-27T19:38:53.963401] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1674/1890 | Remaining: 216 | Rate: 84.7/min
[2025-11-27T19:38:53.963539] [INFO ] [CONFIGURE ] KTOS: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:38:53.963608] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:38:54.013825] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:38:54.145202] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:54.160293] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:38:54.245837] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:54.342611] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:54.379892] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:54.417843] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:38:54.534163] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:54.537537] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:54.680643] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:54.680941] [INFO ] [CONFIGURE ] KFS: DISCARDED add_failed_moves (score: 50.00%)
[2025-11-27T19:38:54.681765] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1675/1890 | Remaining: 215 | Rate: 84.7/min
[2025-11-27T19:38:54.681885] [INFO ] [CONFIGURE ] KFS: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:38:54.681987] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-11-27T19:38:54.737830] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:54.775711] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:54.809973] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:54.934962] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:54.935255] [INFO ] [CONFIGURE ] KMI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-11-27T19:38:54.936120] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1676/1890 | Remaining: 214 | Rate: 84.8/min
[2025-11-27T19:38:54.936245] [INFO ] [CONFIGURE ] KMI: Testing feature 8/29: add_macd
[2025-11-27T19:38:54.936349] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-11-27T19:38:54.936493] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:55.087826] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:55.148631] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:55.181708] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:55.247304] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:38:55.369849] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:55.430351] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:38:55.522507] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:55.553996] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:55.659132] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:38:55.678815] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:55.874275] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:55.893551] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:55.927223] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:55.934691] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:56.177413] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:56.204665] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:38:56.214097] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:56.269626] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:56.450476] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:38:56.496889] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:56.529518] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:56.647104] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:56.647339] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_recent_range_context (score: 60.00%)
[2025-11-27T19:38:56.648158] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1677/1890 | Remaining: 213 | Rate: 84.7/min
[2025-11-27T19:38:56.648270] [INFO ] [CONFIGURE ] IOVA: Testing feature 24/29: add_rsi
[2025-11-27T19:38:56.648360] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-27T19:38:56.702216] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:38:56.777832] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:56.777992] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-11-27T19:38:56.778811] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1678/1890 | Remaining: 212 | Rate: 84.7/min
[2025-11-27T19:38:56.778996] [INFO ] [CONFIGURE ] KTOS: Testing feature 6/29: add_failed_moves
[2025-11-27T19:38:56.779086] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:38:56.852474] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:38:56.951702] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:57.002263] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:57.060730] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:57.182304] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:57.205747] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:38:57.206053] [INFO ] [CONFIGURE ] KFS: KEPT add_lag_shelf (score: 70.00%)
[2025-11-27T19:38:57.206873] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1679/1890 | Remaining: 211 | Rate: 84.8/min
[2025-11-27T19:38:57.206995] [INFO ] [CONFIGURE ] KFS: Testing feature 8/29: add_macd
[2025-11-27T19:38:57.207099] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-11-27T19:38:57.224148] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:57.450129] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:57.476590] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:57.493235] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:38:57.572847] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:38:57.676076] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:57.804387] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:38:57.891486] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:57.899080] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:38:57.935925] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:38:58.119998] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:38:58.120307] [INFO ] [CONFIGURE ] KMI: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:38:58.121366] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1680/1890 | Remaining: 210 | Rate: 84.8/min
[2025-11-27T19:38:58.121483] [INFO ] [CONFIGURE ] KMI: Testing feature 9/29: add_mfi
[2025-11-27T19:38:58.121784] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-11-27T19:38:58.136414] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:58.305132] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:58.305943] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:58.336853] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:58.371288] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:58.549562] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:38:58.603959] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:58.666032] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:38:58.725066] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:38:58.766664] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:38:58.836244] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:38:58.982803] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:38:59.030891] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:59.066166] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:38:59.066442] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-27T19:38:59.067268] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1681/1890 | Remaining: 209 | Rate: 84.7/min
[2025-11-27T19:38:59.067334] [INFO ] [CONFIGURE ] KTOS: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:38:59.067429] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:38:59.156665] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:38:59.197591] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:38:59.285020] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:38:59.399906] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:38:59.411416] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:38:59.509714] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:38:59.606103] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:38:59.624883] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:38:59.735729] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:38:59.768181] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:38:59.839696] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:38:59.959117] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:00.054610] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:00.056750] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:00.150906] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:00.181017] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:00.271616] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:00.271921] [INFO ] [CONFIGURE ] KMI: DISCARDED add_mfi (score: 80.00%)
[2025-11-27T19:39:00.272767] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1682/1890 | Remaining: 208 | Rate: 84.7/min
[2025-11-27T19:39:00.272889] [INFO ] [CONFIGURE ] KMI: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:39:00.272942] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:39:00.408499] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:00.471417] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:00.522214] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:00.567695] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:00.642939] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:00.868562] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:00.992756] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:00.993052] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_rsi (score: 80.00%)
[2025-11-27T19:39:00.993903] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1683/1890 | Remaining: 207 | Rate: 84.7/min
[2025-11-27T19:39:00.994011] [INFO ] [CONFIGURE ] IOVA: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:39:00.994104] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution']
[2025-11-27T19:39:01.021869] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:01.037860] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:01.038249] [INFO ] [CONFIGURE ] KFS: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:39:01.039106] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1684/1890 | Remaining: 206 | Rate: 84.7/min
[2025-11-27T19:39:01.039228] [INFO ] [CONFIGURE ] KFS: Testing feature 9/29: add_mfi
[2025-11-27T19:39:01.039332] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_mfi']
[2025-11-27T19:39:01.148315] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:01.306634] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:01.395239] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:01.395417] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-11-27T19:39:01.396248] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1685/1890 | Remaining: 205 | Rate: 84.8/min
[2025-11-27T19:39:01.396321] [INFO ] [CONFIGURE ] KTOS: Testing feature 8/29: add_macd
[2025-11-27T19:39:01.396371] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:39:01.464556] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:01.593610] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:01.610007] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:01.760629] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:01.762391] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:01.875333] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:01.976725] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:02.082400] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:02.123335] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:02.139701] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:02.346749] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:39:02.383372] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:02.402080] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:02.466877] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:02.666131] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:02.689639] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:02.710449] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:02.801055] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:02.954482] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:02.989168] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:03.069325] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:03.141832] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:03.230516] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:03.305709] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:03.435616] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:03.476059] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:03.502038] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:03.602566] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:03.602904] [INFO ] [CONFIGURE ] KMI: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:39:03.603764] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1686/1890 | Remaining: 204 | Rate: 84.7/min
[2025-11-27T19:39:03.603874] [INFO ] [CONFIGURE ] KMI: Testing feature 11/29: add_obv_daily
[2025-11-27T19:39:03.603971] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-11-27T19:39:03.775501] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:03.775824] [INFO ] [CONFIGURE ] KFS: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:39:03.776676] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1687/1890 | Remaining: 203 | Rate: 84.7/min
[2025-11-27T19:39:03.776794] [INFO ] [CONFIGURE ] KFS: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:39:03.776897] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:39:03.810324] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:03.828102] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:03.832181] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:04.097251] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:04.122219] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:04.173494] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:04.186068] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:04.328560] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:04.470531] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:04.521539] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:04.556834] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:04.559754] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:04.798949] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:04.818533] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:04.864243] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:04.864566] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:39:04.865451] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1688/1890 | Remaining: 202 | Rate: 84.7/min
[2025-11-27T19:39:04.865566] [INFO ] [CONFIGURE ] KTOS: Testing feature 9/29: add_mfi
[2025-11-27T19:39:04.865677] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:39:04.932806] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:04.933113] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-11-27T19:39:04.933980] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1689/1890 | Remaining: 201 | Rate: 84.7/min
[2025-11-27T19:39:04.934098] [INFO ] [CONFIGURE ] IOVA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:39:04.934200] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-27T19:39:05.029715] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:05.101098] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:05.163982] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:05.258645] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:05.308147] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:05.335088] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:05.490507] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:05.511840] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:05.569485] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:05.681338] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:05.720785] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:05.804640] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:05.873435] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:05.951087] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:05.951377] [INFO ] [CONFIGURE ] KMI: DISCARDED add_obv_daily (score: 50.00%)
[2025-11-27T19:39:05.952201] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1690/1890 | Remaining: 200 | Rate: 84.7/min
[2025-11-27T19:39:05.952312] [INFO ] [CONFIGURE ] KMI: Testing feature 12/29: add_obv_interval
[2025-11-27T19:39:05.952404] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-11-27T19:39:06.056303] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:39:06.070044] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:06.171201] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:06.219002] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:06.312181] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:06.399558] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:06.427659] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:06.555186] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:06.566819] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:06.617293] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:06.793824] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:06.799751] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:06.835889] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:06.907608] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:07.034518] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:07.060312] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:07.179857] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:39:07.254262] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:07.254564] [INFO ] [CONFIGURE ] KFS: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-11-27T19:39:07.255401] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1691/1890 | Remaining: 199 | Rate: 84.7/min
[2025-11-27T19:39:07.255526] [INFO ] [CONFIGURE ] KFS: Testing feature 11/29: add_obv_daily
[2025-11-27T19:39:07.255646] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-11-27T19:39:07.271702] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:07.271961] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_mfi (score: 70.00%)
[2025-11-27T19:39:07.272839] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1692/1890 | Remaining: 198 | Rate: 84.7/min
[2025-11-27T19:39:07.272947] [INFO ] [CONFIGURE ] KTOS: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:39:07.273036] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:39:07.298230] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:07.512845] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:07.541293] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:07.554422] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:07.581484] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:07.728803] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:07.819181] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:07.899855] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:07.934549] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:07.945099] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:39:08.099603] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:08.158344] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:08.158645] [INFO ] [CONFIGURE ] KMI: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:39:08.159396] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1693/1890 | Remaining: 197 | Rate: 84.7/min
[2025-11-27T19:39:08.159506] [INFO ] [CONFIGURE ] KMI: Testing feature 13/29: add_opening_strength
[2025-11-27T19:39:08.159611] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-11-27T19:39:08.215121] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:08.312782] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:08.378060] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:08.392601] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:08.528865] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:08.623080] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:08.654663] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:08.693024] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:08.693346] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:39:08.694230] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1694/1890 | Remaining: 196 | Rate: 84.7/min
[2025-11-27T19:39:08.694353] [INFO ] [CONFIGURE ] IOVA: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:39:08.694454] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence']
[2025-11-27T19:39:08.840896] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:08.855654] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:08.934722] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:09.077369] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:09.089875] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:09.156188] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:09.215306] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:09.324277] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:09.457390] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:09.470073] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:09.491551] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:09.559681] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:09.775351] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:09.785398] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:09.800523] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:09.836436] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:39:10.038960] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:10.059783] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:10.060086] [INFO ] [CONFIGURE ] KFS: KEPT add_obv_daily (score: 80.00%)
[2025-11-27T19:39:10.060882] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1695/1890 | Remaining: 195 | Rate: 84.7/min
[2025-11-27T19:39:10.061002] [INFO ] [CONFIGURE ] KFS: Testing feature 12/29: add_obv_interval
[2025-11-27T19:39:10.061101] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_obv_interval']
[2025-11-27T19:39:10.111442] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:10.225238] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:10.274614] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:10.351053] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:10.434618] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:10.434937] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-11-27T19:39:10.435793] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1696/1890 | Remaining: 194 | Rate: 84.7/min
[2025-11-27T19:39:10.435902] [INFO ] [CONFIGURE ] KTOS: Testing feature 11/29: add_obv_daily
[2025-11-27T19:39:10.435996] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:39:10.513557] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:10.513853] [INFO ] [CONFIGURE ] KMI: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:39:10.514629] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1697/1890 | Remaining: 193 | Rate: 84.7/min
[2025-11-27T19:39:10.514746] [INFO ] [CONFIGURE ] KMI: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:39:10.514839] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-11-27T19:39:10.602288] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:10.644042] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:10.686092] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:10.745071] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:10.937478] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:10.939644] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:10.977484] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:10.986032] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:11.192297] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:11.209346] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:11.234262] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:39:11.361605] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:11.440102] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:11.446534] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:11.524096] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:11.675987] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:11.706344] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:11.746043] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:11.821608] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:11.907217] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:11.959288] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:12.123618] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:39:12.134108] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:12.143244] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:12.212502] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:12.376613] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:12.419295] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:12.465689] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:12.518761] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:12.519075] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-11-27T19:39:12.519981] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1698/1890 | Remaining: 192 | Rate: 84.6/min
[2025-11-27T19:39:12.520095] [INFO ] [CONFIGURE ] IOVA: Testing feature 28/29: add_volume_profile
[2025-11-27T19:39:12.520193] [INFO ] [CONFIGURE ] IOVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile']
[2025-11-27T19:39:12.612279] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:12.723925] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:12.728764] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:12.846277] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:12.846544] [INFO ] [CONFIGURE ] KMI: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:39:12.847332] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1699/1890 | Remaining: 191 | Rate: 84.7/min
[2025-11-27T19:39:12.847458] [INFO ] [CONFIGURE ] KMI: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:39:12.847549] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-11-27T19:39:12.892800] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:12.978465] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:12.978748] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:39:12.979603] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1700/1890 | Remaining: 190 | Rate: 84.7/min
[2025-11-27T19:39:12.979709] [INFO ] [CONFIGURE ] KTOS: Testing feature 12/29: add_obv_interval
[2025-11-27T19:39:12.979798] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-27T19:39:13.039891] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:13.040164] [INFO ] [CONFIGURE ] KFS: DISCARDED add_obv_interval (score: 40.00%)
[2025-11-27T19:39:13.040933] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1701/1890 | Remaining: 189 | Rate: 84.7/min
[2025-11-27T19:39:13.041051] [INFO ] [CONFIGURE ] KFS: Testing feature 13/29: add_opening_strength
[2025-11-27T19:39:13.041104] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_opening_strength']
[2025-11-27T19:39:13.052931] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:13.211254] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:13.258514] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:13.264256] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:13.363989] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:13.446070] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:13.464204] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:13.641242] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:13.669271] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:13.686520] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:13.687347] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:13.875228] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:13.924108] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:14.005655] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:14.023244] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:14.084349] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:14.163245] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:14.293635] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:14.329270] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:14.400500] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:14.409774] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:14.503077] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:14.646068] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:14.650981] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:14.713447] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:14.792170] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-11-27T19:39:14.887761] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:14.922163] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:14.922436] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-11-27T19:39:14.923231] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1702/1890 | Remaining: 188 | Rate: 84.7/min
[2025-11-27T19:39:14.923339] [INFO ] [CONFIGURE ] KMI: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:39:14.923430] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-11-27T19:39:14.969761] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:15.130605] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:15.145834] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:15.177301] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:15.306024] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:15.374745] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:15.375024] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_obv_interval (score: 80.00%)
[2025-11-27T19:39:15.375798] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1703/1890 | Remaining: 187 | Rate: 84.7/min
[2025-11-27T19:39:15.375907] [INFO ] [CONFIGURE ] KTOS: Testing feature 13/29: add_opening_strength
[2025-11-27T19:39:15.375997] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:39:15.385192] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:15.562973] [DEBUG] [FORECASTER] IOVA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:15.608822] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:15.626083] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:15.650241] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:15.830359] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:15.922862] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:15.945467] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:15.966433] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:16.050632] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:16.191917] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:16.264833] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:16.265150] [INFO ] [CONFIGURE ] KFS: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:39:16.265975] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1704/1890 | Remaining: 186 | Rate: 84.7/min
[2025-11-27T19:39:16.266096] [INFO ] [CONFIGURE ] KFS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:39:16.266200] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-11-27T19:39:16.274223] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:16.356858] [DEBUG] [FORECASTER] IOVA: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:16.357226] [INFO ] [CONFIGURE ] IOVA: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-27T19:39:16.358341] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1705/1890 | Remaining: 185 | Rate: 84.7/min
[2025-11-27T19:39:16.358482] [INFO ] [CONFIGURE ] IOVA: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:39:16.358618] [INFO ] [CONFIGURE ] IOVA: Best accuracy: 80.00%
[2025-11-27T19:39:16.358740] [INFO ] [CONFIGURE ] IOVA: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-11-27T19:39:16.358850] [INFO ] [CONFIGURE ] IOVA: Improvement over baseline: 40.00%
[2025-11-27T19:39:16.358957] [INFO ] [CONFIGURE ] IOVA: Total time: 1.7 minutes
[2025-11-27T19:39:16.359054] [INFO ] [CONFIGURE ] IOVA: Average time per feature: 3.6 seconds
[2025-11-27T19:39:16.359148] [INFO ] [CONFIGURE ] IOVA: Average speed: 0.29 features/sec
[2025-11-27T19:39:16.359445] [INFO ] [LOCAL     ] Saved configuration for IOVA: 4 features, 80.00% accuracy -> ./output/feature-sets/IOVA.json
[2025-11-27T19:39:16.359561] [INFO ] [CONFIGURE ] IOVA: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-27T19:39:16.360236] [INFO ] [sig       ] [56/63] IOVA OK in 1m 43s. ETA: 2m 31s. Rate: 2.8 sym/min
[2025-11-27T19:39:16.361503] [INFO ] [CONFIGURE ] LAD: Configurate test run.
[2025-11-27T19:39:16.361650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-11-27T19:39:16.373865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-11-27T19:39:16.374280] [INFO ] [CONFIGURE ] LAD: Testing with 29 available features
[2025-11-27T19:39:16.374394] [INFO ] [CONFIGURE ] LAD: Establishing baseline with no features...
[2025-11-27T19:39:16.470929] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:16.499262] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:16.549527] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:16.579475] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:16.717423] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:16.722433] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:16.744348] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:16.891481] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:16.894335] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:16.952176] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:17.021118] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:17.068851] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:17.192352] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:17.192545] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-11-27T19:39:17.193428] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1706/1890 | Remaining: 184 | Rate: 84.7/min
[2025-11-27T19:39:17.193543] [INFO ] [CONFIGURE ] KMI: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:39:17.193653] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-11-27T19:39:17.207803] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:17.242566] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:17.292219] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:17.425037] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:17.425342] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:17.522473] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:17.562636] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:17.609055] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:17.654747] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:39:17.790252] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:17.832513] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:17.837758] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:17.884771] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:17.969319] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:18.111183] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:18.111455] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:39:18.112228] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1707/1890 | Remaining: 183 | Rate: 84.7/min
[2025-11-27T19:39:18.112339] [INFO ] [CONFIGURE ] KTOS: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:39:18.112430] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-27T19:39:18.115410] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:18.139494] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:18.139785] [INFO ] [CONFIGURE ] LAD: Baseline score (no features): 30.00%
[2025-11-27T19:39:18.140249] [INFO ] [CONFIGURE ] LAD: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:39:18.140360] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:39:18.146485] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:18.348011] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:18.351311] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:18.360869] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:18.459436] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:18.565168] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:18.583837] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:18.616509] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:18.785662] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:18.803283] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:18.827226] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:18.884597] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:19.069683] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:19.092267] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:19.137991] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:19.216908] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:19.324654] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:19.368463] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:19.500729] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:19.501052] [INFO ] [CONFIGURE ] KFS: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:39:19.501850] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1709/1890 | Remaining: 181 | Rate: 84.7/min
[2025-11-27T19:39:19.501971] [INFO ] [CONFIGURE ] KFS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:39:19.502025] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-11-27T19:39:19.552159] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:39:19.560500] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:19.643209] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:19.643426] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-11-27T19:39:19.644629] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1710/1890 | Remaining: 180 | Rate: 84.7/min
[2025-11-27T19:39:19.644739] [INFO ] [CONFIGURE ] KMI: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:39:19.644808] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-11-27T19:39:19.786868] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:19.818000] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:19.833474] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:19.875123] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:20.019177] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:20.086790] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.092424] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:20.118856] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:20.243750] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.298637] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.346219] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.404011] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:20.462952] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.463283] [INFO ] [CONFIGURE ] LAD: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-27T19:39:20.464203] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1711/1890 | Remaining: 179 | Rate: 84.7/min
[2025-11-27T19:39:20.464317] [INFO ] [CONFIGURE ] LAD: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:39:20.464419] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:39:20.503851] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:20.600175] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.695788] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:39:20.706102] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:20.726936] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.859082] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.859367] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:39:20.860145] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1712/1890 | Remaining: 178 | Rate: 84.7/min
[2025-11-27T19:39:20.860254] [INFO ] [CONFIGURE ] KTOS: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:39:20.860346] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:39:20.914719] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:20.987794] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:20.994998] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:21.087732] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:21.117142] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:21.257655] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:21.278970] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:21.312641] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:21.320272] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:21.526074] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:21.528255] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:21.538737] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:21.569111] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:21.732148] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:21.732417] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:39:21.733208] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1713/1890 | Remaining: 177 | Rate: 84.7/min
[2025-11-27T19:39:21.733319] [INFO ] [CONFIGURE ] KMI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:39:21.733411] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-11-27T19:39:21.766741] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:21.812239] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:21.862932] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:21.935824] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:21.999832] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:22.100358] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:22.136495] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.163644] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:22.228519] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.335393] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.382743] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.456384] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:22.464752] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:22.465085] [INFO ] [CONFIGURE ] KFS: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:39:22.465881] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1714/1890 | Remaining: 176 | Rate: 84.7/min
[2025-11-27T19:39:22.466002] [INFO ] [CONFIGURE ] KFS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:39:22.466102] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-11-27T19:39:22.535748] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:22.674888] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.689513] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.744643] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:22.773496] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.922890] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.949143] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:22.963374] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:23.073185] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:23.150128] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:23.150394] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-11-27T19:39:23.151183] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1715/1890 | Remaining: 175 | Rate: 84.7/min
[2025-11-27T19:39:23.151290] [INFO ] [CONFIGURE ] KTOS: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:39:23.151383] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-27T19:39:23.151516] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:23.249414] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:23.249735] [INFO ] [CONFIGURE ] LAD: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:39:23.250729] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1716/1890 | Remaining: 174 | Rate: 84.8/min
[2025-11-27T19:39:23.250854] [INFO ] [CONFIGURE ] LAD: Testing feature 3/29: add_daily_returns
[2025-11-27T19:39:23.250956] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:39:23.354194] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:23.373795] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:23.390362] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:23.542326] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:23.553477] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:23.644478] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:23.678727] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:23.759161] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:23.759325] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-11-27T19:39:23.760085] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1717/1890 | Remaining: 173 | Rate: 84.8/min
[2025-11-27T19:39:23.760176] [INFO ] [CONFIGURE ] KMI: Testing feature 20/29: add_price_rejection
[2025-11-27T19:39:23.760224] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-11-27T19:39:23.836946] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:23.906959] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:23.988430] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:24.003284] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:24.135474] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:24.152663] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:24.213436] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:24.311156] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:24.398998] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:24.433484] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:24.434310] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:24.618706] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:24.647445] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:24.653216] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:24.730693] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:24.874963] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:24.894553] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:24.936541] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:25.029235] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:25.097455] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:25.146392] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:25.249423] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:25.322478] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:25.329403] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:25.391805] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:25.545378] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:25.569705] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:25.570026] [INFO ] [CONFIGURE ] KFS: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-27T19:39:25.570835] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1718/1890 | Remaining: 172 | Rate: 84.7/min
[2025-11-27T19:39:25.570957] [INFO ] [CONFIGURE ] KFS: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:39:25.571060] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_return_2d']
[2025-11-27T19:39:25.627365] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:25.641041] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:25.641337] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-11-27T19:39:25.642098] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1719/1890 | Remaining: 171 | Rate: 84.8/min
[2025-11-27T19:39:25.642207] [INFO ] [CONFIGURE ] KTOS: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:39:25.642295] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-27T19:39:25.773665] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:25.887203] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:25.889086] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:25.925098] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:26.001435] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:26.001700] [INFO ] [CONFIGURE ] KMI: DISCARDED add_price_rejection (score: 50.00%)
[2025-11-27T19:39:26.002449] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1720/1890 | Remaining: 170 | Rate: 84.8/min
[2025-11-27T19:39:26.002557] [INFO ] [CONFIGURE ] KMI: Testing feature 21/29: add_range_position
[2025-11-27T19:39:26.002688] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-11-27T19:39:26.135820] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:26.203116] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:26.228190] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:26.228504] [INFO ] [CONFIGURE ] LAD: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-27T19:39:26.229323] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1721/1890 | Remaining: 169 | Rate: 84.8/min
[2025-11-27T19:39:26.229449] [INFO ] [CONFIGURE ] LAD: Testing feature 4/29: add_ema
[2025-11-27T19:39:26.229552] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-11-27T19:39:26.235793] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:26.385704] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:26.473770] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:26.530385] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:26.565685] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:26.634988] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:26.706983] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:26.844522] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:26.883730] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:26.891702] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:26.939001] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:27.144515] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:27.172161] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:27.193000] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:27.232498] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:27.397417] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:27.431367] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:27.489855] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:27.564016] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:27.649668] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:27.671140] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:27.806981] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:27.889730] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:39:27.902629] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:27.912491] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:28.126273] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:28.149730] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:28.153590] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:28.153756] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-11-27T19:39:28.154656] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1722/1890 | Remaining: 168 | Rate: 84.7/min
[2025-11-27T19:39:28.154771] [INFO ] [CONFIGURE ] KTOS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:39:28.154822] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-27T19:39:28.213275] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:28.379035] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:28.404722] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:28.405022] [INFO ] [CONFIGURE ] KMI: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:39:28.405814] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1723/1890 | Remaining: 167 | Rate: 84.8/min
[2025-11-27T19:39:28.405926] [INFO ] [CONFIGURE ] KMI: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:39:28.406017] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-11-27T19:39:28.458934] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:28.538191] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:28.600952] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:28.705853] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:28.789244] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:28.789563] [INFO ] [CONFIGURE ] KFS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:39:28.790390] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1724/1890 | Remaining: 166 | Rate: 84.8/min
[2025-11-27T19:39:28.790514] [INFO ] [CONFIGURE ] KFS: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:39:28.790635] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-11-27T19:39:28.825698] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:28.865535] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:29.008671] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:29.053181] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:29.085421] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:29.190437] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:29.278274] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:29.310851] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:29.379399] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:29.505535] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:29.517869] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:29.518182] [INFO ] [CONFIGURE ] LAD: DISCARDED add_ema (score: 60.00%)
[2025-11-27T19:39:29.518975] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1725/1890 | Remaining: 165 | Rate: 84.8/min
[2025-11-27T19:39:29.519088] [INFO ] [CONFIGURE ] LAD: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:39:29.519139] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:39:29.623965] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:29.665105] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:29.732065] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:29.845015] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:29.945647] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:29.948570] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:29.959312] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:30.165704] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:30.187252] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:30.233646] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:30.255454] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:30.416404] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:30.416689] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-11-27T19:39:30.417450] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1726/1890 | Remaining: 164 | Rate: 84.8/min
[2025-11-27T19:39:30.417559] [INFO ] [CONFIGURE ] KTOS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:39:30.417699] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-27T19:39:30.489222] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:30.517244] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:30.557526] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:30.635901] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:30.804330] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:30.824337] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:30.855978] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:30.863619] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:31.075301] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:31.089459] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:31.146538] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:39:31.170164] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:31.295769] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:31.374126] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:31.470937] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:31.480160] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:31.480327] [INFO ] [CONFIGURE ] KMI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:39:31.481052] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1727/1890 | Remaining: 163 | Rate: 84.7/min
[2025-11-27T19:39:31.481112] [INFO ] [CONFIGURE ] KMI: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:39:31.481148] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-11-27T19:39:31.522331] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:31.666884] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:31.667199] [INFO ] [CONFIGURE ] KFS: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-11-27T19:39:31.668035] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1728/1890 | Remaining: 162 | Rate: 84.8/min
[2025-11-27T19:39:31.668169] [INFO ] [CONFIGURE ] KFS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:39:31.668272] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-11-27T19:39:31.693865] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:31.747827] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:31.801236] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:31.911863] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:31.947669] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:31.967532] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:32.132710] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:32.136196] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:32.193148] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:32.230368] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:32.351287] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:32.416853] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:32.470246] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:32.518811] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:32.566137] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:32.642569] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:32.642774] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:39:32.643628] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1729/1890 | Remaining: 161 | Rate: 84.8/min
[2025-11-27T19:39:32.643737] [INFO ] [CONFIGURE ] KTOS: Testing feature 20/29: add_price_rejection
[2025-11-27T19:39:32.643787] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-27T19:39:32.781279] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:32.808531] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:32.809660] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:32.809839] [INFO ] [CONFIGURE ] LAD: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:39:32.810655] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1730/1890 | Remaining: 160 | Rate: 84.8/min
[2025-11-27T19:39:32.810728] [INFO ] [CONFIGURE ] LAD: Testing feature 6/29: add_failed_moves
[2025-11-27T19:39:32.810777] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:39:32.893408] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:32.999494] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:33.090461] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:33.091232] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:33.141457] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:33.212596] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:33.370002] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:33.375620] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:33.385776] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:33.431958] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:33.634792] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:33.658196] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:33.658483] [INFO ] [CONFIGURE ] KMI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:39:33.659395] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1731/1890 | Remaining: 159 | Rate: 84.8/min
[2025-11-27T19:39:33.659519] [INFO ] [CONFIGURE ] KMI: Testing feature 24/29: add_rsi
[2025-11-27T19:39:33.659629] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-11-27T19:39:33.660596] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:33.666258] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:33.885037] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:33.939064] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:33.948794] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:33.954227] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:34.135995] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:34.207800] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:34.236929] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:34.237676] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:34.386475] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:34.481118] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:34.526321] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:34.526638] [INFO ] [CONFIGURE ] KFS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:39:34.527408] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1732/1890 | Remaining: 158 | Rate: 84.8/min
[2025-11-27T19:39:34.527533] [INFO ] [CONFIGURE ] KFS: Testing feature 20/29: add_price_rejection
[2025-11-27T19:39:34.527649] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_price_rejection']
[2025-11-27T19:39:34.527734] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:34.636756] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:34.760219] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:34.817274] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:34.835282] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:34.886741] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:35.035379] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:35.113703] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:35.137695] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:35.137979] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:39:35.138803] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1733/1890 | Remaining: 157 | Rate: 84.8/min
[2025-11-27T19:39:35.138916] [INFO ] [CONFIGURE ] KTOS: Testing feature 21/29: add_range_position
[2025-11-27T19:39:35.139008] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-27T19:39:35.156849] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:35.304539] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:35.399469] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:35.404705] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:35.476142] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:35.579312] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:35.665912] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:35.696301] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:35.696639] [INFO ] [CONFIGURE ] LAD: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:39:35.697498] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1734/1890 | Remaining: 156 | Rate: 84.8/min
[2025-11-27T19:39:35.697633] [INFO ] [CONFIGURE ] LAD: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:39:35.697738] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:39:35.800913] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:35.861503] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:35.936655] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:35.981335] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:36.124905] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:36.132485] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:39:36.206677] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:36.263291] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:36.411335] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:36.411630] [INFO ] [CONFIGURE ] KMI: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:39:36.412503] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1735/1890 | Remaining: 155 | Rate: 84.8/min
[2025-11-27T19:39:36.412624] [INFO ] [CONFIGURE ] KMI: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:39:36.412716] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-11-27T19:39:36.436164] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:36.487027] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:36.550207] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:36.619278] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:36.746619] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:36.746693] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:36.821701] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:36.827833] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:37.009473] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:37.026705] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:37.057670] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:37.103147] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:37.241736] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:37.291044] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:37.367037] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:37.374769] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:37.449270] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:37.562368] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:37.643609] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:37.659592] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:37.679683] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:37.679988] [INFO ] [CONFIGURE ] KFS: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:39:37.680794] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1736/1890 | Remaining: 154 | Rate: 84.8/min
[2025-11-27T19:39:37.680912] [INFO ] [CONFIGURE ] KFS: Testing feature 21/29: add_range_position
[2025-11-27T19:39:37.681012] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_range_position']
[2025-11-27T19:39:37.834693] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:37.834997] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:39:37.835818] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1737/1890 | Remaining: 153 | Rate: 84.8/min
[2025-11-27T19:39:37.835928] [INFO ] [CONFIGURE ] KTOS: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:39:37.836021] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-27T19:39:37.865814] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:37.912449] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:38.003845] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:38.076503] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:38.168477] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:38.182263] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:38.288567] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:38.328493] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:38.454919] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:38.455222] [INFO ] [CONFIGURE ] LAD: DISCARDED add_lag_shelf (score: 50.00%)
[2025-11-27T19:39:38.456011] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1738/1890 | Remaining: 152 | Rate: 84.8/min
[2025-11-27T19:39:38.456128] [INFO ] [CONFIGURE ] LAD: Testing feature 8/29: add_macd
[2025-11-27T19:39:38.456229] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:39:38.506194] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:38.506479] [INFO ] [CONFIGURE ] KMI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:39:38.507331] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1739/1890 | Remaining: 151 | Rate: 84.8/min
[2025-11-27T19:39:38.507438] [INFO ] [CONFIGURE ] KMI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:39:38.507563] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-11-27T19:39:38.516436] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:38.652168] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:38.728211] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:38.843038] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:38.845027] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:38.948282] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:38.977460] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:39.170913] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:39.172369] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:39.223728] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:39.299657] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:39.392265] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:39.501699] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:39.604544] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:39.614059] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:39.623441] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:39.829728] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:39.833343] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:39.944511] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:39.997830] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:40.062428] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:40.157615] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:40.273277] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:40.290906] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:40.387429] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:39:40.487544] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:40.510313] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:40.600929] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:40.732752] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:40.733035] [INFO ] [CONFIGURE ] KMI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:39:40.734009] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1740/1890 | Remaining: 150 | Rate: 84.7/min
[2025-11-27T19:39:40.734124] [INFO ] [CONFIGURE ] KMI: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:39:40.734226] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-11-27T19:39:40.776134] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:40.818652] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:40.933122] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:40.933448] [INFO ] [CONFIGURE ] KFS: DISCARDED add_range_position (score: 70.00%)
[2025-11-27T19:39:40.934246] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1741/1890 | Remaining: 149 | Rate: 84.8/min
[2025-11-27T19:39:40.934365] [INFO ] [CONFIGURE ] KFS: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:39:40.934466] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_realized_volatility']
[2025-11-27T19:39:40.973220] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:41.150421] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:41.150726] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:39:41.151483] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1742/1890 | Remaining: 148 | Rate: 84.8/min
[2025-11-27T19:39:41.151610] [INFO ] [CONFIGURE ] KTOS: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:39:41.151704] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-27T19:39:41.161140] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:41.205388] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:41.331121] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:41.387715] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:41.431365] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:41.543567] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:41.638383] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:41.660988] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:41.735433] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:41.872289] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:41.887991] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:41.931227] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:42.107896] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:42.117127] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:42.120523] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:42.321152] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:42.321498] [INFO ] [CONFIGURE ] LAD: DISCARDED add_macd (score: 50.00%)
[2025-11-27T19:39:42.322279] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1743/1890 | Remaining: 147 | Rate: 84.8/min
[2025-11-27T19:39:42.322397] [INFO ] [CONFIGURE ] LAD: Testing feature 9/29: add_mfi
[2025-11-27T19:39:42.322499] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-11-27T19:39:42.346116] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:42.351811] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:42.542523] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:42.582858] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:42.585249] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:42.602329] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:42.823147] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:42.826145] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:42.883002] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:42.939271] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:43.067395] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:43.067592] [INFO ] [CONFIGURE ] KMI: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:39:43.068449] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1744/1890 | Remaining: 146 | Rate: 84.8/min
[2025-11-27T19:39:43.068645] [INFO ] [CONFIGURE ] KMI: Testing feature 28/29: add_volume_profile
[2025-11-27T19:39:43.068742] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-11-27T19:39:43.077824] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:43.163343] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:43.294796] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:43.314154] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:43.331430] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:43.445831] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:43.518704] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1
[2025-11-27T19:39:43.561365] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:43.561693] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:39:43.562438] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1745/1890 | Remaining: 145 | Rate: 84.8/min
[2025-11-27T19:39:43.562570] [INFO ] [CONFIGURE ] KTOS: Testing feature 24/29: add_rsi
[2025-11-27T19:39:43.562693] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-27T19:39:43.729230] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:43.733434] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:43.747824] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:43.857710] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:43.969350] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:44.012184] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:44.129124] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:44.149247] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:44.194191] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:44.303019] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:44.425056] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:44.443448] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:44.519759] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:44.593859] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:44.649357] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:44.736788] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:44.876090] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:44.881714] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:44.912991] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:44.913286] [INFO ] [CONFIGURE ] KFS: DISCARDED add_realized_volatility (score: 70.00%)
[2025-11-27T19:39:44.914086] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1746/1890 | Remaining: 144 | Rate: 84.7/min
[2025-11-27T19:39:44.914199] [INFO ] [CONFIGURE ] KFS: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:39:44.914297] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_recent_range_context']
[2025-11-27T19:39:45.030958] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:39:45.105435] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:45.165233] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:45.165559] [INFO ] [CONFIGURE ] LAD: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:39:45.166377] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1747/1890 | Remaining: 143 | Rate: 84.8/min
[2025-11-27T19:39:45.166496] [INFO ] [CONFIGURE ] LAD: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:39:45.166549] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:39:45.209105] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:45.325524] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:45.330682] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:45.330978] [INFO ] [CONFIGURE ] KMI: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:39:45.331885] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1748/1890 | Remaining: 142 | Rate: 84.8/min
[2025-11-27T19:39:45.331997] [INFO ] [CONFIGURE ] KMI: Testing feature 29/29: add_vwap
[2025-11-27T19:39:45.332090] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-11-27T19:39:45.503097] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:45.521518] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:45.562274] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:45.618434] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:45.793440] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:39:45.800658] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:45.879522] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:45.918051] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:46.023722] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:46.099953] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:46.213043] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:46.247477] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:46.254375] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:46.395508] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:46.486839] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:46.504383] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:46.504708] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:39:46.505453] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1749/1890 | Remaining: 141 | Rate: 84.8/min
[2025-11-27T19:39:46.505566] [INFO ] [CONFIGURE ] KTOS: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:39:46.505672] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-11-27T19:39:46.606850] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:46.694961] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:46.714950] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:46.732634] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:46.947000] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:46.959915] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:46.964957] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:46.997194] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:47.184879] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:47.191052] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:47.303611] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:47.332156] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:47.420012] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:47.420807] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-11-27T19:39:47.612778] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:47.658926] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:47.663711] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:47.664032] [INFO ] [CONFIGURE ] KMI: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:39:47.664946] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1750/1890 | Remaining: 140 | Rate: 84.8/min
[2025-11-27T19:39:47.665064] [INFO ] [CONFIGURE ] KMI: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:39:47.665156] [INFO ] [CONFIGURE ] KMI: Best accuracy: 80.00%
[2025-11-27T19:39:47.665288] [INFO ] [CONFIGURE ] KMI: Best feature set (1 features): ['add_daily_returns']
[2025-11-27T19:39:47.665378] [INFO ] [CONFIGURE ] KMI: Improvement over baseline: 20.00%
[2025-11-27T19:39:47.665448] [INFO ] [CONFIGURE ] KMI: Total time: 1.1 minutes
[2025-11-27T19:39:47.665517] [INFO ] [CONFIGURE ] KMI: Average time per feature: 2.4 seconds
[2025-11-27T19:39:47.665624] [INFO ] [CONFIGURE ] KMI: Average speed: 0.42 features/sec
[2025-11-27T19:39:47.665944] [INFO ] [LOCAL     ] Saved configuration for KMI: 1 features, 80.00% accuracy -> ./output/feature-sets/KMI.json
[2025-11-27T19:39:47.666049] [INFO ] [CONFIGURE ] KMI: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-27T19:39:47.666678] [INFO ] [sig       ] [57/63] KMI OK in 1m 10s. ETA: 2m 10s. Rate: 2.8 sym/min
[2025-11-27T19:39:47.668555] [INFO ] [CONFIGURE ] LUCD: Configurate test run.
[2025-11-27T19:39:47.668725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-11-27T19:39:47.700528] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:47.853609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-11-27T19:39:47.853933] [INFO ] [CONFIGURE ] LUCD: Testing with 29 available features
[2025-11-27T19:39:47.853984] [INFO ] [CONFIGURE ] LUCD: Establishing baseline with no features...
[2025-11-27T19:39:47.897147] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:47.923308] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:47.923466] [INFO ] [CONFIGURE ] KFS: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:39:47.924263] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1751/1890 | Remaining: 139 | Rate: 84.8/min
[2025-11-27T19:39:47.924326] [INFO ] [CONFIGURE ] KFS: Testing feature 24/29: add_rsi
[2025-11-27T19:39:47.924380] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-11-27T19:39:48.026069] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:39:48.068934] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:48.132915] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:48.202709] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:48.279294] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:48.378826] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:39:48.394978] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:48.446859] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:48.551179] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:48.636069] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:48.646143] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:48.729267] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:48.829071] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:48.829390] [INFO ] [CONFIGURE ] LAD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:39:48.830180] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1752/1890 | Remaining: 138 | Rate: 84.8/min
[2025-11-27T19:39:48.830296] [INFO ] [CONFIGURE ] LAD: Testing feature 11/29: add_obv_daily
[2025-11-27T19:39:48.830395] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-11-27T19:39:48.894245] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:48.894547] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-27T19:39:48.895424] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1753/1890 | Remaining: 137 | Rate: 84.8/min
[2025-11-27T19:39:48.895543] [INFO ] [CONFIGURE ] KTOS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:39:48.895673] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-11-27T19:39:48.905644] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:48.993607] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:49.082374] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:49.125945] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:49.143714] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:49.261754] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:49.354433] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:49.389645] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:49.419642] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:49.438428] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:39:49.620516] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:49.620812] [INFO ] [CONFIGURE ] LUCD: Baseline score (no features): 20.00%
[2025-11-27T19:39:49.621285] [INFO ] [CONFIGURE ] LUCD: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:39:49.621392] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:39:49.631534] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:49.717356] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:49.722154] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:49.850430] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:49.873127] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:50.047341] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:50.077065] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:50.093683] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:50.111694] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:50.304717] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:50.349813] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:50.380674] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:50.487951] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:50.521258] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:50.589652] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:50.705182] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:50.738456] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:50.845224] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:50.862152] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:50.954202] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.008830] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.089884] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.171469] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:51.236751] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:51.314702] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.337878] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.338190] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-11-27T19:39:51.338956] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1755/1890 | Remaining: 135 | Rate: 84.7/min
[2025-11-27T19:39:51.339070] [INFO ] [CONFIGURE ] KTOS: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:39:51.339163] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-11-27T19:39:51.386442] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:51.587596] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:51.604336] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:39:51.617099] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:51.617386] [INFO ] [CONFIGURE ] KFS: DISCARDED add_rsi (score: 60.00%)
[2025-11-27T19:39:51.618260] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1756/1890 | Remaining: 134 | Rate: 84.8/min
[2025-11-27T19:39:51.618374] [INFO ] [CONFIGURE ] KFS: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:39:51.618490] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_tick_distribution']
[2025-11-27T19:39:51.619645] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.824153] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.824336] [INFO ] [CONFIGURE ] LUCD: KEPT add_bollinger_bands (score: 40.00%)
[2025-11-27T19:39:51.825157] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1757/1890 | Remaining: 133 | Rate: 84.8/min
[2025-11-27T19:39:51.825328] [INFO ] [CONFIGURE ] LUCD: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:39:51.825419] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:39:51.838879] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:51.905890] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.936491] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:51.936823] [INFO ] [CONFIGURE ] LAD: DISCARDED add_obv_daily (score: 60.00%)
[2025-11-27T19:39:51.937610] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1758/1890 | Remaining: 132 | Rate: 84.8/min
[2025-11-27T19:39:51.937728] [INFO ] [CONFIGURE ] LAD: Testing feature 12/29: add_obv_interval
[2025-11-27T19:39:51.937829] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-11-27T19:39:52.084185] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:52.086774] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:52.193197] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:52.219199] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:52.334894] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:52.344929] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:52.484041] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:52.498028] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:52.587140] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:52.605146] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:39:52.777517] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:52.781526] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:52.836707] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:52.876307] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:53.063732] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:53.067901] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:53.089119] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:53.153634] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:53.343784] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:53.361388] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:53.362536] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:53.421602] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:53.623259] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:53.628535] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:53.656549] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:53.691068] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:53.882784] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:53.883090] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:39:53.883898] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1759/1890 | Remaining: 131 | Rate: 84.8/min
[2025-11-27T19:39:53.884012] [INFO ] [CONFIGURE ] KTOS: Testing feature 28/29: add_volume_profile
[2025-11-27T19:39:53.884107] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-11-27T19:39:53.915416] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:53.951729] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:39:53.968814] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:54.132120] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:54.199879] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:54.245050] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:54.248094] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:39:54.379825] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:54.489361] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:54.515063] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:54.515342] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-11-27T19:39:54.516129] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1760/1890 | Remaining: 130 | Rate: 84.8/min
[2025-11-27T19:39:54.516240] [INFO ] [CONFIGURE ] LUCD: Testing feature 3/29: add_daily_returns
[2025-11-27T19:39:54.516332] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:39:54.539705] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:54.540034] [INFO ] [CONFIGURE ] KFS: DISCARDED add_tick_distribution (score: 70.00%)
[2025-11-27T19:39:54.540885] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1761/1890 | Remaining: 129 | Rate: 84.8/min
[2025-11-27T19:39:54.541001] [INFO ] [CONFIGURE ] KFS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:39:54.541100] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-11-27T19:39:54.628664] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:54.742559] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:54.776938] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:54.777254] [INFO ] [CONFIGURE ] LAD: DISCARDED add_obv_interval (score: 60.00%)
[2025-11-27T19:39:54.778061] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1762/1890 | Remaining: 128 | Rate: 84.8/min
[2025-11-27T19:39:54.778204] [INFO ] [CONFIGURE ] LAD: Testing feature 13/29: add_opening_strength
[2025-11-27T19:39:54.778256] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:39:54.846385] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:54.879430] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:54.976301] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:55.097680] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:55.131244] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:55.150592] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:55.220480] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:39:55.383150] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:55.431718] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:55.450779] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:55.463525] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:55.638977] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:55.693588] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:55.753127] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:39:55.757131] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:55.896876] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:55.923412] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:39:56.060805] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:39:56.088323] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:56.154201] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:56.168366] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:56.365745] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:56.407969] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:56.408299] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_volume_profile (score: 70.00%)
[2025-11-27T19:39:56.409097] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1763/1890 | Remaining: 127 | Rate: 84.8/min
[2025-11-27T19:39:56.409214] [INFO ] [CONFIGURE ] KTOS: Testing feature 29/29: add_vwap
[2025-11-27T19:39:56.409265] [INFO ] [CONFIGURE ] KTOS: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-11-27T19:39:56.409605] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:56.413659] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:56.642148] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:39:56.657237] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:39:56.681544] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:39:56.738634] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:56.871690] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:39:56.871968] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_daily_returns (score: 40.00%)
[2025-11-27T19:39:56.872803] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1764/1890 | Remaining: 126 | Rate: 84.8/min
[2025-11-27T19:39:56.872921] [INFO ] [CONFIGURE ] LUCD: Testing feature 4/29: add_ema
[2025-11-27T19:39:56.873018] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:39:56.903790] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:39:56.993040] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:39:57.062067] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:39:57.141736] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:57.153130] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:57.303177] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:57.390258] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:57.404024] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:57.407026] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:57.615428] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:39:57.615754] [INFO ] [CONFIGURE ] KFS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:39:57.616643] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1765/1890 | Remaining: 125 | Rate: 84.8/min
[2025-11-27T19:39:57.616763] [INFO ] [CONFIGURE ] KFS: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:39:57.616872] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_volume_price_divergence']
[2025-11-27T19:39:57.665546] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:39:57.667944] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:57.712159] [FATAL] [FORECASTER] Failed to test lookback=11: [19:39:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:57.719318] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:39:57.809213] [FATAL] [FORECASTER] Failed to test lookback=10: [19:39:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:57.906367] [FATAL] [FORECASTER] Failed to test lookback=9: [19:39:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:57.934936] [DEBUG] [FORECASTER] KTOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:57.936597] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:58.003186] [FATAL] [FORECASTER] Failed to test lookback=8: [19:39:58] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:58.045638] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:58.045936] [INFO ] [CONFIGURE ] LAD: DISCARDED add_opening_strength (score: 30.00%)
[2025-11-27T19:39:58.046792] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1766/1890 | Remaining: 124 | Rate: 84.8/min
[2025-11-27T19:39:58.046914] [INFO ] [CONFIGURE ] LAD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:39:58.047016] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-11-27T19:39:58.102686] [FATAL] [FORECASTER] Failed to test lookback=7: [19:39:58] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:58.195701] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:39:58.202366] [FATAL] [FORECASTER] Failed to test lookback=6: [19:39:58] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:58.207162] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:39:58.298990] [FATAL] [FORECASTER] Failed to test lookback=5: [19:39:58] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:58.357149] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:58.401899] [FATAL] [FORECASTER] Failed to test lookback=4: [19:39:58] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:58.460952] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:39:58.492845] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:39:58.500500] [FATAL] [FORECASTER] Failed to test lookback=3: [19:39:58] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:58.598218] [FATAL] [FORECASTER] Failed to test lookback=2: [19:39:58] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:39:58.598697] [INFO ] [CONFIGURE ] KFS: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-27T19:39:58.599603] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1767/1890 | Remaining: 123 | Rate: 84.8/min
[2025-11-27T19:39:58.599719] [INFO ] [CONFIGURE ] KFS: Testing feature 28/29: add_volume_profile
[2025-11-27T19:39:58.599824] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_volume_profile']
[2025-11-27T19:39:58.666670] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:58.726176] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:39:58.772777] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:39:58.920243] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:39:58.978419] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:58.993600] [DEBUG] [FORECASTER] KTOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:58.993896] [INFO ] [CONFIGURE ] KTOS: DISCARDED add_vwap (score: 60.00%)
[2025-11-27T19:39:58.994725] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1768/1890 | Remaining: 122 | Rate: 84.9/min
[2025-11-27T19:39:58.994840] [INFO ] [CONFIGURE ] KTOS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:39:58.994933] [INFO ] [CONFIGURE ] KTOS: Best accuracy: 80.00%
[2025-11-27T19:39:58.995025] [INFO ] [CONFIGURE ] KTOS: Best feature set (1 features): ['add_bollinger_bands']
[2025-11-27T19:39:58.995113] [INFO ] [CONFIGURE ] KTOS: Improvement over baseline: 20.00%
[2025-11-27T19:39:58.995405] [INFO ] [CONFIGURE ] KTOS: Total time: 1.3 minutes
[2025-11-27T19:39:58.995494] [INFO ] [CONFIGURE ] KTOS: Average time per feature: 2.6 seconds
[2025-11-27T19:39:58.995594] [INFO ] [CONFIGURE ] KTOS: Average speed: 0.39 features/sec
[2025-11-27T19:39:58.995896] [INFO ] [LOCAL     ] Saved configuration for KTOS: 1 features, 80.00% accuracy -> ./output/feature-sets/KTOS.json
[2025-11-27T19:39:58.996022] [INFO ] [CONFIGURE ] KTOS: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-11-27T19:39:58.996663] [INFO ] [sig       ] [58/63] KTOS OK in 1m 17s. ETA: 1m 48s. Rate: 2.8 sym/min
[2025-11-27T19:39:59.000629] [INFO ] [CONFIGURE ] MCO: Configurate test run.
[2025-11-27T19:39:59.000711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-11-27T19:39:59.043924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-11-27T19:39:59.044455] [INFO ] [CONFIGURE ] MCO: Testing with 29 available features
[2025-11-27T19:39:59.044740] [INFO ] [CONFIGURE ] MCO: Establishing baseline with no features...
[2025-11-27T19:39:59.045731] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:39:59.232506] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:39:59.243154] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:59.293178] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:39:59.327496] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:39:59.426273] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:39:59.560994] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:39:59.600079] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:39:59.605821] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:39:59.607436] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:39:59.607715] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_ema (score: 20.00%)
[2025-11-27T19:39:59.608808] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1769/1890 | Remaining: 121 | Rate: 84.9/min
[2025-11-27T19:39:59.608947] [INFO ] [CONFIGURE ] LUCD: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:39:59.609062] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:39:59.786245] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:39:59.878663] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:39:59.879227] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:39:59.909658] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:39:59.964652] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:00.153725] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:00.167713] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:00.203805] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:00.216023] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:00.344930] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:00.443520] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:00.521153] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:00.521616] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:00.535539] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:00.704535] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:00.842800] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:00.843634] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:00.880816] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:00.880940] [INFO ] [CONFIGURE ] MCO: Baseline score (no features): 50.00%
[2025-11-27T19:40:00.881332] [INFO ] [CONFIGURE ] MCO: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:40:00.881385] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:40:01.053561] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:01.198450] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:01.233417] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:40:01.320486] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:40:01.476040] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:01.508844] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:01.509171] [INFO ] [CONFIGURE ] LAD: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-11-27T19:40:01.509953] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1771/1890 | Remaining: 119 | Rate: 84.8/min
[2025-11-27T19:40:01.510068] [INFO ] [CONFIGURE ] LAD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:40:01.510158] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-11-27T19:40:01.551530] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:01.694385] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:01.752958] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:01.832739] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:01.879015] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:01.879181] [INFO ] [CONFIGURE ] KFS: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:40:01.880010] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1772/1890 | Remaining: 118 | Rate: 84.8/min
[2025-11-27T19:40:01.880072] [INFO ] [CONFIGURE ] KFS: Testing feature 29/29: add_vwap
[2025-11-27T19:40:01.880110] [INFO ] [CONFIGURE ] KFS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily', 'add_vwap']
[2025-11-27T19:40:01.925687] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:02.028150] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:02.166005] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:02.173954] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:02.205239] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:02.320570] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:02.402416] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:02.470157] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:02.530938] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:02.602870] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:02.603112] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-11-27T19:40:02.603888] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1773/1890 | Remaining: 117 | Rate: 84.8/min
[2025-11-27T19:40:02.603998] [INFO ] [CONFIGURE ] LUCD: Testing feature 6/29: add_failed_moves
[2025-11-27T19:40:02.604089] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:40:02.644905] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:02.760379] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:02.826937] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:02.853750] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:02.889522] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:03.047325] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:03.059553] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:03.125712] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:03.178459] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:03.291137] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:40:03.331430] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:03.355333] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:03.497360] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:03.524876] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:03.575628] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:03.575933] [INFO ] [CONFIGURE ] MCO: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-11-27T19:40:03.576804] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1774/1890 | Remaining: 116 | Rate: 84.8/min
[2025-11-27T19:40:03.576922] [INFO ] [CONFIGURE ] MCO: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:40:03.577020] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta']
[2025-11-27T19:40:03.619138] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:03.758826] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:03.814708] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:03.815021] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:03.906971] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:03.989774] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:04.046874] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:04.140701] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:04.210876] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:04.231704] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:04.303745] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:04.459826] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:04.485607] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:40:04.492200] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:04.492503] [INFO ] [CONFIGURE ] LAD: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:40:04.493278] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1775/1890 | Remaining: 115 | Rate: 84.8/min
[2025-11-27T19:40:04.493389] [INFO ] [CONFIGURE ] LAD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:40:04.493479] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-11-27T19:40:04.533967] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:04.687053] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:04.763215] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:04.787432] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:04.807692] [DEBUG] [FORECASTER] KFS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:04.920812] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:04.921154] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_failed_moves (score: 40.00%)
[2025-11-27T19:40:04.921974] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1776/1890 | Remaining: 114 | Rate: 84.8/min
[2025-11-27T19:40:04.922090] [INFO ] [CONFIGURE ] LUCD: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:40:04.922145] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:40:04.995540] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:05.080331] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:05.127277] [DEBUG] [FORECASTER] KFS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:05.127599] [INFO ] [CONFIGURE ] KFS: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:40:05.128463] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1777/1890 | Remaining: 113 | Rate: 84.9/min
[2025-11-27T19:40:05.128593] [INFO ] [CONFIGURE ] KFS: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:40:05.128690] [INFO ] [CONFIGURE ] KFS: Best accuracy: 80.00%
[2025-11-27T19:40:05.128740] [INFO ] [CONFIGURE ] KFS: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-11-27T19:40:05.128833] [INFO ] [CONFIGURE ] KFS: Improvement over baseline: 40.00%
[2025-11-27T19:40:05.128927] [INFO ] [CONFIGURE ] KFS: Total time: 1.4 minutes
[2025-11-27T19:40:05.128973] [INFO ] [CONFIGURE ] KFS: Average time per feature: 3.0 seconds
[2025-11-27T19:40:05.129064] [INFO ] [CONFIGURE ] KFS: Average speed: 0.34 features/sec
[2025-11-27T19:40:05.129357] [INFO ] [LOCAL     ] Saved configuration for KFS: 4 features, 80.00% accuracy -> ./output/feature-sets/KFS.json
[2025-11-27T19:40:05.129414] [INFO ] [CONFIGURE ] KFS: Configuration saved successfully: 4 features, 80.00% accuracy.
[2025-11-27T19:40:05.129863] [INFO ] [sig       ] [59/63] KFS OK in 1m 28s. ETA: 1m 25s. Rate: 2.8 sym/min
[2025-11-27T19:40:05.131550] [INFO ] [CONFIGURE ] MMLP: Configurate test run.
[2025-11-27T19:40:05.131700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-11-27T19:40:05.141033] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:05.142227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-11-27T19:40:05.142649] [INFO ] [CONFIGURE ] MMLP: Testing with 29 available features
[2025-11-27T19:40:05.142712] [INFO ] [CONFIGURE ] MMLP: Establishing baseline with no features...
[2025-11-27T19:40:05.227260] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:40:05.310382] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:40:05.358179] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:05.373714] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:05.459458] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:05.479546] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:05.581560] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:05.649017] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:05.672353] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:05.692840] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:05.813079] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:05.819758] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:05.927136] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:05.927431] [INFO ] [CONFIGURE ] MCO: KEPT add_cumulative_delta (score: 60.00%)
[2025-11-27T19:40:05.928288] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1778/1890 | Remaining: 112 | Rate: 84.9/min
[2025-11-27T19:40:05.928403] [INFO ] [CONFIGURE ] MCO: Testing feature 3/29: add_daily_returns
[2025-11-27T19:40:05.928506] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-11-27T19:40:05.967476] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:05.994201] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:06.041396] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:06.177146] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:06.190740] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:40:06.279750] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:06.287808] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:06.356990] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:40:06.459895] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:06.561927] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:06.580090] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-11-27T19:40:06.654017] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:06.818093] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:06.831782] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:06.852364] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:07.022168] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:07.079337] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:40:07.079710] [INFO ] [CONFIGURE ] MMLP: Baseline score (no features): 40.00%
[2025-11-27T19:40:07.080349] [INFO ] [CONFIGURE ] MMLP: Testing feature 1/29: add_bollinger_bands
[2025-11-27T19:40:07.080488] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands']
[2025-11-27T19:40:07.123413] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:07.139163] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:07.339916] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:07.348807] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:07.349032] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_lag_shelf (score: 40.00%)
[2025-11-27T19:40:07.349348] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:07.349806] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1780/1890 | Remaining: 110 | Rate: 84.9/min
[2025-11-27T19:40:07.349868] [INFO ] [CONFIGURE ] LUCD: Testing feature 8/29: add_macd
[2025-11-27T19:40:07.349907] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-11-27T19:40:07.403112] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:07.560297] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:07.656023] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:07.664266] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:07.664436] [INFO ] [CONFIGURE ] LAD: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:40:07.665284] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1781/1890 | Remaining: 109 | Rate: 84.9/min
[2025-11-27T19:40:07.665345] [INFO ] [CONFIGURE ] LAD: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:40:07.665390] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-11-27T19:40:07.692906] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:40:07.775617] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:07.906944] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:07.966807] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:07.988238] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:08.027748] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:08.152156] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:08.202001] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:08.273189] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:08.358363] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:08.398836] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:08.415796] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:08.588786] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:08.634888] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:08.650008] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:08.650310] [INFO ] [CONFIGURE ] MCO: DISCARDED add_daily_returns (score: 30.00%)
[2025-11-27T19:40:08.651215] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1782/1890 | Remaining: 108 | Rate: 84.9/min
[2025-11-27T19:40:08.651345] [INFO ] [CONFIGURE ] MCO: Testing feature 4/29: add_ema
[2025-11-27T19:40:08.651446] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-11-27T19:40:08.701310] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:08.857335] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:08.899254] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:08.934192] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:40:09.035827] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:09.092312] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:09.220615] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:09.236701] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:09.322845] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:09.323161] [INFO ] [CONFIGURE ] MMLP: KEPT add_bollinger_bands (score: 80.00%)
[2025-11-27T19:40:09.324039] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1783/1890 | Remaining: 107 | Rate: 84.9/min
[2025-11-27T19:40:09.324157] [INFO ] [CONFIGURE ] MMLP: Testing feature 2/29: add_cumulative_delta
[2025-11-27T19:40:09.324260] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-11-27T19:40:09.370564] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:09.525908] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:09.525979] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:09.609823] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:09.710330] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:09.808365] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:09.833760] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:09.896226] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:10.046131] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:10.089804] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:10.149983] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:10.175705] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:10.385726] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:10.391297] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:10.456289] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:10.461161] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:10.686600] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:40:10.727031] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:10.727341] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_macd (score: 40.00%)
[2025-11-27T19:40:10.728252] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1784/1890 | Remaining: 106 | Rate: 84.8/min
[2025-11-27T19:40:10.728382] [INFO ] [CONFIGURE ] LUCD: Testing feature 9/29: add_mfi
[2025-11-27T19:40:10.728478] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-11-27T19:40:10.728985] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:10.774248] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:10.774531] [INFO ] [CONFIGURE ] LAD: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-27T19:40:10.775444] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1785/1890 | Remaining: 105 | Rate: 84.9/min
[2025-11-27T19:40:10.775556] [INFO ] [CONFIGURE ] LAD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:40:10.775668] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-11-27T19:40:10.960268] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:10.979669] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:11.003432] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:11.056738] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:11.192849] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:11.275257] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:11.282065] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:40:11.339671] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:11.427194] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:40:11.566483] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:11.567663] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:11.567959] [INFO ] [CONFIGURE ] MCO: DISCARDED add_ema (score: 40.00%)
[2025-11-27T19:40:11.568858] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1786/1890 | Remaining: 104 | Rate: 84.9/min
[2025-11-27T19:40:11.568977] [INFO ] [CONFIGURE ] MCO: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:40:11.569077] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:40:11.617229] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:11.662034] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:11.838273] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:11.856455] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:11.896455] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:11.901403] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:12.115945] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:12.116239] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-11-27T19:40:12.117037] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1787/1890 | Remaining: 103 | Rate: 84.9/min
[2025-11-27T19:40:12.117155] [INFO ] [CONFIGURE ] MMLP: Testing feature 3/29: add_daily_returns
[2025-11-27T19:40:12.117258] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-11-27T19:40:12.145057] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:12.148162] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:12.178224] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:12.346992] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:12.389489] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:12.443091] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:12.454798] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:12.578170] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:12.641868] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:12.735375] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:12.743382] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:12.809857] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:12.879230] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:13.015356] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.034735] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:13.050292] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.112999] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.113300] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_mfi (score: 40.00%)
[2025-11-27T19:40:13.114132] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1788/1890 | Remaining: 102 | Rate: 84.9/min
[2025-11-27T19:40:13.114244] [INFO ] [CONFIGURE ] LUCD: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:40:13.114335] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:40:13.279658] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:13.293000] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:13.324793] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.417063] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.509779] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.581727] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.582026] [INFO ] [CONFIGURE ] LAD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-11-27T19:40:13.582931] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1789/1890 | Remaining: 101 | Rate: 84.9/min
[2025-11-27T19:40:13.583042] [INFO ] [CONFIGURE ] LAD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:40:13.583135] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-11-27T19:40:13.612310] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:13.720853] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:13.744530] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.862461] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:13.900525] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:13.985982] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:14.030415] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:40:14.141249] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:14.194498] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:14.226268] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:14.340248] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:14.422380] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:14.468036] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:14.468346] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_daily_returns (score: 70.00%)
[2025-11-27T19:40:14.469114] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1790/1890 | Remaining: 100 | Rate: 84.9/min
[2025-11-27T19:40:14.469234] [INFO ] [CONFIGURE ] MMLP: Testing feature 4/29: add_ema
[2025-11-27T19:40:14.469336] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-11-27T19:40:14.485818] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:14.486119] [INFO ] [CONFIGURE ] MCO: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-11-27T19:40:14.486977] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1791/1890 | Remaining: 99 | Rate: 84.9/min
[2025-11-27T19:40:14.487084] [INFO ] [CONFIGURE ] MCO: Testing feature 6/29: add_failed_moves
[2025-11-27T19:40:14.487189] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-11-27T19:40:14.652976] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:14.703514] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:14.724098] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:14.741957] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:14.961559] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:14.971030] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:14.989001] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:15.016746] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:15.200821] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:15.277484] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:15.286277] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:15.287818] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:15.439035] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:15.562108] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:15.562092] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:15.600885] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:15.677522] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:15.838319] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:15.849601] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:15.914370] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:15.918171] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:16.119402] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:16.126242] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:16.158617] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:40:16.226131] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:16.226469] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-11-27T19:40:16.227353] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1792/1890 | Remaining: 98 | Rate: 84.8/min
[2025-11-27T19:40:16.227462] [INFO ] [CONFIGURE ] LUCD: Testing feature 11/29: add_obv_daily
[2025-11-27T19:40:16.227554] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-11-27T19:40:16.396141] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:16.396433] [INFO ] [CONFIGURE ] LAD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-11-27T19:40:16.397270] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1793/1890 | Remaining: 97 | Rate: 84.9/min
[2025-11-27T19:40:16.397381] [INFO ] [CONFIGURE ] LAD: Testing feature 20/29: add_price_rejection
[2025-11-27T19:40:16.397471] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-11-27T19:40:16.398165] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:16.401928] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:16.473256] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:40:16.639773] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:16.674775] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:16.699032] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:16.719159] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:16.880629] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:16.880893] [INFO ] [CONFIGURE ] MCO: DISCARDED add_failed_moves (score: 60.00%)
[2025-11-27T19:40:16.881667] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1794/1890 | Remaining: 96 | Rate: 84.9/min
[2025-11-27T19:40:16.881793] [INFO ] [CONFIGURE ] MCO: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:40:16.881891] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-11-27T19:40:16.945875] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:16.966656] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:17.001803] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:17.110436] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:17.214541] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:17.223238] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:17.223517] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_ema (score: 80.00%)
[2025-11-27T19:40:17.224308] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1795/1890 | Remaining: 95 | Rate: 84.9/min
[2025-11-27T19:40:17.224432] [INFO ] [CONFIGURE ] MMLP: Testing feature 5/29: add_exhaustion_signals
[2025-11-27T19:40:17.224531] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-11-27T19:40:17.313064] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:17.340309] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:17.463210] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:17.499633] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:17.570670] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:17.610916] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:17.716282] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:17.778781] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:17.800207] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:17.903788] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:17.963518] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:18.029696] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:18.051421] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:18.197515] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:18.211537] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:18.264872] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:18.323343] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:18.461991] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:18.492037] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:18.494066] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:40:18.595874] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:18.711763] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:18.712070] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_obv_daily (score: 20.00%)
[2025-11-27T19:40:18.712932] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1796/1890 | Remaining: 94 | Rate: 84.9/min
[2025-11-27T19:40:18.713039] [INFO ] [CONFIGURE ] LUCD: Testing feature 12/29: add_obv_interval
[2025-11-27T19:40:18.713133] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-11-27T19:40:18.725376] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:18.786981] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:18.882189] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:18.945848] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:40:18.956313] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:19.088600] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:19.173642] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:19.178083] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:19.189653] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:19.189944] [INFO ] [CONFIGURE ] MCO: DISCARDED add_lag_shelf (score: 60.00%)
[2025-11-27T19:40:19.190726] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1797/1890 | Remaining: 93 | Rate: 84.9/min
[2025-11-27T19:40:19.190857] [INFO ] [CONFIGURE ] MCO: Testing feature 8/29: add_macd
[2025-11-27T19:40:19.190955] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:40:19.385641] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:19.385920] [INFO ] [CONFIGURE ] LAD: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-27T19:40:19.386761] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1798/1890 | Remaining: 92 | Rate: 84.9/min
[2025-11-27T19:40:19.386865] [INFO ] [CONFIGURE ] LAD: Testing feature 21/29: add_range_position
[2025-11-27T19:40:19.386953] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-11-27T19:40:19.406871] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:40:19.460657] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:19.521062] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:19.638621] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:19.689223] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:19.744549] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:19.854403] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:40:19.872996] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:19.990343] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:20.020255] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:20.020445] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-11-27T19:40:20.021271] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1799/1890 | Remaining: 91 | Rate: 84.9/min
[2025-11-27T19:40:20.021392] [INFO ] [CONFIGURE ] MMLP: Testing feature 6/29: add_failed_moves
[2025-11-27T19:40:20.021493] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-11-27T19:40:20.106017] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:20.202478] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:20.251488] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:20.297697] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:20.344675] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:20.474104] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:20.537510] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:20.577098] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:20.615621] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:20.696278] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:20.812646] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:20.868875] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:20.919455] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:20.925646] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:21.048127] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:21.048454] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_obv_interval (score: 30.00%)
[2025-11-27T19:40:21.049325] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1800/1890 | Remaining: 90 | Rate: 84.9/min
[2025-11-27T19:40:21.049433] [INFO ] [CONFIGURE ] LUCD: Testing feature 13/29: add_opening_strength
[2025-11-27T19:40:21.049525] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:40:21.142251] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:21.205459] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:21.233352] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:21.311677] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:21.364919] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:21.541192] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:21.544284] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:21.574084] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:21.589258] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:21.813911] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:21.855519] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:40:21.862923] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:21.882687] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:22.038640] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:22.127933] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:22.175854] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:22.223114] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:22.263226] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:22.263486] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_failed_moves (score: 80.00%)
[2025-11-27T19:40:22.264269] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1801/1890 | Remaining: 89 | Rate: 84.9/min
[2025-11-27T19:40:22.264390] [INFO ] [CONFIGURE ] MMLP: Testing feature 7/29: add_lag_shelf
[2025-11-27T19:40:22.264442] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:40:22.394361] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:22.478832] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:22.487633] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:22.487902] [INFO ] [CONFIGURE ] LAD: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:40:22.488758] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1802/1890 | Remaining: 88 | Rate: 84.9/min
[2025-11-27T19:40:22.488865] [INFO ] [CONFIGURE ] LAD: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:40:22.488954] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-11-27T19:40:22.558082] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:22.558363] [INFO ] [CONFIGURE ] MCO: KEPT add_macd (score: 90.00%)
[2025-11-27T19:40:22.559139] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1803/1890 | Remaining: 87 | Rate: 84.9/min
[2025-11-27T19:40:22.559291] [INFO ] [CONFIGURE ] MCO: Testing feature 9/29: add_mfi
[2025-11-27T19:40:22.559392] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi']
[2025-11-27T19:40:22.662957] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:22.699343] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:22.858353] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:22.912594] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:22.915589] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:22.928627] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:23.133479] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:23.203741] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:23.231322] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:23.265664] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:40:23.353752] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:23.472278] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:23.579263] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:23.603856] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:23.616684] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:23.738416] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:23.738617] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_opening_strength (score: 40.00%)
[2025-11-27T19:40:23.739603] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1804/1890 | Remaining: 86 | Rate: 84.9/min
[2025-11-27T19:40:23.739712] [INFO ] [CONFIGURE ] LUCD: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:40:23.739802] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-11-27T19:40:23.799245] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:23.966805] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:23.985103] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:23.985293] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:24.030307] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:24.233972] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:24.258615] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:24.316324] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:24.364249] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:24.483717] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:24.484397] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:24.484703] [INFO ] [CONFIGURE ] MMLP: KEPT add_lag_shelf (score: 90.00%)
[2025-11-27T19:40:24.485504] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1805/1890 | Remaining: 85 | Rate: 84.9/min
[2025-11-27T19:40:24.485636] [INFO ] [CONFIGURE ] MMLP: Testing feature 8/29: add_macd
[2025-11-27T19:40:24.485752] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-11-27T19:40:24.672914] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:24.732751] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:24.750917] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:24.824536] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:24.983968] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:25.025073] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:25.134813] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:40:25.171220] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:25.233074] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:25.379072] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:25.479681] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:40:25.511429] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:25.516944] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:25.726983] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:25.739938] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:25.843387] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:25.901880] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:25.977845] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:26.120333] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:26.120561] [INFO ] [CONFIGURE ] MCO: DISCARDED add_mfi (score: 60.00%)
[2025-11-27T19:40:26.121302] [INFO ] [CONFIGURE ] JOB ETA: 59s | Tests: 1806/1890 | Remaining: 84 | Rate: 84.8/min
[2025-11-27T19:40:26.121377] [INFO ] [CONFIGURE ] MCO: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:40:26.121425] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:40:26.178561] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:26.230129] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:26.230407] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-11-27T19:40:26.231289] [INFO ] [CONFIGURE ] JOB ETA: 59s | Tests: 1807/1890 | Remaining: 83 | Rate: 84.9/min
[2025-11-27T19:40:26.231397] [INFO ] [CONFIGURE ] LUCD: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:40:26.231492] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-11-27T19:40:26.290448] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:26.290743] [INFO ] [CONFIGURE ] LAD: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:40:26.291612] [INFO ] [CONFIGURE ] JOB ETA: 58s | Tests: 1808/1890 | Remaining: 82 | Rate: 84.9/min
[2025-11-27T19:40:26.291720] [INFO ] [CONFIGURE ] LAD: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:40:26.291811] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-11-27T19:40:26.449893] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:26.516078] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:26.561776] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:26.571383] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:26.686340] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:26.851922] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:26.856757] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:26.911008] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:26.993459] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:40:27.133628] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:27.134421] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:27.195481] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:27.360837] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:27.422205] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:27.441088] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:27.537964] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:27.587748] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:27.709824] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:27.815063] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:27.873382] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:27.873706] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_macd (score: 60.00%)
[2025-11-27T19:40:27.874459] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 1809/1890 | Remaining: 81 | Rate: 84.9/min
[2025-11-27T19:40:27.874588] [INFO ] [CONFIGURE ] MMLP: Testing feature 9/29: add_mfi
[2025-11-27T19:40:27.874690] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi']
[2025-11-27T19:40:27.893145] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:27.995487] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:28.047810] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:28.107354] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:28.280887] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:28.282592] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:28.331181] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:28.342927] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:28.527916] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:28.528385] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-11-27T19:40:28.529468] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 1810/1890 | Remaining: 80 | Rate: 84.9/min
[2025-11-27T19:40:28.529642] [INFO ] [CONFIGURE ] LUCD: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:40:28.529757] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-11-27T19:40:28.573028] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:28.577695] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:28.756844] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:28.782678] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:28.815966] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:28.861768] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:29.020308] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:29.054821] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:29.146972] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:29.147245] [INFO ] [CONFIGURE ] LAD: DISCARDED add_recent_range_context (score: 50.00%)
[2025-11-27T19:40:29.148099] [INFO ] [CONFIGURE ] JOB ETA: 56s | Tests: 1811/1890 | Remaining: 79 | Rate: 84.9/min
[2025-11-27T19:40:29.148219] [INFO ] [CONFIGURE ] LAD: Testing feature 24/29: add_rsi
[2025-11-27T19:40:29.148310] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-11-27T19:40:29.182000] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:29.251140] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:29.297734] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:29.480806] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:29.484632] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:29.544492] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:29.609288] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:29.724420] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:29.794705] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:29.817021] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:29.964811] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:30.041801] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:30.042948] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:30.148653] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:30.221328] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:30.291172] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:30.291482] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_mfi (score: 90.00%)
[2025-11-27T19:40:30.292238] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 1812/1890 | Remaining: 78 | Rate: 84.8/min
[2025-11-27T19:40:30.292357] [INFO ] [CONFIGURE ] MMLP: Testing feature 10/29: add_momentum_acceleration
[2025-11-27T19:40:30.292458] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-11-27T19:40:30.456001] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:30.471351] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:30.471664] [INFO ] [CONFIGURE ] MCO: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:40:30.472425] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 1813/1890 | Remaining: 77 | Rate: 84.9/min
[2025-11-27T19:40:30.472546] [INFO ] [CONFIGURE ] MCO: Testing feature 11/29: add_obv_daily
[2025-11-27T19:40:30.472661] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-11-27T19:40:30.495956] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:30.600337] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:30.692328] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:30.834542] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:30.843511] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:40:30.905285] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:30.927978] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:30.928279] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-11-27T19:40:30.929158] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 1814/1890 | Remaining: 76 | Rate: 84.9/min
[2025-11-27T19:40:30.929266] [INFO ] [CONFIGURE ] LUCD: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:40:30.929355] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-11-27T19:40:31.173198] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:31.176540] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:40:31.213544] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:31.229360] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:40:31.415835] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:31.510792] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:40:31.523140] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:31.615041] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:31.653715] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:40:31.834314] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:31.852308] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:31.894928] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:31.995117] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:32.134315] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:32.145178] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:32.192159] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:32.374963] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:32.383233] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:32.456768] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:40:32.531349] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:32.531520] [INFO ] [CONFIGURE ] LAD: DISCARDED add_rsi (score: 40.00%)
[2025-11-27T19:40:32.532337] [INFO ] [CONFIGURE ] JOB ETA: 53s | Tests: 1815/1890 | Remaining: 75 | Rate: 84.8/min
[2025-11-27T19:40:32.532405] [INFO ] [CONFIGURE ] LAD: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:40:32.532452] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-11-27T19:40:32.616776] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:32.771243] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:32.772809] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:32.807642] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:32.859303] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:33.081994] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:33.088736] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:33.096796] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:33.159659] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:33.339095] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:33.339355] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-11-27T19:40:33.340133] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 1816/1890 | Remaining: 74 | Rate: 84.8/min
[2025-11-27T19:40:33.340239] [INFO ] [CONFIGURE ] LUCD: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:40:33.340330] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-11-27T19:40:33.358232] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:33.401461] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:33.401739] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-11-27T19:40:33.402509] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 1817/1890 | Remaining: 73 | Rate: 84.9/min
[2025-11-27T19:40:33.402644] [INFO ] [CONFIGURE ] MMLP: Testing feature 11/29: add_obv_daily
[2025-11-27T19:40:33.402747] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily']
[2025-11-27T19:40:33.554041] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:33.556471] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:33.634453] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:33.655791] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:33.773046] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:40:33.915134] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:33.915639] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:33.943251] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:33.992564] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-11-27T19:40:34.168514] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:34.195645] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:34.211502] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:34.320067] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:34.320389] [INFO ] [CONFIGURE ] MCO: DISCARDED add_obv_daily (score: 70.00%)
[2025-11-27T19:40:34.321240] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 1818/1890 | Remaining: 72 | Rate: 84.9/min
[2025-11-27T19:40:34.321361] [INFO ] [CONFIGURE ] MCO: Testing feature 12/29: add_obv_interval
[2025-11-27T19:40:34.321465] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-11-27T19:40:34.421560] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:34.432760] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:34.479500] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:34.656452] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:34.674480] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:40:34.682336] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:34.765689] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:34.888986] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:34.946407] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:35.029637] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:40:35.043667] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:35.108511] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:35.201471] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:35.323072] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:35.323344] [INFO ] [CONFIGURE ] LAD: DISCARDED add_tick_distribution (score: 50.00%)
[2025-11-27T19:40:35.324099] [INFO ] [CONFIGURE ] JOB ETA: 50s | Tests: 1819/1890 | Remaining: 71 | Rate: 84.8/min
[2025-11-27T19:40:35.324206] [INFO ] [CONFIGURE ] LAD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:40:35.324297] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-27T19:40:35.328383] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:35.382412] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:35.459404] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:35.552792] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:35.553074] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:40:35.553878] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 1820/1890 | Remaining: 70 | Rate: 84.9/min
[2025-11-27T19:40:35.553987] [INFO ] [CONFIGURE ] LUCD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:40:35.554078] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-11-27T19:40:35.607797] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:35.718947] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:35.732389] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:35.767612] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:40:35.894216] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:35.976957] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:35.977263] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_obv_daily (score: 90.00%)
[2025-11-27T19:40:35.978043] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 1821/1890 | Remaining: 69 | Rate: 84.9/min
[2025-11-27T19:40:35.978171] [INFO ] [CONFIGURE ] MMLP: Testing feature 12/29: add_obv_interval
[2025-11-27T19:40:35.978272] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval']
[2025-11-27T19:40:35.987179] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:36.089102] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:36.178541] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:36.207678] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:36.218090] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:36.428006] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:36.442893] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:36.463736] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:36.470312] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:36.650346] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:36.706978] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:36.752899] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:36.797755] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:36.863517] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:36.949215] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:37.043236] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:37.083904] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:37.173821] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:37.197587] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:37.313395] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:37.338739] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:37.449294] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:37.539355] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:37.553243] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:37.635448] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:37.701220] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:37.760054] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:37.760317] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_pbf_vs_sma_5 (score: 20.00%)
[2025-11-27T19:40:37.761116] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 1822/1890 | Remaining: 68 | Rate: 84.8/min
[2025-11-27T19:40:37.761265] [INFO ] [CONFIGURE ] LUCD: Testing feature 20/29: add_price_rejection
[2025-11-27T19:40:37.761359] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-11-27T19:40:37.931862] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:37.932181] [INFO ] [CONFIGURE ] MCO: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-27T19:40:37.932065] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:37.932940] [INFO ] [CONFIGURE ] JOB ETA: 47s | Tests: 1823/1890 | Remaining: 67 | Rate: 84.8/min
[2025-11-27T19:40:37.933020] [INFO ] [CONFIGURE ] MCO: Testing feature 13/29: add_opening_strength
[2025-11-27T19:40:37.933070] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:40:37.947278] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:38.001474] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:38.193314] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:38.223017] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:38.223513] [INFO ] [CONFIGURE ] LAD: KEPT add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:40:38.224314] [INFO ] [CONFIGURE ] JOB ETA: 47s | Tests: 1824/1890 | Remaining: 66 | Rate: 84.9/min
[2025-11-27T19:40:38.224426] [INFO ] [CONFIGURE ] LAD: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:40:38.224517] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-11-27T19:40:38.248460] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:38.340207] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:38.447112] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:38.447424] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_obv_interval (score: 70.00%)
[2025-11-27T19:40:38.448237] [INFO ] [CONFIGURE ] JOB ETA: 46s | Tests: 1825/1890 | Remaining: 65 | Rate: 84.9/min
[2025-11-27T19:40:38.448356] [INFO ] [CONFIGURE ] MMLP: Testing feature 13/29: add_opening_strength
[2025-11-27T19:40:38.448456] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength']
[2025-11-27T19:40:38.497314] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:38.552097] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:38.727792] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:38.742334] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:38.756969] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:40:38.884012] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:38.983679] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:39.002812] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:39.163717] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:39.213904] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:39.233328] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:39.280599] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:39.476943] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:39.541141] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:39.558202] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:39.571655] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:39.722705] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:39.841121] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:39.875297] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:39.966258] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:39.975288] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:40.125444] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:40.204181] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:40.208126] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:40.208413] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_price_rejection (score: 40.00%)
[2025-11-27T19:40:40.209214] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 1826/1890 | Remaining: 64 | Rate: 84.8/min
[2025-11-27T19:40:40.209326] [INFO ] [CONFIGURE ] LUCD: Testing feature 21/29: add_range_position
[2025-11-27T19:40:40.209418] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-11-27T19:40:40.363792] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:40.406659] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:40.465017] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:40.533559] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:40.690625] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:40.721936] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:40.756402] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:40.865600] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:40.971057] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:40.978316] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:41.151094] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:41.190033] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:41.237041] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:41.252239] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:41.252417] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_opening_strength (score: 60.00%)
[2025-11-27T19:40:41.253275] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 1827/1890 | Remaining: 63 | Rate: 84.8/min
[2025-11-27T19:40:41.253402] [INFO ] [CONFIGURE ] MMLP: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:40:41.253511] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-11-27T19:40:41.492707] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:41.502669] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:41.518183] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:41.518463] [INFO ] [CONFIGURE ] LAD: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-11-27T19:40:41.519248] [INFO ] [CONFIGURE ] JOB ETA: 44s | Tests: 1828/1890 | Remaining: 62 | Rate: 84.8/min
[2025-11-27T19:40:41.519365] [INFO ] [CONFIGURE ] LAD: Testing feature 28/29: add_volume_profile
[2025-11-27T19:40:41.519456] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-11-27T19:40:41.538148] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:41.751789] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:41.755708] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:41.836476] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:41.934244] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:41.934565] [INFO ] [CONFIGURE ] MCO: DISCARDED add_opening_strength (score: 50.00%)
[2025-11-27T19:40:41.935318] [INFO ] [CONFIGURE ] JOB ETA: 43s | Tests: 1829/1890 | Remaining: 61 | Rate: 84.9/min
[2025-11-27T19:40:41.935439] [INFO ] [CONFIGURE ] MCO: Testing feature 14/29: add_order_flow_imbalance
[2025-11-27T19:40:41.935539] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-11-27T19:40:42.010632] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:42.013550] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:42.149786] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:42.268737] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:42.285148] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:42.322370] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:42.465817] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:42.522639] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:42.559118] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:42.712936] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:42.782210] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:42.784620] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:42.837634] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:42.837956] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_range_position (score: 30.00%)
[2025-11-27T19:40:42.838815] [INFO ] [CONFIGURE ] JOB ETA: 42s | Tests: 1830/1890 | Remaining: 60 | Rate: 84.8/min
[2025-11-27T19:40:42.838963] [INFO ] [CONFIGURE ] LUCD: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:40:42.839079] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-11-27T19:40:43.041265] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:40:43.096988] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:43.107317] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:43.174237] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:43.297251] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:43.408367] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:43.491433] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:43.501996] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:43.553508] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:43.723138] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:43.811806] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:43.812107] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-11-27T19:40:43.812900] [INFO ] [CONFIGURE ] JOB ETA: 42s | Tests: 1831/1890 | Remaining: 59 | Rate: 84.8/min
[2025-11-27T19:40:43.813022] [INFO ] [CONFIGURE ] MMLP: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:40:43.813122] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-11-27T19:40:43.831777] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:43.873229] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:44.042803] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:44.042668] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:44.162724] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:44.259650] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:44.273124] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:44.366116] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:44.496913] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:44.505900] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:44.645308] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:44.696430] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:44.696719] [INFO ] [CONFIGURE ] LAD: DISCARDED add_volume_profile (score: 60.00%)
[2025-11-27T19:40:44.697468] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 1832/1890 | Remaining: 58 | Rate: 84.8/min
[2025-11-27T19:40:44.697590] [INFO ] [CONFIGURE ] LAD: Testing feature 29/29: add_vwap
[2025-11-27T19:40:44.697683] [INFO ] [CONFIGURE ] LAD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-11-27T19:40:44.740903] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:44.829985] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:44.974043] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:45.015976] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:45.021769] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:45.163118] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:45.211521] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:45.334376] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:45.399112] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:45.445662] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:40:45.501906] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:45.653838] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:45.681052] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:45.776519] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:45.776820] [INFO ] [CONFIGURE ] MCO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-11-27T19:40:45.777590] [INFO ] [CONFIGURE ] JOB ETA: 40s | Tests: 1833/1890 | Remaining: 57 | Rate: 84.8/min
[2025-11-27T19:40:45.777707] [INFO ] [CONFIGURE ] MCO: Testing feature 15/29: add_pbf_morning_momentum
[2025-11-27T19:40:45.777806] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-11-27T19:40:45.841916] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:45.915130] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:45.969066] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:46.121923] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:46.148674] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:46.148973] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:40:46.149774] [INFO ] [CONFIGURE ] JOB ETA: 40s | Tests: 1834/1890 | Remaining: 56 | Rate: 84.8/min
[2025-11-27T19:40:46.149891] [INFO ] [CONFIGURE ] MMLP: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:40:46.149989] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-11-27T19:40:46.176464] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:46.176755] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_realized_volatility (score: 30.00%)
[2025-11-27T19:40:46.177588] [INFO ] [CONFIGURE ] JOB ETA: 39s | Tests: 1835/1890 | Remaining: 55 | Rate: 84.9/min
[2025-11-27T19:40:46.177705] [INFO ] [CONFIGURE ] LUCD: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:40:46.177798] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-11-27T19:40:46.285554] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:46.392490] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:46.416191] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1
[2025-11-27T19:40:46.463126] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:46.604418] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-11-27T19:40:46.639016] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:46.649940] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:46.810197] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:46.884460] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:46.888263] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:46.928470] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:47.127650] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:47.135196] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:47.155123] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:47.257475] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:40:47.383177] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:47.384303] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:47.502186] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:47.585643] [DEBUG] [FORECASTER] LAD: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:47.634301] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:47.634718] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:47.849358] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:47.877671] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:47.885469] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:47.911156] [DEBUG] [FORECASTER] LAD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:47.911331] [INFO ] [CONFIGURE ] LAD: DISCARDED add_vwap (score: 50.00%)
[2025-11-27T19:40:47.912226] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 1836/1890 | Remaining: 54 | Rate: 84.8/min
[2025-11-27T19:40:47.912342] [INFO ] [CONFIGURE ] LAD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:40:47.912393] [INFO ] [CONFIGURE ] LAD: Best accuracy: 70.00%
[2025-11-27T19:40:47.912481] [INFO ] [CONFIGURE ] LAD: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-11-27T19:40:47.912568] [INFO ] [CONFIGURE ] LAD: Improvement over baseline: 40.00%
[2025-11-27T19:40:47.912631] [INFO ] [CONFIGURE ] LAD: Total time: 1.5 minutes
[2025-11-27T19:40:47.912715] [INFO ] [CONFIGURE ] LAD: Average time per feature: 3.1 seconds
[2025-11-27T19:40:47.912801] [INFO ] [CONFIGURE ] LAD: Average speed: 0.32 features/sec
[2025-11-27T19:40:47.913020] [INFO ] [LOCAL     ] Saved configuration for LAD: 3 features, 70.00% accuracy -> ./output/feature-sets/LAD.json
[2025-11-27T19:40:47.913122] [INFO ] [CONFIGURE ] LAD: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-11-27T19:40:47.913670] [INFO ] [sig       ] [60/63] LAD OK in 1m 32s. ETA: 1m 5s. Rate: 2.8 sym/min
[2025-11-27T19:40:48.114484] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:48.134361] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:48.194364] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:48.352611] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:48.390447] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:48.542093] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:48.590147] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:48.590319] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_recent_range_context (score: 20.00%)
[2025-11-27T19:40:48.591340] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 1837/1890 | Remaining: 53 | Rate: 84.8/min
[2025-11-27T19:40:48.591404] [INFO ] [CONFIGURE ] LUCD: Testing feature 24/29: add_rsi
[2025-11-27T19:40:48.591447] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-27T19:40:48.644347] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:48.644508] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-11-27T19:40:48.645378] [INFO ] [CONFIGURE ] JOB ETA: 37s | Tests: 1838/1890 | Remaining: 52 | Rate: 84.8/min
[2025-11-27T19:40:48.645452] [INFO ] [CONFIGURE ] MMLP: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:40:48.645496] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-11-27T19:40:48.874486] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:48.895352] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:48.901910] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:49.161586] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:49.161803] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:49.250789] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:49.250956] [INFO ] [CONFIGURE ] MCO: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-11-27T19:40:49.251694] [INFO ] [CONFIGURE ] JOB ETA: 36s | Tests: 1839/1890 | Remaining: 51 | Rate: 84.8/min
[2025-11-27T19:40:49.251757] [INFO ] [CONFIGURE ] MCO: Testing feature 16/29: add_pbf_overnight_gap
[2025-11-27T19:40:49.251797] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-11-27T19:40:49.413952] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:49.444076] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:49.609250] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:49.672124] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:49.732512] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:49.928734] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:49.967421] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:40:50.019211] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:50.182002] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:50.306462] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:50.326404] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:40:50.449528] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:50.594649] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:40:50.686703] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:50.705718] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:50.880608] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:50.961281] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:51.048640] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:51.168272] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:51.214001] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:51.214154] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:40:51.215094] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 1840/1890 | Remaining: 50 | Rate: 84.8/min
[2025-11-27T19:40:51.215158] [INFO ] [CONFIGURE ] MMLP: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:40:51.215200] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-11-27T19:40:51.403042] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:51.437832] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:51.452283] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:51.452452] [INFO ] [CONFIGURE ] LUCD: KEPT add_rsi (score: 50.00%)
[2025-11-27T19:40:51.453526] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 1841/1890 | Remaining: 49 | Rate: 84.8/min
[2025-11-27T19:40:51.453599] [INFO ] [CONFIGURE ] LUCD: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:40:51.453644] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-11-27T19:40:51.659638] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:51.745798] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:51.766274] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:51.881927] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:52.040772] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:52.103107] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:40:52.130475] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:52.325304] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:52.335316] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:52.490683] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:52.548563] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:40:52.630518] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:52.773738] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:52.851283] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:52.851450] [INFO ] [CONFIGURE ] MCO: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-11-27T19:40:52.852262] [INFO ] [CONFIGURE ] JOB ETA: 34s | Tests: 1842/1890 | Remaining: 48 | Rate: 84.8/min
[2025-11-27T19:40:52.852326] [INFO ] [CONFIGURE ] MCO: Testing feature 17/29: add_pbf_return_2d
[2025-11-27T19:40:52.852367] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-11-27T19:40:52.920520] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:52.999906] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:53.216152] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:53.216732] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:53.226199] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:53.453758] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:53.453908] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-11-27T19:40:53.454807] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 1843/1890 | Remaining: 47 | Rate: 84.8/min
[2025-11-27T19:40:53.454871] [INFO ] [CONFIGURE ] MMLP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:40:53.454911] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-11-27T19:40:53.510446] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:53.586739] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:53.675869] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:53.815600] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:53.898921] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:53.958691] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:54.118166] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:54.119296] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:54.326669] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:54.344531] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:54.421924] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:54.422073] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_tick_distribution (score: 30.00%)
[2025-11-27T19:40:54.423131] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 1844/1890 | Remaining: 46 | Rate: 84.7/min
[2025-11-27T19:40:54.423188] [INFO ] [CONFIGURE ] LUCD: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:40:54.423229] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-11-27T19:40:54.565896] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:54.698663] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:40:54.726106] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:54.791842] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:55.011901] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:55.025677] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:55.071417] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:55.233008] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:55.330366] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:55.443447] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:55.456765] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:40:55.632647] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:55.677280] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:55.677427] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:40:55.678320] [INFO ] [CONFIGURE ] JOB ETA: 32s | Tests: 1845/1890 | Remaining: 45 | Rate: 84.7/min
[2025-11-27T19:40:55.678384] [INFO ] [CONFIGURE ] MMLP: Testing feature 20/29: add_price_rejection
[2025-11-27T19:40:55.678422] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection']
[2025-11-27T19:40:55.815877] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:55.922039] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:55.934839] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:56.167614] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:56.186380] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:56.243394] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:56.415065] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:56.559470] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:40:56.559761] [INFO ] [CONFIGURE ] MCO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-11-27T19:40:56.560557] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 1846/1890 | Remaining: 44 | Rate: 84.7/min
[2025-11-27T19:40:56.560638] [INFO ] [CONFIGURE ] MCO: Testing feature 18/29: add_pbf_volatility_5d
[2025-11-27T19:40:56.560684] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-11-27T19:40:56.565518] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:40:56.662154] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:56.897674] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:56.900611] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:40:56.908880] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:57.156254] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:57.208922] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:40:57.240887] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:57.405330] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:40:57.533069] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:40:57.533231] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-11-27T19:40:57.534372] [INFO ] [CONFIGURE ] JOB ETA: 30s | Tests: 1847/1890 | Remaining: 43 | Rate: 84.7/min
[2025-11-27T19:40:57.534434] [INFO ] [CONFIGURE ] LUCD: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:40:57.534478] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-11-27T19:40:57.584890] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:57.652290] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:40:57.848649] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:40:57.899896] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:57.924597] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:40:58.151376] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:40:58.151533] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_price_rejection (score: 70.00%)
[2025-11-27T19:40:58.152334] [INFO ] [CONFIGURE ] JOB ETA: 30s | Tests: 1848/1890 | Remaining: 42 | Rate: 84.7/min
[2025-11-27T19:40:58.152400] [INFO ] [CONFIGURE ] MMLP: Testing feature 21/29: add_range_position
[2025-11-27T19:40:58.152446] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position']
[2025-11-27T19:40:58.166359] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:40:58.264178] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:40:58.411341] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:40:58.486843] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:40:58.610910] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:58.672168] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:40:58.811645] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:40:58.934165] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:40:58.956284] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:40:59.156864] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:40:59.212412] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:40:59.335566] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:40:59.511236] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:40:59.556318] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:59.776948] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:40:59.891903] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:40:59.961723] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:00.188711] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:00.188921] [INFO ] [CONFIGURE ] MCO: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-11-27T19:41:00.189732] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 1849/1890 | Remaining: 41 | Rate: 84.6/min
[2025-11-27T19:41:00.189806] [INFO ] [CONFIGURE ] MCO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-11-27T19:41:00.189854] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-11-27T19:41:00.205894] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:41:00.318280] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:41:00.480297] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:41:00.532484] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:00.636852] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:41:00.747614] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:00.873443] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:41:00.997379] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:41:00.997665] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_volume_price_divergence (score: 20.00%)
[2025-11-27T19:41:00.998463] [INFO ] [CONFIGURE ] JOB ETA: 28s | Tests: 1850/1890 | Remaining: 40 | Rate: 84.6/min
[2025-11-27T19:41:00.998590] [INFO ] [CONFIGURE ] LUCD: Testing feature 28/29: add_volume_profile
[2025-11-27T19:41:00.998685] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-11-27T19:41:01.054128] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:41:01.054425] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_range_position (score: 60.00%)
[2025-11-27T19:41:01.055276] [INFO ] [CONFIGURE ] JOB ETA: 28s | Tests: 1851/1890 | Remaining: 39 | Rate: 84.6/min
[2025-11-27T19:41:01.055389] [INFO ] [CONFIGURE ] MMLP: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:41:01.055488] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility']
[2025-11-27T19:41:01.253634] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:01.306931] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:41:01.384457] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:01.593270] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:01.622682] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:41:01.716503] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:41:01.938370] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:41:01.948999] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:41:02.057654] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:02.255003] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:41:02.296237] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:02.395709] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:41:02.573179] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:41:02.634992] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:02.722931] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:41:02.897119] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:02.977321] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:41:03.058303] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:03.228911] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:41:03.319676] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:41:03.401105] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:41:03.552678] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:41:03.661015] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:03.661179] [INFO ] [CONFIGURE ] MCO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-11-27T19:41:03.662018] [INFO ] [CONFIGURE ] JOB ETA: 27s | Tests: 1852/1890 | Remaining: 38 | Rate: 84.5/min
[2025-11-27T19:41:03.662083] [INFO ] [CONFIGURE ] MCO: Testing feature 20/29: add_price_rejection
[2025-11-27T19:41:03.662124] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-11-27T19:41:03.743785] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:41:03.863446] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:41:04.027559] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:41:04.089000] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:41:04.173499] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:41:04.173670] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_volume_profile (score: 30.00%)
[2025-11-27T19:41:04.174826] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 1853/1890 | Remaining: 37 | Rate: 84.5/min
[2025-11-27T19:41:04.175003] [INFO ] [CONFIGURE ] LUCD: Testing feature 29/29: add_vwap
[2025-11-27T19:41:04.175107] [INFO ] [CONFIGURE ] LUCD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_vwap']
[2025-11-27T19:41:04.396378] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:41:04.423807] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-11-27T19:41:04.423983] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_realized_volatility (score: 60.00%)
[2025-11-27T19:41:04.424940] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 1854/1890 | Remaining: 36 | Rate: 84.6/min
[2025-11-27T19:41:04.425000] [INFO ] [CONFIGURE ] MMLP: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:41:04.425036] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context']
[2025-11-27T19:41:04.498076] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1
[2025-11-27T19:41:04.660422] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:04.771974] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:04.821729] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:41:04.899598] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:41:05.137857] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-11-27T19:41:05.138027] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:05.150363] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:05.376376] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:41:05.457760] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-11-27T19:41:05.533129] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:41:05.616705] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:41:05.775166] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:41:05.864274] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:05.917177] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:06.094729] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:06.120128] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:41:06.292276] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:06.374233] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:41:06.420672] [DEBUG] [FORECASTER] LUCD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-11-27T19:41:06.627274] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:06.679251] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:41:06.739664] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:41:06.879806] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:41:06.879973] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_recent_range_context (score: 80.00%)
[2025-11-27T19:41:06.880892] [INFO ] [CONFIGURE ] JOB ETA: 25s | Tests: 1855/1890 | Remaining: 35 | Rate: 84.4/min
[2025-11-27T19:41:06.880957] [INFO ] [CONFIGURE ] MMLP: Testing feature 24/29: add_rsi
[2025-11-27T19:41:06.881000] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-11-27T19:41:07.057755] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:41:07.066688] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-11-27T19:41:07.188252] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:07.390002] [DEBUG] [FORECASTER] LUCD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-11-27T19:41:07.390161] [INFO ] [CONFIGURE ] LUCD: DISCARDED add_vwap (score: 40.00%)
[2025-11-27T19:41:07.391269] [INFO ] [CONFIGURE ] JOB ETA: 24s | Tests: 1856/1890 | Remaining: 34 | Rate: 84.5/min
[2025-11-27T19:41:07.391328] [INFO ] [CONFIGURE ] LUCD: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:41:07.391378] [INFO ] [CONFIGURE ] LUCD: Best accuracy: 50.00%
[2025-11-27T19:41:07.391418] [INFO ] [CONFIGURE ] LUCD: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-11-27T19:41:07.391484] [INFO ] [CONFIGURE ] LUCD: Improvement over baseline: 30.00%
[2025-11-27T19:41:07.391521] [INFO ] [CONFIGURE ] LUCD: Total time: 1.3 minutes
[2025-11-27T19:41:07.391565] [INFO ] [CONFIGURE ] LUCD: Average time per feature: 2.7 seconds
[2025-11-27T19:41:07.391629] [INFO ] [CONFIGURE ] LUCD: Average speed: 0.37 features/sec
[2025-11-27T19:41:07.391872] [INFO ] [LOCAL     ] Saved configuration for LUCD: 3 features, 50.00% accuracy -> ./output/feature-sets/LUCD.json
[2025-11-27T19:41:07.391923] [INFO ] [CONFIGURE ] LUCD: Configuration saved successfully: 3 features, 50.00% accuracy.
[2025-11-27T19:41:07.392434] [INFO ] [sig       ] [61/63] LUCD OK in 1m 20s. ETA: 43.2s. Rate: 2.8 sym/min
[2025-11-27T19:41:07.456093] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:07.456260] [INFO ] [CONFIGURE ] MCO: DISCARDED add_price_rejection (score: 60.00%)
[2025-11-27T19:41:07.457438] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 1857/1890 | Remaining: 33 | Rate: 84.5/min
[2025-11-27T19:41:07.457495] [INFO ] [CONFIGURE ] MCO: Testing feature 21/29: add_range_position
[2025-11-27T19:41:07.457538] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position']
[2025-11-27T19:41:07.498746] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:41:07.798539] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:07.837540] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:41:08.092497] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:41:08.230551] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:41:08.388831] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-11-27T19:41:08.618718] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:08.689104] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:41:08.989788] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:41:08.997297] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:09.289153] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:41:09.387628] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:41:09.589318] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:41:09.774917] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:09.895429] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:41:09.895607] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_rsi (score: 70.00%)
[2025-11-27T19:41:09.896808] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 1858/1890 | Remaining: 32 | Rate: 84.4/min
[2025-11-27T19:41:09.896869] [INFO ] [CONFIGURE ] MMLP: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:41:09.896921] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution']
[2025-11-27T19:41:10.132666] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:10.151467] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:10.366860] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:41:10.528527] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:41:10.602749] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:10.841309] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-11-27T19:41:10.910477] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:11.078684] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:41:11.294324] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:11.294481] [INFO ] [CONFIGURE ] MCO: DISCARDED add_range_position (score: 50.00%)
[2025-11-27T19:41:11.295750] [INFO ] [CONFIGURE ] JOB ETA: 22s | Tests: 1859/1890 | Remaining: 31 | Rate: 84.3/min
[2025-11-27T19:41:11.295810] [INFO ] [CONFIGURE ] MCO: Testing feature 22/29: add_realized_volatility
[2025-11-27T19:41:11.295853] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-11-27T19:41:11.311010] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:11.548330] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:41:11.742488] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:41:11.783059] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:41:12.023544] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:41:12.190145] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:41:12.263438] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:41:12.263598] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_tick_distribution (score: 90.00%)
[2025-11-27T19:41:12.264484] [INFO ] [CONFIGURE ] JOB ETA: 21s | Tests: 1860/1890 | Remaining: 30 | Rate: 84.3/min
[2025-11-27T19:41:12.264546] [INFO ] [CONFIGURE ] MMLP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:41:12.264598] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-11-27T19:41:12.504563] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:12.641679] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:41:12.756493] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:41:12.996812] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:13.090657] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:13.246048] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:41:13.489138] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:41:13.546889] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:41:13.734637] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:13.980167] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-11-27T19:41:13.990778] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:14.224782] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:41:14.437916] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:14.472407] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:14.719684] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:41:14.719854] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-11-27T19:41:14.721009] [INFO ] [CONFIGURE ] JOB ETA: 21s | Tests: 1861/1890 | Remaining: 29 | Rate: 84.2/min
[2025-11-27T19:41:14.721080] [INFO ] [CONFIGURE ] MMLP: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:41:14.721124] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-11-27T19:41:14.804947] [FATAL] [FORECASTER] Failed to test lookback=11: [19:41:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:14.886395] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:41:14.888997] [FATAL] [FORECASTER] Failed to test lookback=10: [19:41:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:14.973142] [FATAL] [FORECASTER] Failed to test lookback=9: [19:41:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:15.058016] [FATAL] [FORECASTER] Failed to test lookback=8: [19:41:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:15.143534] [FATAL] [FORECASTER] Failed to test lookback=7: [19:41:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:15.230278] [FATAL] [FORECASTER] Failed to test lookback=6: [19:41:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:15.317294] [FATAL] [FORECASTER] Failed to test lookback=5: [19:41:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:15.334826] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:15.404857] [FATAL] [FORECASTER] Failed to test lookback=4: [19:41:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:15.493596] [FATAL] [FORECASTER] Failed to test lookback=3: [19:41:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:15.582651] [FATAL] [FORECASTER] Failed to test lookback=2: [19:41:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f135d8a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f135dbeba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f135dbe96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f135dbea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f135db7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f135d7b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f1386467056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f138646274d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f138646564e]


[2025-11-27T19:41:15.582876] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-11-27T19:41:15.583989] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 1862/1890 | Remaining: 28 | Rate: 84.2/min
[2025-11-27T19:41:15.584053] [INFO ] [CONFIGURE ] MMLP: Testing feature 28/29: add_volume_profile
[2025-11-27T19:41:15.584101] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile']
[2025-11-27T19:41:15.782983] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:15.783137] [INFO ] [CONFIGURE ] MCO: DISCARDED add_realized_volatility (score: 50.00%)
[2025-11-27T19:41:15.784392] [INFO ] [CONFIGURE ] JOB ETA: 19s | Tests: 1863/1890 | Remaining: 27 | Rate: 84.2/min
[2025-11-27T19:41:15.784451] [INFO ] [CONFIGURE ] MCO: Testing feature 23/29: add_recent_range_context
[2025-11-27T19:41:15.784494] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-11-27T19:41:15.830208] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:16.078767] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:41:16.136007] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:16.323274] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:16.494780] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:41:16.573939] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:41:16.822630] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:41:16.847307] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:41:17.073465] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:17.201311] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:17.326888] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:41:17.554287] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:41:17.577481] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:41:17.827981] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:41:17.906636] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:18.083210] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:41:18.083367] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_volume_profile (score: 80.00%)
[2025-11-27T19:41:18.084231] [INFO ] [CONFIGURE ] JOB ETA: 19s | Tests: 1864/1890 | Remaining: 26 | Rate: 84.1/min
[2025-11-27T19:41:18.084302] [INFO ] [CONFIGURE ] MMLP: Testing feature 29/29: add_vwap
[2025-11-27T19:41:18.084361] [INFO ] [CONFIGURE ] MMLP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap']
[2025-11-27T19:41:18.278710] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:18.337798] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:18.589196] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1
[2025-11-27T19:41:18.654636] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:41:18.844998] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:19.028076] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:19.101995] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-11-27T19:41:19.360652] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-11-27T19:41:19.389326] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:19.389493] [INFO ] [CONFIGURE ] MCO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-11-27T19:41:19.390568] [INFO ] [CONFIGURE ] JOB ETA: 18s | Tests: 1865/1890 | Remaining: 25 | Rate: 84.1/min
[2025-11-27T19:41:19.390640] [INFO ] [CONFIGURE ] MCO: Testing feature 24/29: add_rsi
[2025-11-27T19:41:19.390681] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-11-27T19:41:19.617059] [DEBUG] [FORECASTER] MMLP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-11-27T19:41:19.799214] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0
[2025-11-27T19:41:19.873318] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-11-27T19:41:20.126264] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-11-27T19:41:20.211502] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:41:20.381961] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:41:20.639407] [DEBUG] [FORECASTER] MMLP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-11-27T19:41:20.639560] [INFO ] [CONFIGURE ] MMLP: DISCARDED add_vwap (score: 70.00%)
[2025-11-27T19:41:20.640924] [INFO ] [CONFIGURE ] JOB ETA: 17s | Tests: 1866/1890 | Remaining: 24 | Rate: 84.1/min
[2025-11-27T19:41:20.640984] [INFO ] [CONFIGURE ] MMLP: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:41:20.641027] [INFO ] [CONFIGURE ] MMLP: Best accuracy: 90.00%
[2025-11-27T19:41:20.641068] [INFO ] [CONFIGURE ] MMLP: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf']
[2025-11-27T19:41:20.641105] [INFO ] [CONFIGURE ] MMLP: Improvement over baseline: 50.00%
[2025-11-27T19:41:20.641136] [INFO ] [CONFIGURE ] MMLP: Total time: 1.2 minutes
[2025-11-27T19:41:20.641171] [INFO ] [CONFIGURE ] MMLP: Average time per feature: 2.5 seconds
[2025-11-27T19:41:20.641206] [INFO ] [CONFIGURE ] MMLP: Average speed: 0.39 features/sec
[2025-11-27T19:41:20.641363] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:41:20.641450] [INFO ] [LOCAL     ] Saved configuration for MMLP: 2 features, 90.00% accuracy -> ./output/feature-sets/MMLP.json
[2025-11-27T19:41:20.641509] [INFO ] [CONFIGURE ] MMLP: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-11-27T19:41:20.641968] [INFO ] [sig       ] [62/63] MMLP OK in 1m 16s. ETA: 21.5s. Rate: 2.8 sym/min
[2025-11-27T19:41:21.050470] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:21.483604] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:41:21.901693] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:22.311889] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:22.722845] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:41:23.131248] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-11-27T19:41:23.547610] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:23.547795] [INFO ] [CONFIGURE ] MCO: DISCARDED add_rsi (score: 50.00%)
[2025-11-27T19:41:23.549022] [INFO ] [CONFIGURE ] JOB ETA: 16s | Tests: 1867/1890 | Remaining: 23 | Rate: 83.9/min
[2025-11-27T19:41:23.549083] [INFO ] [CONFIGURE ] MCO: Testing feature 25/29: add_tick_distribution
[2025-11-27T19:41:23.549126] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-11-27T19:41:23.903567] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:24.262275] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:41:24.607481] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-11-27T19:41:24.959206] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:25.318789] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:41:25.670385] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:26.020401] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:26.370332] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:41:26.722813] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:27.075059] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:27.075221] [INFO ] [CONFIGURE ] MCO: DISCARDED add_tick_distribution (score: 80.00%)
[2025-11-27T19:41:27.076520] [INFO ] [CONFIGURE ] JOB ETA: 16s | Tests: 1868/1890 | Remaining: 22 | Rate: 83.7/min
[2025-11-27T19:41:27.076600] [INFO ] [CONFIGURE ] MCO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-11-27T19:41:27.076646] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-11-27T19:41:27.434163] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:27.796942] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0
[2025-11-27T19:41:28.158021] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:41:28.517104] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:28.880570] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-11-27T19:41:29.247036] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:29.606400] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:29.968624] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:41:30.327307] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:30.700694] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:30.700877] [INFO ] [CONFIGURE ] MCO: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-11-27T19:41:30.702133] [INFO ] [CONFIGURE ] JOB ETA: 15s | Tests: 1869/1890 | Remaining: 21 | Rate: 83.6/min
[2025-11-27T19:41:30.702198] [INFO ] [CONFIGURE ] MCO: Testing feature 27/29: add_volume_price_divergence
[2025-11-27T19:41:30.702240] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-11-27T19:41:31.072771] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:31.442329] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:41:31.820768] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:41:32.196908] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:32.575790] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:41:32.951220] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:33.329041] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:33.709938] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-11-27T19:41:34.087619] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:34.468521] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:34.468710] [INFO ] [CONFIGURE ] MCO: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-11-27T19:41:34.469936] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 1870/1890 | Remaining: 20 | Rate: 83.4/min
[2025-11-27T19:41:34.469997] [INFO ] [CONFIGURE ] MCO: Testing feature 28/29: add_volume_profile
[2025-11-27T19:41:34.470052] [INFO ] [CONFIGURE ] MCO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-11-27T19:41:34.837407] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0
[2025-11-27T19:41:35.201965] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0
[2025-11-27T19:41:35.566161] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-11-27T19:41:35.934143] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-11-27T19:41:36.298330] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-11-27T19:41:36.659733] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-11-27T19:41:37.018477] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-11-27T19:41:37.378415] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-11-27T19:41:37.741949] [DEBUG] [FORECASTER] MCO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-11-27T19:41:38.128926] [DEBUG] [FORECASTER] MCO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-11-27T19:41:38.129100] [INFO ] [CONFIGURE ] MCO: DISCARDED add_volume_profile (score: 40.00%)
[2025-11-27T19:41:38.130229] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 1871/1890 | Remaining: 19 | Rate: 83.2/min
[2025-11-27T19:41:38.130291] [INFO ] [CONFIGURE ] MCO: ===== FEATURE SELECTION COMPLETE =====
[2025-11-27T19:41:38.130334] [INFO ] [CONFIGURE ] MCO: Best accuracy: 90.00%
[2025-11-27T19:41:38.130376] [INFO ] [CONFIGURE ] MCO: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-11-27T19:41:38.130415] [INFO ] [CONFIGURE ] MCO: Improvement over baseline: 40.00%
[2025-11-27T19:41:38.130451] [INFO ] [CONFIGURE ] MCO: Total time: 1.6 minutes
[2025-11-27T19:41:38.130485] [INFO ] [CONFIGURE ] MCO: Average time per feature: 3.5 seconds
[2025-11-27T19:41:38.130523] [INFO ] [CONFIGURE ] MCO: Average speed: 0.30 features/sec
[2025-11-27T19:41:38.130762] [INFO ] [LOCAL     ] Saved configuration for MCO: 3 features, 90.00% accuracy -> ./output/feature-sets/MCO.json
[2025-11-27T19:41:38.130813] [INFO ] [CONFIGURE ] MCO: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-11-27T19:41:38.131228] [INFO ] [sig       ] [63/63] MCO OK in 1m 39s. ETA: 0.0s. Rate: 2.8 sym/min
[2025-11-27T19:41:38.151646] [INFO ] [sig       ] ==================================================
[2025-11-27T19:41:38.151826] [INFO ] [sig       ] Parallel configuration completed in 22m 29s
[2025-11-27T19:41:38.151884] [INFO ] [sig       ] Success rate: 100.0% (63/63 symbols)
[2025-11-27T19:41:38.813107] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION (PARALLEL)'
[2025-11-27T19:41:38.813314] [INFO ] [sig       ] Email notification sent
[2025-11-27T19:41:38.821707] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-11-27T19:41:38.821831] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-11-27T19:41:38.976756] [DEBUG] [REMOTE    ] Fetched 3661 unique symbols from directory listing.
[2025-11-27T19:41:38.987269] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-11-27T19:41:38.987447] [INFO ] [sig       ] Found 3661 active symbols to forecast
[2025-11-27T19:41:38.988193] [INFO ] [sig       ] [1/3661] Forecasting A...
[2025-11-27T19:41:38.988245] [INFO ] [sig       ] Generating forecast for: A
[2025-11-27T19:41:38.988291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-11-27T19:41:39.001102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-11-27T19:41:39.001522] [INFO ] [FORECASTER] Starting predict_future for A
[2025-11-27T19:41:39.002598] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-11-27T19:41:39.002664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:39.002710] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:39.002746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:39.002815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:39.060038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:39.061062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:39.061181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:39.061226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:39.187947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:39.188135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:39.188189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:39.188227] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:39.192061] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-11-27T19:41:39.192386] [INFO ] [FORECASTER] Completed predict_future for A
[2025-11-27T19:41:39.192551] [INFO ] [sig       ] A: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:39.333177] [INFO ] [LOCAL     ] Saved forecast: A	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/A.txt
[2025-11-27T19:41:39.333362] [INFO ] [sig       ] [1/3661] Completed A in 0.3s | 2.90 sym/s | Total: 0.3s | ETA: 21.1m
[2025-11-27T19:41:39.333422] [INFO ] [sig       ] [2/3661] Forecasting AA...
[2025-11-27T19:41:39.333485] [INFO ] [sig       ] Generating forecast for: AA
[2025-11-27T19:41:39.333536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-11-27T19:41:39.345542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AA'.
[2025-11-27T19:41:39.345995] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-11-27T19:41:39.346877] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-11-27T19:41:39.346942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:39.346982] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:39.347021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:39.347086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:39.404099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:39.405003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:39.405114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:39.405160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:39.529125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:39.529286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:39.529335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:39.529371] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:39.532762] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-11-27T19:41:39.533065] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-11-27T19:41:39.533209] [INFO ] [sig       ] AA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:39.668978] [INFO ] [LOCAL     ] Saved forecast: AA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AA.txt
[2025-11-27T19:41:39.669112] [INFO ] [sig       ] [2/3661] Completed AA in 0.3s | 2.94 sym/s | Total: 0.7s | ETA: 20.8m
[2025-11-27T19:41:39.669187] [INFO ] [sig       ] [3/3661] Forecasting AAL...
[2025-11-27T19:41:39.669232] [INFO ] [sig       ] Generating forecast for: AAL
[2025-11-27T19:41:39.669273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-11-27T19:41:39.680670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-11-27T19:41:39.680985] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-11-27T19:41:39.681799] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-11-27T19:41:39.681861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:39.681903] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:39.681940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:39.682006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:39.736916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:39.737512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:39.737615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:39.737657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:39.855954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:39.856068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:39.856114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:39.856151] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:39.859261] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-11-27T19:41:39.859537] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-11-27T19:41:39.859693] [INFO ] [sig       ] AAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:39.995076] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AAL.txt
[2025-11-27T19:41:39.995275] [INFO ] [sig       ] [3/3661] Completed AAL in 0.3s | 2.98 sym/s | Total: 1.0s | ETA: 20.5m
[2025-11-27T19:41:39.995319] [INFO ] [sig       ] [4/3661] Forecasting AAOI...
[2025-11-27T19:41:39.995356] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-11-27T19:41:39.995402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-11-27T19:41:40.006501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-11-27T19:41:40.006881] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-11-27T19:41:40.007746] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-11-27T19:41:40.007818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:40.007872] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:40.007922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:40.008022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:40.063250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:40.063889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:40.063984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:40.064040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:40.182781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:40.182891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:40.182937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:40.182974] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:40.186071] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=26.04%)
[2025-11-27T19:41:40.186350] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-11-27T19:41:40.186492] [INFO ] [sig       ] AAOI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:40.323152] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AAOI.txt
[2025-11-27T19:41:40.323287] [INFO ] [sig       ] [4/3661] Completed AAOI in 0.3s | 3.00 sym/s | Total: 1.3s | ETA: 20.3m
[2025-11-27T19:41:40.323335] [INFO ] [sig       ] [5/3661] Forecasting AAON...
[2025-11-27T19:41:40.323386] [INFO ] [sig       ] Generating forecast for: AAON
[2025-11-27T19:41:40.323430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-11-27T19:41:40.335089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-11-27T19:41:40.335448] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-11-27T19:41:40.336317] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-11-27T19:41:40.336384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:40.336435] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:40.336482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:40.336567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:40.393054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:40.393768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:40.393865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:40.393909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:40.510527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:40.510731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:40.510783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:40.510850] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:40.514253] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-11-27T19:41:40.514560] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-11-27T19:41:40.514734] [INFO ] [sig       ] AAON: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:40.650705] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AAON.txt
[2025-11-27T19:41:40.650880] [INFO ] [sig       ] [5/3661] Completed AAON in 0.3s | 3.01 sym/s | Total: 1.7s | ETA: 20.3m
[2025-11-27T19:41:40.650930] [INFO ] [sig       ] [6/3661] Forecasting AAP...
[2025-11-27T19:41:40.650984] [INFO ] [sig       ] Generating forecast for: AAP
[2025-11-27T19:41:40.651025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-11-27T19:41:40.662931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-11-27T19:41:40.663378] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-11-27T19:41:40.664233] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-11-27T19:41:40.664312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:40.664358] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:40.664398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:40.664464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:40.720888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:40.721568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:40.721685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:40.721733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:40.843810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:40.843985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:40.844045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:40.844087] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:40.847519] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=74.22%)
[2025-11-27T19:41:40.847865] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-11-27T19:41:40.848011] [INFO ] [sig       ] AAP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:40.986130] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AAP.txt
[2025-11-27T19:41:40.986310] [INFO ] [sig       ] [6/3661] Completed AAP in 0.3s | 3.00 sym/s | Total: 2.0s | ETA: 20.3m
[2025-11-27T19:41:40.986365] [INFO ] [sig       ] [7/3661] Forecasting AAPB...
[2025-11-27T19:41:40.986402] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-11-27T19:41:40.986443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-11-27T19:41:40.997830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-11-27T19:41:40.998234] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-11-27T19:41:40.999106] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-11-27T19:41:40.999176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:40.999242] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:40.999295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:40.999395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:41.056116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:41.056907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:41.057008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:41.057072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:41.171536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:41.171714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:41.171796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:41.171850] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:41.175299] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-11-27T19:41:41.175640] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-11-27T19:41:41.175807] [INFO ] [sig       ] AAPB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:41.309991] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AAPB.txt
[2025-11-27T19:41:41.310176] [INFO ] [sig       ] [7/3661] Completed AAPB in 0.3s | 3.01 sym/s | Total: 2.3s | ETA: 20.2m
[2025-11-27T19:41:41.310259] [INFO ] [sig       ] [8/3661] Forecasting AAPD...
[2025-11-27T19:41:41.310319] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-11-27T19:41:41.310409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-11-27T19:41:41.320803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-11-27T19:41:41.321206] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-11-27T19:41:41.322101] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-11-27T19:41:41.322168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:41.322212] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:41.322251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:41.322332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:41.379199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:41.379881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:41.379971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:41.380012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:41.506353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:41.506527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:41.506588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:41.506646] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:41.510036] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=80.05%)
[2025-11-27T19:41:41.510376] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-11-27T19:41:41.510526] [INFO ] [sig       ] AAPD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:41.646140] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AAPD.txt
[2025-11-27T19:41:41.646334] [INFO ] [sig       ] [8/3661] Completed AAPD in 0.3s | 3.01 sym/s | Total: 2.7s | ETA: 20.2m
[2025-11-27T19:41:41.646415] [INFO ] [sig       ] [9/3661] Forecasting AAPL...
[2025-11-27T19:41:41.646469] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-11-27T19:41:41.646510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-11-27T19:41:41.657979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-11-27T19:41:41.658388] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-11-27T19:41:41.659269] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-11-27T19:41:41.659336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:41.659379] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:41.659417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:41.659482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:41.715354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:41.716016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:41.716105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:41.716143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:41.839166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:41.839328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:41.839386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:41.839425] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:41.842691] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-11-27T19:41:41.842977] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-11-27T19:41:41.843118] [INFO ] [sig       ] AAPL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:41.981908] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AAPL.txt
[2025-11-27T19:41:41.982050] [INFO ] [sig       ] [9/3661] Completed AAPL in 0.3s | 3.01 sym/s | Total: 3.0s | ETA: 20.2m
[2025-11-27T19:41:41.982106] [INFO ] [sig       ] [10/3661] Forecasting AAXJ...
[2025-11-27T19:41:41.982162] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-11-27T19:41:41.982199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-11-27T19:41:41.992810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-11-27T19:41:41.993135] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-11-27T19:41:41.993948] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-11-27T19:41:41.994010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:41.994050] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:41.994086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:41.994150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:42.049715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:42.050323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:42.050413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:42.050465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:42.172854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:42.173009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:42.173056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:42.173092] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:42.176396] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-11-27T19:41:42.176702] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-11-27T19:41:42.176841] [INFO ] [sig       ] AAXJ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:42.314398] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AAXJ.txt
[2025-11-27T19:41:42.314558] [INFO ] [sig       ] [10/3661] Completed AAXJ in 0.3s | 3.01 sym/s | Total: 3.3s | ETA: 20.2m
[2025-11-27T19:41:42.314622] [INFO ] [sig       ] [11/3661] Forecasting AB...
[2025-11-27T19:41:42.314662] [INFO ] [sig       ] Generating forecast for: AB
[2025-11-27T19:41:42.314702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-11-27T19:41:42.325479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-11-27T19:41:42.325809] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-11-27T19:41:42.326606] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-11-27T19:41:42.326668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:42.326711] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:42.326748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:42.326811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:42.382066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:42.382761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:42.382852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:42.382888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:42.502726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:42.502866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:42.502912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:42.502948] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:42.506171] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2025-11-27T19:41:42.506508] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-11-27T19:41:42.506663] [INFO ] [sig       ] AB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:42.643230] [INFO ] [LOCAL     ] Saved forecast: AB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AB.txt
[2025-11-27T19:41:42.643389] [INFO ] [sig       ] [11/3661] Completed AB in 0.3s | 3.01 sym/s | Total: 3.7s | ETA: 20.2m
[2025-11-27T19:41:42.643450] [INFO ] [sig       ] [12/3661] Forecasting ABCB...
[2025-11-27T19:41:42.643483] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-11-27T19:41:42.643533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-11-27T19:41:42.654256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-11-27T19:41:42.654661] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-11-27T19:41:42.655458] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-11-27T19:41:42.655523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:42.655564] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:42.655619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:42.655683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:42.712127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:42.712765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:42.712853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:42.712890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:42.835275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:42.835428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:42.835476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:42.835511] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:42.838816] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-11-27T19:41:42.839113] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-11-27T19:41:42.839268] [INFO ] [sig       ] ABCB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:42.975728] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ABCB.txt
[2025-11-27T19:41:42.975891] [INFO ] [sig       ] [12/3661] Completed ABCB in 0.3s | 3.01 sym/s | Total: 4.0s | ETA: 20.2m
[2025-11-27T19:41:42.975942] [INFO ] [sig       ] [13/3661] Forecasting ABCL...
[2025-11-27T19:41:42.975983] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-11-27T19:41:42.976039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-11-27T19:41:42.987669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-11-27T19:41:42.988008] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-11-27T19:41:42.988839] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-11-27T19:41:42.988902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:42.988942] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:42.988979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:42.989047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:43.044455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:43.045137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:43.045228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:43.045274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:43.168701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:43.168869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:43.168937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:43.168980] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:43.172234] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=37.08%)
[2025-11-27T19:41:43.172521] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-11-27T19:41:43.172675] [INFO ] [sig       ] ABCL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:43.308441] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ABCL.txt
[2025-11-27T19:41:43.308595] [INFO ] [sig       ] [13/3661] Completed ABCL in 0.3s | 3.01 sym/s | Total: 4.3s | ETA: 20.2m
[2025-11-27T19:41:43.308646] [INFO ] [sig       ] [14/3661] Forecasting ABEO...
[2025-11-27T19:41:43.308688] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-11-27T19:41:43.308731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-11-27T19:41:43.320109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-11-27T19:41:43.320412] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-11-27T19:41:43.321205] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-11-27T19:41:43.321270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:43.321318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:43.321358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:43.321427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:43.376742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:43.377379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:43.377472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:43.377520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:43.497428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:43.497603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:43.497659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:43.497691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:43.501101] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-11-27T19:41:43.501392] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-11-27T19:41:43.501549] [INFO ] [sig       ] ABEO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:43.636618] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ABEO.txt
[2025-11-27T19:41:43.636762] [INFO ] [sig       ] [14/3661] Completed ABEO in 0.3s | 3.01 sym/s | Total: 4.6s | ETA: 20.2m
[2025-11-27T19:41:43.636819] [INFO ] [sig       ] [15/3661] Forecasting ABG...
[2025-11-27T19:41:43.636874] [INFO ] [sig       ] Generating forecast for: ABG
[2025-11-27T19:41:43.636917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-11-27T19:41:43.647702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-11-27T19:41:43.647993] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-11-27T19:41:43.648826] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-11-27T19:41:43.648889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:43.648931] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:43.648967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:43.649030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:43.703648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:43.704258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:43.704347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:43.704393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:43.821553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:43.821710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:43.821754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:43.821788] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:43.825047] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-11-27T19:41:43.825330] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-11-27T19:41:43.825468] [INFO ] [sig       ] ABG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:43.962191] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ABG.txt
[2025-11-27T19:41:43.962333] [INFO ] [sig       ] [15/3661] Completed ABG in 0.3s | 3.02 sym/s | Total: 5.0s | ETA: 20.2m
[2025-11-27T19:41:43.962394] [INFO ] [sig       ] [16/3661] Forecasting ABL...
[2025-11-27T19:41:43.962437] [INFO ] [sig       ] Generating forecast for: ABL
[2025-11-27T19:41:43.962481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-11-27T19:41:43.973498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-11-27T19:41:43.973810] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-11-27T19:41:43.974629] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-11-27T19:41:43.974691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:43.974732] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:43.974772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:43.974847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:44.030168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:44.030881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:44.030971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:44.031013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:44.145528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:44.145686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:44.145733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:44.145768] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:44.149012] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2025-11-27T19:41:44.149304] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-11-27T19:41:44.149479] [INFO ] [sig       ] ABL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:44.284517] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ABL.txt
[2025-11-27T19:41:44.284678] [INFO ] [sig       ] [16/3661] Completed ABL in 0.3s | 3.02 sym/s | Total: 5.3s | ETA: 20.1m
[2025-11-27T19:41:44.284741] [INFO ] [sig       ] [17/3661] Forecasting ABM...
[2025-11-27T19:41:44.284775] [INFO ] [sig       ] Generating forecast for: ABM
[2025-11-27T19:41:44.284813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-11-27T19:41:44.295625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-11-27T19:41:44.295907] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-11-27T19:41:44.296739] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-11-27T19:41:44.296801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:44.296852] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:44.296898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:44.296998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:44.351955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:44.352600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:44.352687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:44.352722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:44.469595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:44.469727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:44.469774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:44.469810] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:44.473068] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=52.32%)
[2025-11-27T19:41:44.473383] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-11-27T19:41:44.473541] [INFO ] [sig       ] ABM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:44.610705] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ABM.txt
[2025-11-27T19:41:44.610845] [INFO ] [sig       ] [17/3661] Completed ABM in 0.3s | 3.02 sym/s | Total: 5.6s | ETA: 20.1m
[2025-11-27T19:41:44.610893] [INFO ] [sig       ] [18/3661] Forecasting ABNB...
[2025-11-27T19:41:44.610927] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-11-27T19:41:44.610963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-11-27T19:41:44.622265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-11-27T19:41:44.622558] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-11-27T19:41:44.623356] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-11-27T19:41:44.623424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:44.623475] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:44.623522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:44.623614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:44.678920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:44.679607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:44.679698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:44.679749] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:44.798240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:44.798388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:44.798435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:44.798467] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:44.801784] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-11-27T19:41:44.802086] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-11-27T19:41:44.802228] [INFO ] [sig       ] ABNB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:44.937196] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ABNB.txt
[2025-11-27T19:41:44.937353] [INFO ] [sig       ] [18/3661] Completed ABNB in 0.3s | 3.03 sym/s | Total: 5.9s | ETA: 20.1m
[2025-11-27T19:41:44.937413] [INFO ] [sig       ] [19/3661] Forecasting ABOS...
[2025-11-27T19:41:44.937471] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-11-27T19:41:44.937512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-11-27T19:41:44.948727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-11-27T19:41:44.949056] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-11-27T19:41:44.949941] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-11-27T19:41:44.950007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:44.950050] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:44.950087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:44.950152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:45.008002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:45.008720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:45.008811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:45.008854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:45.126190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:45.126355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:45.126402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:45.126439] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:45.129853] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-11-27T19:41:45.130139] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-11-27T19:41:45.130277] [INFO ] [sig       ] ABOS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:45.265056] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ABOS.txt
[2025-11-27T19:41:45.265241] [INFO ] [sig       ] [19/3661] Completed ABOS in 0.3s | 3.03 sym/s | Total: 6.3s | ETA: 20.1m
[2025-11-27T19:41:45.265302] [INFO ] [sig       ] [20/3661] Forecasting ABSI...
[2025-11-27T19:41:45.265345] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-11-27T19:41:45.265389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-11-27T19:41:45.276616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-11-27T19:41:45.276926] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-11-27T19:41:45.277760] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-11-27T19:41:45.277823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:45.277867] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:45.277908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:45.277986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:45.333767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:45.334404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:45.334501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:45.334553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:45.457766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:45.457947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:45.458000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:45.458037] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:45.461620] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-11-27T19:41:45.461926] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-11-27T19:41:45.462072] [INFO ] [sig       ] ABSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:45.601386] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ABSI.txt
[2025-11-27T19:41:45.601593] [INFO ] [sig       ] [20/3661] Completed ABSI in 0.3s | 3.02 sym/s | Total: 6.6s | ETA: 20.1m
[2025-11-27T19:41:45.601670] [INFO ] [sig       ] [21/3661] Forecasting ABUS...
[2025-11-27T19:41:45.601714] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-11-27T19:41:45.601754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-11-27T19:41:45.612548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-11-27T19:41:45.612869] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-11-27T19:41:45.613749] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-11-27T19:41:45.613812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:45.613853] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:45.613889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:45.613975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:45.671861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:45.672655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:45.672750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:45.672794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:45.790374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:45.790554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:45.790627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:45.790667] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:45.794146] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-11-27T19:41:45.794451] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-11-27T19:41:45.794614] [INFO ] [sig       ] ABUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:45.933902] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ABUS.txt
[2025-11-27T19:41:45.934048] [INFO ] [sig       ] [21/3661] Completed ABUS in 0.3s | 3.02 sym/s | Total: 6.9s | ETA: 20.1m
[2025-11-27T19:41:45.934097] [INFO ] [sig       ] [22/3661] Forecasting ABVC...
[2025-11-27T19:41:45.934136] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-11-27T19:41:45.934174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-11-27T19:41:45.945367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-11-27T19:41:45.945660] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-11-27T19:41:45.946438] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-11-27T19:41:45.946501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:45.946551] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:45.946619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:45.946695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:46.004012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:46.004888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:46.004982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:46.005028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:46.122978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:46.123148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:46.123199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:46.123240] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:46.126764] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-11-27T19:41:46.127072] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-11-27T19:41:46.127216] [INFO ] [sig       ] ABVC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:46.264652] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ABVC.txt
[2025-11-27T19:41:46.264802] [INFO ] [sig       ] [22/3661] Completed ABVC in 0.3s | 3.02 sym/s | Total: 7.3s | ETA: 20.1m
[2025-11-27T19:41:46.264862] [INFO ] [sig       ] [23/3661] Forecasting ABVE...
[2025-11-27T19:41:46.264895] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-11-27T19:41:46.264955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-11-27T19:41:46.275987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-11-27T19:41:46.276283] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-11-27T19:41:46.277097] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-11-27T19:41:46.277161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:46.277203] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:46.277240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:46.277345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:46.333426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:46.334098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:46.334189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:46.334234] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:46.462475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:46.462663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:46.462715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:46.462754] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:46.466156] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-11-27T19:41:46.466479] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-11-27T19:41:46.466648] [INFO ] [sig       ] ABVE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:46.603710] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ABVE.txt
[2025-11-27T19:41:46.603889] [INFO ] [sig       ] [23/3661] Completed ABVE in 0.3s | 3.02 sym/s | Total: 7.6s | ETA: 20.1m
[2025-11-27T19:41:46.603939] [INFO ] [sig       ] [24/3661] Forecasting ABVX...
[2025-11-27T19:41:46.603976] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-11-27T19:41:46.604051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-11-27T19:41:46.614974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-11-27T19:41:46.615306] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-11-27T19:41:46.616096] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-11-27T19:41:46.616160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:46.616203] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:46.616239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:46.616304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:46.679156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:46.680016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:46.680106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:46.680152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:46.807544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:46.807750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:46.807821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:46.807881] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:46.811317] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-11-27T19:41:46.811621] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-11-27T19:41:46.811759] [INFO ] [sig       ] ABVX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:46.948082] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ABVX.txt
[2025-11-27T19:41:46.948255] [INFO ] [sig       ] [24/3661] Completed ABVX in 0.3s | 3.02 sym/s | Total: 8.0s | ETA: 20.1m
[2025-11-27T19:41:46.948306] [INFO ] [sig       ] [25/3661] Forecasting ACA...
[2025-11-27T19:41:46.948348] [INFO ] [sig       ] Generating forecast for: ACA
[2025-11-27T19:41:46.948382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-11-27T19:41:46.964116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-11-27T19:41:46.965037] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-11-27T19:41:46.966296] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-11-27T19:41:46.966377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:46.966425] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:46.966464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:46.966560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:47.032821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:47.034154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:47.034280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:47.034329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:47.185787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:47.186059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:47.186130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:47.186186] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:47.192327] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-11-27T19:41:47.193219] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-11-27T19:41:47.193477] [INFO ] [sig       ] ACA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:47.376640] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACA.txt
[2025-11-27T19:41:47.377028] [INFO ] [sig       ] [25/3661] Completed ACA in 0.4s | 2.98 sym/s | Total: 8.4s | ETA: 20.3m
[2025-11-27T19:41:47.377150] [INFO ] [sig       ] [26/3661] Forecasting ACAD...
[2025-11-27T19:41:47.377224] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-11-27T19:41:47.377301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-11-27T19:41:47.395204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-11-27T19:41:47.395769] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-11-27T19:41:47.396951] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-11-27T19:41:47.397036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:47.397102] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:47.397157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:47.397260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:47.472081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:47.473038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:47.473139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:47.473183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:47.608485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:47.608721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:47.608790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:47.608843] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:47.613938] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=19.37%)
[2025-11-27T19:41:47.614466] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-11-27T19:41:47.614699] [INFO ] [sig       ] ACAD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:47.807965] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACAD.txt
[2025-11-27T19:41:47.808362] [INFO ] [sig       ] [26/3661] Completed ACAD in 0.4s | 2.95 sym/s | Total: 8.8s | ETA: 20.6m
[2025-11-27T19:41:47.808438] [INFO ] [sig       ] [27/3661] Forecasting ACB...
[2025-11-27T19:41:47.808487] [INFO ] [sig       ] Generating forecast for: ACB
[2025-11-27T19:41:47.808529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-11-27T19:41:47.827921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-11-27T19:41:47.828775] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-11-27T19:41:47.830264] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-11-27T19:41:47.830362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:47.830433] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:47.830493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:47.830658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:47.911553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:47.912988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:47.913121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:47.913190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:48.062077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:48.062256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:48.062309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:48.062349] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:48.066036] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=76.91%)
[2025-11-27T19:41:48.066393] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-11-27T19:41:48.066561] [INFO ] [sig       ] ACB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:48.211556] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACB.txt
[2025-11-27T19:41:48.211792] [INFO ] [sig       ] [27/3661] Completed ACB in 0.4s | 2.93 sym/s | Total: 9.2s | ETA: 20.7m
[2025-11-27T19:41:48.211854] [INFO ] [sig       ] [28/3661] Forecasting ACCO...
[2025-11-27T19:41:48.211896] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-11-27T19:41:48.211967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-11-27T19:41:48.223081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-11-27T19:41:48.223494] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-11-27T19:41:48.224388] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-11-27T19:41:48.224458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:48.224512] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:48.224559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:48.224675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:48.283983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:48.284945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:48.285048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:48.285094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:48.409548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:48.409746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:48.409803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:48.409844] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:48.413283] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-11-27T19:41:48.413625] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-11-27T19:41:48.413790] [INFO ] [sig       ] ACCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:48.553862] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACCO.txt
[2025-11-27T19:41:48.554032] [INFO ] [sig       ] [28/3661] Completed ACCO in 0.3s | 2.93 sym/s | Total: 9.6s | ETA: 20.7m
[2025-11-27T19:41:48.554084] [INFO ] [sig       ] [29/3661] Forecasting ACDC...
[2025-11-27T19:41:48.554126] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-11-27T19:41:48.554164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-11-27T19:41:48.565718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-11-27T19:41:48.566041] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-11-27T19:41:48.566844] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-11-27T19:41:48.566909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:48.566952] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:48.566992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:48.567059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:48.626308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:48.627066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:48.627161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:48.627210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:48.741810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:48.741981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:48.742033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:48.742075] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:48.745447] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-11-27T19:41:48.745748] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-11-27T19:41:48.745890] [INFO ] [sig       ] ACDC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:48.885391] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACDC.txt
[2025-11-27T19:41:48.885531] [INFO ] [sig       ] [29/3661] Completed ACDC in 0.3s | 2.93 sym/s | Total: 9.9s | ETA: 20.7m
[2025-11-27T19:41:48.885608] [INFO ] [sig       ] [30/3661] Forecasting ACEL...
[2025-11-27T19:41:48.885661] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-11-27T19:41:48.885707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-11-27T19:41:48.897965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-11-27T19:41:48.898280] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-11-27T19:41:48.902034] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-11-27T19:41:48.902112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:48.902158] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:48.902196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:48.902264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:48.960938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:48.961554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:48.961669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:48.961715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:49.083684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:49.083850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:49.083900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:49.083937] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:49.087214] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=68.23%)
[2025-11-27T19:41:49.087494] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-11-27T19:41:49.087655] [INFO ] [sig       ] ACEL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:49.237010] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACEL.txt
[2025-11-27T19:41:49.237266] [INFO ] [sig       ] [30/3661] Completed ACEL in 0.4s | 2.93 sym/s | Total: 10.2s | ETA: 20.7m
[2025-11-27T19:41:49.237353] [INFO ] [sig       ] [31/3661] Forecasting ACGL...
[2025-11-27T19:41:49.237409] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-11-27T19:41:49.237469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-11-27T19:41:49.252291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-11-27T19:41:49.252792] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-11-27T19:41:49.253811] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-11-27T19:41:49.253880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:49.253924] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:49.253964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:49.254033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:49.311780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:49.312419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:49.312511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:49.312556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:49.429405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:49.429537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:49.429604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:49.429646] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:49.432834] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-11-27T19:41:49.433118] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-11-27T19:41:49.433253] [INFO ] [sig       ] ACGL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:49.576075] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACGL.txt
[2025-11-27T19:41:49.576228] [INFO ] [sig       ] [31/3661] Completed ACGL in 0.3s | 2.93 sym/s | Total: 10.6s | ETA: 20.7m
[2025-11-27T19:41:49.576287] [INFO ] [sig       ] [32/3661] Forecasting ACGLN...
[2025-11-27T19:41:49.576341] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-11-27T19:41:49.576389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-11-27T19:41:49.588235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-11-27T19:41:49.588507] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-11-27T19:41:49.589310] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-11-27T19:41:49.589373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:49.589415] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:49.589451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:49.589520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:49.646638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:49.647269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:49.647356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:49.647394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:49.764027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:49.764163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:49.764207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:49.764244] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:49.767456] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2025-11-27T19:41:49.767765] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-11-27T19:41:49.767918] [INFO ] [sig       ] ACGLN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:49.902493] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACGLN.txt
[2025-11-27T19:41:49.902660] [INFO ] [sig       ] [32/3661] Completed ACGLN in 0.3s | 2.93 sym/s | Total: 10.9s | ETA: 20.6m
[2025-11-27T19:41:49.902715] [INFO ] [sig       ] [33/3661] Forecasting ACGLO...
[2025-11-27T19:41:49.902752] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-11-27T19:41:49.902807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-11-27T19:41:49.917761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-11-27T19:41:49.918196] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-11-27T19:41:49.919063] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-11-27T19:41:49.919128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:49.919172] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:49.919210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:49.919277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:49.978806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:49.979823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:49.979936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:49.979983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:50.105195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:50.105371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:50.105425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:50.105464] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:50.108999] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2025-11-27T19:41:50.109296] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-11-27T19:41:50.109439] [INFO ] [sig       ] ACGLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:50.253770] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACGLO.txt
[2025-11-27T19:41:50.253952] [INFO ] [sig       ] [33/3661] Completed ACGLO in 0.4s | 2.93 sym/s | Total: 11.3s | ETA: 20.6m
[2025-11-27T19:41:50.254007] [INFO ] [sig       ] [34/3661] Forecasting ACHC...
[2025-11-27T19:41:50.254057] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-11-27T19:41:50.254138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-11-27T19:41:50.268013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-11-27T19:41:50.268612] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-11-27T19:41:50.269774] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-11-27T19:41:50.269855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:50.269919] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:50.269973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:50.270067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:50.331642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:50.332538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:50.332648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:50.332692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:50.454816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:50.454987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:50.455039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:50.455078] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:50.458570] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=50.73%)
[2025-11-27T19:41:50.458906] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-11-27T19:41:50.459055] [INFO ] [sig       ] ACHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:50.599224] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACHC.txt
[2025-11-27T19:41:50.599374] [INFO ] [sig       ] [34/3661] Completed ACHC in 0.3s | 2.93 sym/s | Total: 11.6s | ETA: 20.6m
[2025-11-27T19:41:50.599425] [INFO ] [sig       ] [35/3661] Forecasting ACI...
[2025-11-27T19:41:50.599465] [INFO ] [sig       ] Generating forecast for: ACI
[2025-11-27T19:41:50.599506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-11-27T19:41:50.611390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-11-27T19:41:50.611776] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-11-27T19:41:50.612636] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-11-27T19:41:50.612700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:50.612739] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:50.612787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:50.612869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:50.668252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:50.669148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:50.669248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:50.669304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:50.788787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:50.788972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:50.789021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:50.789058] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:50.792632] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-11-27T19:41:50.792924] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-11-27T19:41:50.793072] [INFO ] [sig       ] ACI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:50.929539] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACI.txt
[2025-11-27T19:41:50.929745] [INFO ] [sig       ] [35/3661] Completed ACI in 0.3s | 2.93 sym/s | Total: 11.9s | ETA: 20.6m
[2025-11-27T19:41:50.929797] [INFO ] [sig       ] [36/3661] Forecasting ACIC...
[2025-11-27T19:41:50.929839] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-11-27T19:41:50.929878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-11-27T19:41:50.941271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-11-27T19:41:50.941612] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-11-27T19:41:50.942397] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-11-27T19:41:50.942462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:50.942504] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:50.942541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:50.942625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:50.997740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:50.998372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:50.998459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:50.998501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:51.120029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:51.120208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:51.120257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:51.120295] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:51.123546] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=68.12%)
[2025-11-27T19:41:51.123834] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-11-27T19:41:51.123981] [INFO ] [sig       ] ACIC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:51.258667] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACIC.txt
[2025-11-27T19:41:51.258801] [INFO ] [sig       ] [36/3661] Completed ACIC in 0.3s | 2.93 sym/s | Total: 12.3s | ETA: 20.6m
[2025-11-27T19:41:51.258849] [INFO ] [sig       ] [37/3661] Forecasting ACLS...
[2025-11-27T19:41:51.258888] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-11-27T19:41:51.258944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-11-27T19:41:51.269975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-11-27T19:41:51.270285] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-11-27T19:41:51.271066] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-11-27T19:41:51.271127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:51.271168] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:51.271203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:51.271264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:51.326442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:51.327095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:51.327181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:51.327222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:51.447833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:51.448022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:51.448072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:51.448122] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:51.451478] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=67.39%)
[2025-11-27T19:41:51.451775] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-11-27T19:41:51.451910] [INFO ] [sig       ] ACLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:51.591226] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACLS.txt
[2025-11-27T19:41:51.591371] [INFO ] [sig       ] [37/3661] Completed ACLS in 0.3s | 2.94 sym/s | Total: 12.6s | ETA: 20.6m
[2025-11-27T19:41:51.591416] [INFO ] [sig       ] [38/3661] Forecasting ACLX...
[2025-11-27T19:41:51.591461] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-11-27T19:41:51.591521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-11-27T19:41:51.604027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-11-27T19:41:51.604428] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-11-27T19:41:51.605337] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-11-27T19:41:51.605405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:51.605452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:51.605491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:51.605563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:51.664866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:51.665879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:51.665986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:51.666057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:51.794531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:51.794741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:51.794813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:51.794866] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:51.798547] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-11-27T19:41:51.798873] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-11-27T19:41:51.799034] [INFO ] [sig       ] ACLX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:51.944186] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACLX.txt
[2025-11-27T19:41:51.944356] [INFO ] [sig       ] [38/3661] Completed ACLX in 0.4s | 2.93 sym/s | Total: 13.0s | ETA: 20.6m
[2025-11-27T19:41:51.944410] [INFO ] [sig       ] [39/3661] Forecasting ACM...
[2025-11-27T19:41:51.944455] [INFO ] [sig       ] Generating forecast for: ACM
[2025-11-27T19:41:51.944525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-11-27T19:41:51.956830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-11-27T19:41:51.957175] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-11-27T19:41:51.958017] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-11-27T19:41:51.958083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:51.958146] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:51.958177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:51.958236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:52.018537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:52.019447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:52.019602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:52.019660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:52.146111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:52.146287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:52.146339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:52.146381] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:52.150049] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-11-27T19:41:52.150355] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-11-27T19:41:52.150511] [INFO ] [sig       ] ACM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:52.292230] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACM.txt
[2025-11-27T19:41:52.292401] [INFO ] [sig       ] [39/3661] Completed ACM in 0.3s | 2.93 sym/s | Total: 13.3s | ETA: 20.6m
[2025-11-27T19:41:52.292454] [INFO ] [sig       ] [40/3661] Forecasting ACN...
[2025-11-27T19:41:52.292496] [INFO ] [sig       ] Generating forecast for: ACN
[2025-11-27T19:41:52.292584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-11-27T19:41:52.304216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-11-27T19:41:52.304538] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-11-27T19:41:52.305492] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-11-27T19:41:52.305558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:52.305643] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:52.305683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:52.305784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:52.364636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:52.365353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:52.365462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:52.365536] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:52.495004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:52.495193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:52.495244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:52.495283] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:52.498837] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2025-11-27T19:41:52.499148] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-11-27T19:41:52.499303] [INFO ] [sig       ] ACN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:52.642610] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACN.txt
[2025-11-27T19:41:52.642798] [INFO ] [sig       ] [40/3661] Completed ACN in 0.4s | 2.93 sym/s | Total: 13.7s | ETA: 20.6m
[2025-11-27T19:41:52.642853] [INFO ] [sig       ] [41/3661] Forecasting ACNB...
[2025-11-27T19:41:52.642902] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-11-27T19:41:52.642966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-11-27T19:41:52.655633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-11-27T19:41:52.656027] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-11-27T19:41:52.656920] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-11-27T19:41:52.656985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:52.657040] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:52.657090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:52.657176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:52.719061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:52.720133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:52.720233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:52.720275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:52.844438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:52.844637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:52.844694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:52.844733] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:52.848132] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-11-27T19:41:52.848432] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-11-27T19:41:52.848588] [INFO ] [sig       ] ACNB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:52.983609] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACNB.txt
[2025-11-27T19:41:52.983772] [INFO ] [sig       ] [41/3661] Completed ACNB in 0.3s | 2.93 sym/s | Total: 14.0s | ETA: 20.6m
[2025-11-27T19:41:52.983822] [INFO ] [sig       ] [42/3661] Forecasting ACON...
[2025-11-27T19:41:52.983862] [INFO ] [sig       ] Generating forecast for: ACON
[2025-11-27T19:41:52.983901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-11-27T19:41:52.994941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-11-27T19:41:52.995279] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-11-27T19:41:52.996095] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-11-27T19:41:52.996164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:52.996231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:52.996310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:52.996402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:53.051326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:53.052138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:53.052231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:53.052274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:53.162495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:53.162697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:53.162757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:53.162798] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:53.166225] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-11-27T19:41:53.166520] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-11-27T19:41:53.166688] [INFO ] [sig       ] ACON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:53.302666] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACON.txt
[2025-11-27T19:41:53.302820] [INFO ] [sig       ] [42/3661] Completed ACON in 0.3s | 2.93 sym/s | Total: 14.3s | ETA: 20.6m
[2025-11-27T19:41:53.302878] [INFO ] [sig       ] [43/3661] Forecasting ACP...
[2025-11-27T19:41:53.302912] [INFO ] [sig       ] Generating forecast for: ACP
[2025-11-27T19:41:53.302950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-11-27T19:41:53.313898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-11-27T19:41:53.314207] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-11-27T19:41:53.315009] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-11-27T19:41:53.315071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:53.315112] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:53.315147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:53.315209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:53.370231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:53.370905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:53.370993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:53.371035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:53.491937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:53.492116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:53.492172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:53.492205] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:53.495508] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2025-11-27T19:41:53.495813] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-11-27T19:41:53.495948] [INFO ] [sig       ] ACP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:53.632223] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACP.txt
[2025-11-27T19:41:53.632365] [INFO ] [sig       ] [43/3661] Completed ACP in 0.3s | 2.94 sym/s | Total: 14.6s | ETA: 20.5m
[2025-11-27T19:41:53.632414] [INFO ] [sig       ] [44/3661] Forecasting ACRE...
[2025-11-27T19:41:53.632451] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-11-27T19:41:53.632488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-11-27T19:41:53.643202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-11-27T19:41:53.643509] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-11-27T19:41:53.644350] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-11-27T19:41:53.644421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:53.644483] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:53.644550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:53.644697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:53.702734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:53.703632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:53.703741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:53.703815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:53.823407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:53.823566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:53.823648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:53.823699] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:53.827034] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=57.73%)
[2025-11-27T19:41:53.827359] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-11-27T19:41:53.827520] [INFO ] [sig       ] ACRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:53.967124] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACRE.txt
[2025-11-27T19:41:53.967305] [INFO ] [sig       ] [44/3661] Completed ACRE in 0.3s | 2.94 sym/s | Total: 15.0s | ETA: 20.5m
[2025-11-27T19:41:53.967386] [INFO ] [sig       ] [45/3661] Forecasting ACRS...
[2025-11-27T19:41:53.967497] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-11-27T19:41:53.967555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-11-27T19:41:53.979137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-11-27T19:41:53.979473] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-11-27T19:41:53.980308] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-11-27T19:41:53.980370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:53.980411] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:53.980444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:53.980535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:54.035854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:54.036764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:54.036858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:54.036909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:54.156095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:54.156269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:54.156319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:54.156351] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:54.159702] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-11-27T19:41:54.160000] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-11-27T19:41:54.160151] [INFO ] [sig       ] ACRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:54.299657] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACRS.txt
[2025-11-27T19:41:54.299836] [INFO ] [sig       ] [45/3661] Completed ACRS in 0.3s | 2.94 sym/s | Total: 15.3s | ETA: 20.5m
[2025-11-27T19:41:54.299886] [INFO ] [sig       ] [46/3661] Forecasting ACTG...
[2025-11-27T19:41:54.299924] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-11-27T19:41:54.300012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-11-27T19:41:54.312183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-11-27T19:41:54.312628] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-11-27T19:41:54.313480] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-11-27T19:41:54.313548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:54.313640] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:54.313690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:54.313766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:54.370861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:54.371670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:54.371761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:54.371816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:54.491279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:54.491447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:54.491497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:54.491537] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:54.494920] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-11-27T19:41:54.495215] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-11-27T19:41:54.495379] [INFO ] [sig       ] ACTG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:54.644937] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACTG.txt
[2025-11-27T19:41:54.645169] [INFO ] [sig       ] [46/3661] Completed ACTG in 0.3s | 2.94 sym/s | Total: 15.7s | ETA: 20.5m
[2025-11-27T19:41:54.645301] [INFO ] [sig       ] [47/3661] Forecasting ACVA...
[2025-11-27T19:41:54.645371] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-11-27T19:41:54.645437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-11-27T19:41:54.661321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-11-27T19:41:54.661822] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-11-27T19:41:54.662995] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-11-27T19:41:54.663080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:54.663180] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:54.663247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:54.663374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:54.726673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:54.727609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:54.727742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:54.727789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:54.847829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:54.847994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:54.848044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:54.848096] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:54.851545] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-11-27T19:41:54.851877] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-11-27T19:41:54.852034] [INFO ] [sig       ] ACVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:54.994418] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACVA.txt
[2025-11-27T19:41:54.994633] [INFO ] [sig       ] [47/3661] Completed ACVA in 0.3s | 2.94 sym/s | Total: 16.0s | ETA: 20.5m
[2025-11-27T19:41:54.994697] [INFO ] [sig       ] [48/3661] Forecasting ACWI...
[2025-11-27T19:41:54.994799] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-11-27T19:41:54.994848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-11-27T19:41:55.006646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-11-27T19:41:55.007006] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-11-27T19:41:55.007818] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-11-27T19:41:55.007881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:55.007923] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:55.007958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:55.008023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:55.063316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:55.064153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:55.064266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:55.064307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:55.181027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:55.181191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:55.181258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:55.181298] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:55.184701] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-11-27T19:41:55.184985] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-11-27T19:41:55.185124] [INFO ] [sig       ] ACWI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:55.321434] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ACWI.txt
[2025-11-27T19:41:55.321619] [INFO ] [sig       ] [48/3661] Completed ACWI in 0.3s | 2.94 sym/s | Total: 16.3s | ETA: 20.5m
[2025-11-27T19:41:55.321675] [INFO ] [sig       ] [49/3661] Forecasting ACWX...
[2025-11-27T19:41:55.321714] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-11-27T19:41:55.321775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-11-27T19:41:55.332767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-11-27T19:41:55.333065] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-11-27T19:41:55.334057] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-11-27T19:41:55.334118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:55.334159] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:55.334195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:55.334259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:55.389872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:55.390779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:55.390876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:55.390918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:55.517927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:55.518137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:55.518201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:55.518241] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:55.521668] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-11-27T19:41:55.521945] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-11-27T19:41:55.522082] [INFO ] [sig       ] ACWX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:55.657531] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACWX.txt
[2025-11-27T19:41:55.657707] [INFO ] [sig       ] [49/3661] Completed ACWX in 0.3s | 2.94 sym/s | Total: 16.7s | ETA: 20.5m
[2025-11-27T19:41:55.657758] [INFO ] [sig       ] [50/3661] Forecasting ACXP...
[2025-11-27T19:41:55.657799] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-11-27T19:41:55.657838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-11-27T19:41:55.668717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-11-27T19:41:55.669030] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-11-27T19:41:55.669841] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-11-27T19:41:55.669903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:55.669953] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:55.669998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:55.670078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:55.725786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:55.726554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:55.726676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:55.726730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:55.844280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:55.844447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:55.844498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:55.844530] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:55.847941] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-11-27T19:41:55.848246] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-11-27T19:41:55.848385] [INFO ] [sig       ] ACXP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:55.984730] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ACXP.txt
[2025-11-27T19:41:55.984884] [INFO ] [sig       ] [50/3661] Completed ACXP in 0.3s | 2.94 sym/s | Total: 17.0s | ETA: 20.5m
[2025-11-27T19:41:55.984933] [INFO ] [sig       ] [51/3661] Forecasting ADBE...
[2025-11-27T19:41:55.984977] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-11-27T19:41:55.985031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-11-27T19:41:55.996045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-11-27T19:41:55.996378] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-11-27T19:41:55.997183] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-11-27T19:41:55.997245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:55.997286] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:55.997322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:55.997419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:56.053564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:56.054326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:56.054417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:56.054454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:56.178184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:56.178382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:56.178432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:56.178471] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:56.181889] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-11-27T19:41:56.182179] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-11-27T19:41:56.182327] [INFO ] [sig       ] ADBE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:56.342063] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ADBE.txt
[2025-11-27T19:41:56.342234] [INFO ] [sig       ] [51/3661] Completed ADBE in 0.4s | 2.94 sym/s | Total: 17.4s | ETA: 20.5m
[2025-11-27T19:41:56.342283] [INFO ] [sig       ] [52/3661] Forecasting ADC...
[2025-11-27T19:41:56.342342] [INFO ] [sig       ] Generating forecast for: ADC
[2025-11-27T19:41:56.342394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-11-27T19:41:56.353114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-11-27T19:41:56.353435] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-11-27T19:41:56.354239] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-11-27T19:41:56.354302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:56.354354] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:56.354392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:56.354495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:56.410180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:56.411048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:56.411140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:56.411183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:56.543188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:56.543368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:56.543437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:56.543484] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:56.546896] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-11-27T19:41:56.547206] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-11-27T19:41:56.547359] [INFO ] [sig       ] ADC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:56.683471] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ADC.txt
[2025-11-27T19:41:56.683642] [INFO ] [sig       ] [52/3661] Completed ADC in 0.3s | 2.94 sym/s | Total: 17.7s | ETA: 20.5m
[2025-11-27T19:41:56.683695] [INFO ] [sig       ] [53/3661] Forecasting ADEA...
[2025-11-27T19:41:56.683735] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-11-27T19:41:56.683793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-11-27T19:41:56.695186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-11-27T19:41:56.695516] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-11-27T19:41:56.696329] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-11-27T19:41:56.696395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:56.696431] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:56.696469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:56.696537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:56.752961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:56.753726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:56.753818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:56.753862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:56.874055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:56.874235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:56.874284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:56.874323] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:56.877619] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=17.72%)
[2025-11-27T19:41:56.877906] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-11-27T19:41:56.878047] [INFO ] [sig       ] ADEA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:57.014022] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ADEA.txt
[2025-11-27T19:41:57.014185] [INFO ] [sig       ] [53/3661] Completed ADEA in 0.3s | 2.94 sym/s | Total: 18.0s | ETA: 20.5m
[2025-11-27T19:41:57.014235] [INFO ] [sig       ] [54/3661] Forecasting ADI...
[2025-11-27T19:41:57.014276] [INFO ] [sig       ] Generating forecast for: ADI
[2025-11-27T19:41:57.014313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-11-27T19:41:57.025512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-11-27T19:41:57.025838] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-11-27T19:41:57.026642] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-11-27T19:41:57.026709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:57.026746] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:57.026783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:57.026849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:57.082325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:57.083080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:57.083171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:57.083209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:57.209834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:57.210002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:57.210052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:57.210089] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:57.213414] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=54.96%)
[2025-11-27T19:41:57.213717] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-11-27T19:41:57.213859] [INFO ] [sig       ] ADI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:57.355127] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ADI.txt
[2025-11-27T19:41:57.355293] [INFO ] [sig       ] [54/3661] Completed ADI in 0.3s | 2.94 sym/s | Total: 18.4s | ETA: 20.4m
[2025-11-27T19:41:57.355344] [INFO ] [sig       ] [55/3661] Forecasting ADM...
[2025-11-27T19:41:57.355379] [INFO ] [sig       ] Generating forecast for: ADM
[2025-11-27T19:41:57.355419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-11-27T19:41:57.366638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-11-27T19:41:57.366965] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-11-27T19:41:57.367803] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-11-27T19:41:57.367875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:57.367920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:57.367967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:57.368054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:57.426638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:57.427434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:57.427525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:57.427567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:57.550058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:57.550234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:57.550284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:57.550323] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:57.553659] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=31.41%)
[2025-11-27T19:41:57.553946] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-11-27T19:41:57.554086] [INFO ] [sig       ] ADM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:57.690908] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ADM.txt
[2025-11-27T19:41:57.691063] [INFO ] [sig       ] [55/3661] Completed ADM in 0.3s | 2.94 sym/s | Total: 18.7s | ETA: 20.4m
[2025-11-27T19:41:57.691110] [INFO ] [sig       ] [56/3661] Forecasting ADMA...
[2025-11-27T19:41:57.691149] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-11-27T19:41:57.691212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-11-27T19:41:57.702502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-11-27T19:41:57.702891] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-11-27T19:41:57.703698] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-11-27T19:41:57.703760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:57.703812] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:57.703857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:57.703930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:57.762724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:57.763603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:57.763704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:57.763761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:57.886126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:57.886286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:57.886335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:57.886373] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:57.889733] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-11-27T19:41:57.890027] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-11-27T19:41:57.890169] [INFO ] [sig       ] ADMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:58.027735] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ADMA.txt
[2025-11-27T19:41:58.027936] [INFO ] [sig       ] [56/3661] Completed ADMA in 0.3s | 2.94 sym/s | Total: 19.0s | ETA: 20.4m
[2025-11-27T19:41:58.027997] [INFO ] [sig       ] [57/3661] Forecasting ADP...
[2025-11-27T19:41:58.028046] [INFO ] [sig       ] Generating forecast for: ADP
[2025-11-27T19:41:58.028095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-11-27T19:41:58.039022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-11-27T19:41:58.039430] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-11-27T19:41:58.040307] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-11-27T19:41:58.040373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:58.040409] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:58.040447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:58.040555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:58.098177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:58.099068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:58.099162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:58.099215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:58.230204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:58.230400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:58.230450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:58.230489] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:58.233916] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-11-27T19:41:58.234226] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-11-27T19:41:58.234362] [INFO ] [sig       ] ADP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:58.370404] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ADP.txt
[2025-11-27T19:41:58.370544] [INFO ] [sig       ] [57/3661] Completed ADP in 0.3s | 2.94 sym/s | Total: 19.4s | ETA: 20.4m
[2025-11-27T19:41:58.370616] [INFO ] [sig       ] [58/3661] Forecasting ADSE...
[2025-11-27T19:41:58.370666] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-11-27T19:41:58.370736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-11-27T19:41:58.382786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-11-27T19:41:58.383076] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-11-27T19:41:58.383917] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-11-27T19:41:58.383982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:58.384026] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:58.384066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:58.384133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:58.440106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:58.440717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:58.440809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:58.440852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:58.560373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:58.560555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:58.560630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:58.560679] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:58.563994] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-11-27T19:41:58.564273] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-11-27T19:41:58.564413] [INFO ] [sig       ] ADSE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:58.701469] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ADSE.txt
[2025-11-27T19:41:58.701616] [INFO ] [sig       ] [58/3661] Completed ADSE in 0.3s | 2.94 sym/s | Total: 19.7s | ETA: 20.4m
[2025-11-27T19:41:58.701664] [INFO ] [sig       ] [59/3661] Forecasting ADSK...
[2025-11-27T19:41:58.701703] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-11-27T19:41:58.701742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-11-27T19:41:58.713075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-11-27T19:41:58.713347] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-11-27T19:41:58.714171] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-11-27T19:41:58.714234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:58.714275] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:58.714311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:58.714427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:58.770687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:58.771297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:58.771387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:58.771427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:58.891879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:58.892043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:58.892094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:58.892157] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:58.895527] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-11-27T19:41:58.895861] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-11-27T19:41:58.895998] [INFO ] [sig       ] ADSK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:59.031400] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ADSK.txt
[2025-11-27T19:41:59.031567] [INFO ] [sig       ] [59/3661] Completed ADSK in 0.3s | 2.94 sym/s | Total: 20.0s | ETA: 20.4m
[2025-11-27T19:41:59.031637] [INFO ] [sig       ] [60/3661] Forecasting ADTN...
[2025-11-27T19:41:59.031678] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-11-27T19:41:59.031737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-11-27T19:41:59.043126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-11-27T19:41:59.043490] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-11-27T19:41:59.044309] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-11-27T19:41:59.044374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:59.044416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:59.044453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:59.044516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:59.100825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:59.101778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:59.101881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:59.101929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:59.219632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:59.219804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:59.219863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:59.219900] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:59.223171] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-11-27T19:41:59.223456] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-11-27T19:41:59.223610] [INFO ] [sig       ] ADTN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:41:59.360443] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ADTN.txt
[2025-11-27T19:41:59.360647] [INFO ] [sig       ] [60/3661] Completed ADTN in 0.3s | 2.95 sym/s | Total: 20.4s | ETA: 20.4m
[2025-11-27T19:41:59.360710] [INFO ] [sig       ] [61/3661] Forecasting ADTX...
[2025-11-27T19:41:59.360766] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-11-27T19:41:59.360805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-11-27T19:41:59.372242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-11-27T19:41:59.372563] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-11-27T19:41:59.373375] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-11-27T19:41:59.373439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:59.373482] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:59.373519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:59.373598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:59.428930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:59.429638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:59.429730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:59.429773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:59.536552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:59.536758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:59.536810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:59.536851] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:59.540162] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-11-27T19:41:59.540437] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-11-27T19:41:59.540591] [INFO ] [sig       ] ADTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:41:59.676096] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ADTX.txt
[2025-11-27T19:41:59.676229] [INFO ] [sig       ] [61/3661] Completed ADTX in 0.3s | 2.95 sym/s | Total: 20.7s | ETA: 20.3m
[2025-11-27T19:41:59.676278] [INFO ] [sig       ] [62/3661] Forecasting ADUS...
[2025-11-27T19:41:59.676316] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-11-27T19:41:59.676355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-11-27T19:41:59.688550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-11-27T19:41:59.689003] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-11-27T19:41:59.689890] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-11-27T19:41:59.689964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:41:59.690019] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:41:59.690076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:41:59.690168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:41:59.747975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:41:59.748957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:41:59.749062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:41:59.749118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:41:59.868236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:41:59.868423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:41:59.868490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:41:59.868545] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:41:59.872069] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-11-27T19:41:59.872372] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-11-27T19:41:59.872539] [INFO ] [sig       ] ADUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:00.010387] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ADUS.txt
[2025-11-27T19:42:00.010609] [INFO ] [sig       ] [62/3661] Completed ADUS in 0.3s | 2.95 sym/s | Total: 21.0s | ETA: 20.3m
[2025-11-27T19:42:00.010680] [INFO ] [sig       ] [63/3661] Forecasting ADVM...
[2025-11-27T19:42:00.010753] [INFO ] [sig       ] Generating forecast for: ADVM
[2025-11-27T19:42:00.010810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'.
[2025-11-27T19:42:00.022314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADVM'.
[2025-11-27T19:42:00.022751] [INFO ] [FORECASTER] Starting predict_future for ADVM
[2025-11-27T19:42:00.023661] [DEBUG] [LOCAL     ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt
[2025-11-27T19:42:00.023729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:00.023772] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:00.023813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:00.023907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:00.079475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:00.080356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:00.080449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:00.080494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:00.195232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:00.195400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:00.195448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:00.195486] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:00.198799] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-11-27T19:42:00.199071] [INFO ] [FORECASTER] Completed predict_future for ADVM
[2025-11-27T19:42:00.199207] [INFO ] [sig       ] ADVM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:00.337518] [INFO ] [LOCAL     ] Saved forecast: ADVM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ADVM.txt
[2025-11-27T19:42:00.337778] [INFO ] [sig       ] [63/3661] Completed ADVM in 0.3s | 2.95 sym/s | Total: 21.3s | ETA: 20.3m
[2025-11-27T19:42:00.337844] [INFO ] [sig       ] [64/3661] Forecasting ADX...
[2025-11-27T19:42:00.337888] [INFO ] [sig       ] Generating forecast for: ADX
[2025-11-27T19:42:00.337927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-11-27T19:42:00.349235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-11-27T19:42:00.349648] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-11-27T19:42:00.350442] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-11-27T19:42:00.350507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:00.350548] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:00.350607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:00.350674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:00.407469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:00.408375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:00.408475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:00.408516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:00.533162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:00.533334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:00.533385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:00.533424] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:00.536881] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-11-27T19:42:00.537173] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-11-27T19:42:00.537319] [INFO ] [sig       ] ADX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:00.677937] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ADX.txt
[2025-11-27T19:42:00.678090] [INFO ] [sig       ] [64/3661] Completed ADX in 0.3s | 2.95 sym/s | Total: 21.7s | ETA: 20.3m
[2025-11-27T19:42:00.678169] [INFO ] [sig       ] [65/3661] Forecasting AEE...
[2025-11-27T19:42:00.678231] [INFO ] [sig       ] Generating forecast for: AEE
[2025-11-27T19:42:00.678272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-11-27T19:42:00.689281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-11-27T19:42:00.689617] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-11-27T19:42:00.690457] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-11-27T19:42:00.690533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:00.690598] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:00.690638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:00.690704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:00.747136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:00.748016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:00.748127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:00.748174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:00.870133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:00.870301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:00.870350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:00.870390] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:00.873768] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-11-27T19:42:00.874054] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-11-27T19:42:00.874194] [INFO ] [sig       ] AEE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:01.015247] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AEE.txt
[2025-11-27T19:42:01.015415] [INFO ] [sig       ] [65/3661] Completed AEE in 0.3s | 2.95 sym/s | Total: 22.0s | ETA: 20.3m
[2025-11-27T19:42:01.015465] [INFO ] [sig       ] [66/3661] Forecasting AEFC...
[2025-11-27T19:42:01.015524] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-11-27T19:42:01.015585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-11-27T19:42:01.026406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-11-27T19:42:01.026717] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-11-27T19:42:01.027502] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-11-27T19:42:01.027565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:01.027629] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:01.027666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:01.027731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:01.085307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:01.086285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:01.086393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:01.086446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:01.208508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:01.208692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:01.208742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:01.208785] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:01.212040] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-11-27T19:42:01.212315] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-11-27T19:42:01.212447] [INFO ] [sig       ] AEFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:01.351459] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AEFC.txt
[2025-11-27T19:42:01.351658] [INFO ] [sig       ] [66/3661] Completed AEFC in 0.3s | 2.95 sym/s | Total: 22.4s | ETA: 20.3m
[2025-11-27T19:42:01.351714] [INFO ] [sig       ] [67/3661] Forecasting AEG...
[2025-11-27T19:42:01.351754] [INFO ] [sig       ] Generating forecast for: AEG
[2025-11-27T19:42:01.351792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-11-27T19:42:01.362326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-11-27T19:42:01.362623] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-11-27T19:42:01.363426] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-11-27T19:42:01.363490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:01.363532] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:01.363585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:01.363652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:01.419445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:01.420202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:01.420295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:01.420339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:01.544526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:01.544708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:01.544759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:01.544798] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:01.548193] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-11-27T19:42:01.548481] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-11-27T19:42:01.548648] [INFO ] [sig       ] AEG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:01.691906] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AEG.txt
[2025-11-27T19:42:01.692084] [INFO ] [sig       ] [67/3661] Completed AEG in 0.3s | 2.95 sym/s | Total: 22.7s | ETA: 20.3m
[2025-11-27T19:42:01.692156] [INFO ] [sig       ] [68/3661] Forecasting AEHL...
[2025-11-27T19:42:01.692203] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-11-27T19:42:01.692242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-11-27T19:42:01.702471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-11-27T19:42:01.702815] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-11-27T19:42:01.703623] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-11-27T19:42:01.703685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:01.703726] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:01.703787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:01.703866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:01.759830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:01.760782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:01.760886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:01.760942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:01.886824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:01.886996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:01.887039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:01.887078] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:01.890498] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-11-27T19:42:01.890816] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-11-27T19:42:01.890965] [INFO ] [sig       ] AEHL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:02.033606] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AEHL.txt
[2025-11-27T19:42:02.033776] [INFO ] [sig       ] [68/3661] Completed AEHL in 0.3s | 2.95 sym/s | Total: 23.0s | ETA: 20.3m
[2025-11-27T19:42:02.033832] [INFO ] [sig       ] [69/3661] Forecasting AEI...
[2025-11-27T19:42:02.033873] [INFO ] [sig       ] Generating forecast for: AEI
[2025-11-27T19:42:02.033911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-11-27T19:42:02.045596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-11-27T19:42:02.045960] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-11-27T19:42:02.046767] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-11-27T19:42:02.046830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:02.046881] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:02.046929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:02.047011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:02.105610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:02.106340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:02.106433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:02.106488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:02.221444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:02.221627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:02.221678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:02.221716] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:02.225124] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-11-27T19:42:02.225422] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-11-27T19:42:02.225589] [INFO ] [sig       ] AEI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:02.364748] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AEI.txt
[2025-11-27T19:42:02.364903] [INFO ] [sig       ] [69/3661] Completed AEI in 0.3s | 2.95 sym/s | Total: 23.4s | ETA: 20.3m
[2025-11-27T19:42:02.364954] [INFO ] [sig       ] [70/3661] Forecasting AEIS...
[2025-11-27T19:42:02.365012] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-11-27T19:42:02.365056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-11-27T19:42:02.376613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-11-27T19:42:02.376941] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-11-27T19:42:02.377745] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-11-27T19:42:02.377807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:02.377849] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:02.377884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:02.377949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:02.435858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:02.436615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:02.436704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:02.436746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:02.560156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:02.560341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:02.560391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:02.560430] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:02.563724] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2025-11-27T19:42:02.564024] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-11-27T19:42:02.564157] [INFO ] [sig       ] AEIS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:02.704413] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AEIS.txt
[2025-11-27T19:42:02.704589] [INFO ] [sig       ] [70/3661] Completed AEIS in 0.3s | 2.95 sym/s | Total: 23.7s | ETA: 20.3m
[2025-11-27T19:42:02.704642] [INFO ] [sig       ] [71/3661] Forecasting AEM...
[2025-11-27T19:42:02.704682] [INFO ] [sig       ] Generating forecast for: AEM
[2025-11-27T19:42:02.704736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-11-27T19:42:02.717831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-11-27T19:42:02.718372] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-11-27T19:42:02.719335] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-11-27T19:42:02.719405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:02.719452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:02.719491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:02.719559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:02.777237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:02.778240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:02.778349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:02.778397] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:02.901843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:02.902027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:02.902082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:02.902124] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:02.905628] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=71.06%)
[2025-11-27T19:42:02.905968] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-11-27T19:42:02.906129] [INFO ] [sig       ] AEM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:03.046175] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AEM.txt
[2025-11-27T19:42:03.046377] [INFO ] [sig       ] [71/3661] Completed AEM in 0.3s | 2.95 sym/s | Total: 24.1s | ETA: 20.3m
[2025-11-27T19:42:03.046454] [INFO ] [sig       ] [72/3661] Forecasting AEMD...
[2025-11-27T19:42:03.046500] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-11-27T19:42:03.046541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-11-27T19:42:03.058231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-11-27T19:42:03.058686] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-11-27T19:42:03.059560] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-11-27T19:42:03.059653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:03.059703] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:03.059742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:03.059808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:03.118937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:03.120086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:03.120200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:03.120247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:03.237396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:03.237587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:03.237660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:03.237704] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:03.241124] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-11-27T19:42:03.241410] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-11-27T19:42:03.241552] [INFO ] [sig       ] AEMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:03.378278] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AEMD.txt
[2025-11-27T19:42:03.378427] [INFO ] [sig       ] [72/3661] Completed AEMD in 0.3s | 2.95 sym/s | Total: 24.4s | ETA: 20.3m
[2025-11-27T19:42:03.378479] [INFO ] [sig       ] [73/3661] Forecasting AEO...
[2025-11-27T19:42:03.378520] [INFO ] [sig       ] Generating forecast for: AEO
[2025-11-27T19:42:03.378560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-11-27T19:42:03.390414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-11-27T19:42:03.390785] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-11-27T19:42:03.391635] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-11-27T19:42:03.391698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:03.391739] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:03.391776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:03.391839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:03.447711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:03.448490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:03.448598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:03.448641] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:03.573738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:03.573908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:03.573956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:03.573991] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:03.577426] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-11-27T19:42:03.577794] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-11-27T19:42:03.577978] [INFO ] [sig       ] AEO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:03.727051] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AEO.txt
[2025-11-27T19:42:03.727227] [INFO ] [sig       ] [73/3661] Completed AEO in 0.3s | 2.95 sym/s | Total: 24.7s | ETA: 20.3m
[2025-11-27T19:42:03.727302] [INFO ] [sig       ] [74/3661] Forecasting AEP...
[2025-11-27T19:42:03.727347] [INFO ] [sig       ] Generating forecast for: AEP
[2025-11-27T19:42:03.727385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-11-27T19:42:03.739483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-11-27T19:42:03.739802] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-11-27T19:42:03.740612] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-11-27T19:42:03.740674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:03.740715] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:03.740752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:03.740817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:03.799193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:03.800038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:03.800132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:03.800175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:03.931353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:03.931520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:03.931584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:03.931622] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:03.935058] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-11-27T19:42:03.935345] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-11-27T19:42:03.935485] [INFO ] [sig       ] AEP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:04.077520] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AEP.txt
[2025-11-27T19:42:04.077696] [INFO ] [sig       ] [74/3661] Completed AEP in 0.4s | 2.95 sym/s | Total: 25.1s | ETA: 20.3m
[2025-11-27T19:42:04.077747] [INFO ] [sig       ] [75/3661] Forecasting AES...
[2025-11-27T19:42:04.077805] [INFO ] [sig       ] Generating forecast for: AES
[2025-11-27T19:42:04.077842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-11-27T19:42:04.089419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-11-27T19:42:04.089756] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-11-27T19:42:04.090589] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-11-27T19:42:04.090657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:04.090702] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:04.090743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:04.090813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:04.148306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:04.148991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:04.149086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:04.149132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:04.271742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:04.271889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:04.271942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:04.271984] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:04.275447] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2025-11-27T19:42:04.275755] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-11-27T19:42:04.275927] [INFO ] [sig       ] AES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:04.416102] [INFO ] [LOCAL     ] Saved forecast: AES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AES.txt
[2025-11-27T19:42:04.416279] [INFO ] [sig       ] [75/3661] Completed AES in 0.3s | 2.95 sym/s | Total: 25.4s | ETA: 20.3m
[2025-11-27T19:42:04.416326] [INFO ] [sig       ] [76/3661] Forecasting AESI...
[2025-11-27T19:42:04.416368] [INFO ] [sig       ] Generating forecast for: AESI
[2025-11-27T19:42:04.416410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-11-27T19:42:04.430500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-11-27T19:42:04.430851] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-11-27T19:42:04.431670] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-11-27T19:42:04.431734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:04.431786] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:04.431825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:04.431890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:04.487845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:04.488498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:04.488605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:04.488658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:04.605004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:04.605157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:04.605208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:04.605248] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:04.608712] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-11-27T19:42:04.609013] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-11-27T19:42:04.609163] [INFO ] [sig       ] AESI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:04.745559] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AESI.txt
[2025-11-27T19:42:04.745714] [INFO ] [sig       ] [76/3661] Completed AESI in 0.3s | 2.95 sym/s | Total: 25.8s | ETA: 20.3m
[2025-11-27T19:42:04.745763] [INFO ] [sig       ] [77/3661] Forecasting AEVA...
[2025-11-27T19:42:04.745799] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-11-27T19:42:04.745841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-11-27T19:42:04.756744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-11-27T19:42:04.757100] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-11-27T19:42:04.757942] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-11-27T19:42:04.758009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:04.758051] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:04.758098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:04.758192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:04.816900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:04.817629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:04.817716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:04.817769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:04.934344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:04.934507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:04.934555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:04.934608] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:04.937902] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=41.35%)
[2025-11-27T19:42:04.938212] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-11-27T19:42:04.938364] [INFO ] [sig       ] AEVA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:05.075509] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AEVA.txt
[2025-11-27T19:42:05.075708] [INFO ] [sig       ] [77/3661] Completed AEVA in 0.3s | 2.95 sym/s | Total: 26.1s | ETA: 20.2m
[2025-11-27T19:42:05.075763] [INFO ] [sig       ] [78/3661] Forecasting AEYE...
[2025-11-27T19:42:05.075831] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-11-27T19:42:05.075878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-11-27T19:42:05.087203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-11-27T19:42:05.087589] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-11-27T19:42:05.088397] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-11-27T19:42:05.088460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:05.088512] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:05.088558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:05.088693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:05.143917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:05.144671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:05.144760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:05.144816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:05.262986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:05.263187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:05.263236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:05.263273] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:05.267054] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-11-27T19:42:05.267424] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-11-27T19:42:05.267609] [INFO ] [sig       ] AEYE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:05.405268] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AEYE.txt
[2025-11-27T19:42:05.405455] [INFO ] [sig       ] [78/3661] Completed AEYE in 0.3s | 2.95 sym/s | Total: 26.4s | ETA: 20.2m
[2025-11-27T19:42:05.405521] [INFO ] [sig       ] [79/3661] Forecasting AFB...
[2025-11-27T19:42:05.405595] [INFO ] [sig       ] Generating forecast for: AFB
[2025-11-27T19:42:05.405643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-11-27T19:42:05.416975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-11-27T19:42:05.417324] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-11-27T19:42:05.418173] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-11-27T19:42:05.418237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:05.418278] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:05.418314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:05.418378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:05.474109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:05.474894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:05.474983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:05.475029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:05.602516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:05.602713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:05.602763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:05.602801] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:05.606233] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-11-27T19:42:05.606507] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-11-27T19:42:05.606669] [INFO ] [sig       ] AFB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:05.741914] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AFB.txt
[2025-11-27T19:42:05.742068] [INFO ] [sig       ] [79/3661] Completed AFB in 0.3s | 2.95 sym/s | Total: 26.8s | ETA: 20.2m
[2025-11-27T19:42:05.742119] [INFO ] [sig       ] [80/3661] Forecasting AFCG...
[2025-11-27T19:42:05.742164] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-11-27T19:42:05.742224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-11-27T19:42:05.753106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-11-27T19:42:05.753444] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-11-27T19:42:05.754262] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-11-27T19:42:05.754326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:05.754368] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:05.754403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:05.754471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:05.809995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:05.810629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:05.810720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:05.810764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:05.927607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:05.927768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:05.927818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:05.927857] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:05.931241] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2025-11-27T19:42:05.931518] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-11-27T19:42:05.931673] [INFO ] [sig       ] AFCG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:06.066786] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AFCG.txt
[2025-11-27T19:42:06.066931] [INFO ] [sig       ] [80/3661] Completed AFCG in 0.3s | 2.95 sym/s | Total: 27.1s | ETA: 20.2m
[2025-11-27T19:42:06.066980] [INFO ] [sig       ] [81/3661] Forecasting AFG...
[2025-11-27T19:42:06.067019] [INFO ] [sig       ] Generating forecast for: AFG
[2025-11-27T19:42:06.067057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-11-27T19:42:06.077350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-11-27T19:42:06.077667] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-11-27T19:42:06.078488] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-11-27T19:42:06.078552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:06.078613] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:06.078653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:06.078723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:06.134390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:06.135060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:06.135151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:06.135194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:06.258833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:06.259000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:06.259057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:06.259098] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:06.262494] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-11-27T19:42:06.262797] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-11-27T19:42:06.262939] [INFO ] [sig       ] AFG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:06.397327] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AFG.txt
[2025-11-27T19:42:06.397510] [INFO ] [sig       ] [81/3661] Completed AFG in 0.3s | 2.96 sym/s | Total: 27.4s | ETA: 20.2m
[2025-11-27T19:42:06.397564] [INFO ] [sig       ] [82/3661] Forecasting AFGC...
[2025-11-27T19:42:06.397624] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-11-27T19:42:06.397663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-11-27T19:42:06.408985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-11-27T19:42:06.409381] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-11-27T19:42:06.410259] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-11-27T19:42:06.410325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:06.410367] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:06.410405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:06.410468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:06.467829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:06.468789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:06.468912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:06.468971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:06.579169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:06.579344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:06.579396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:06.579436] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:06.582999] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-11-27T19:42:06.583336] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-11-27T19:42:06.583498] [INFO ] [sig       ] AFGC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:06.734301] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AFGC.txt
[2025-11-27T19:42:06.734490] [INFO ] [sig       ] [82/3661] Completed AFGC in 0.3s | 2.96 sym/s | Total: 27.7s | ETA: 20.2m
[2025-11-27T19:42:06.734562] [INFO ] [sig       ] [83/3661] Forecasting AFL...
[2025-11-27T19:42:06.734617] [INFO ] [sig       ] Generating forecast for: AFL
[2025-11-27T19:42:06.734659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-11-27T19:42:06.746870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-11-27T19:42:06.747234] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-11-27T19:42:06.748037] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-11-27T19:42:06.748101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:06.748176] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:06.748215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:06.748280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:06.805302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:06.806138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:06.806230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:06.806274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:06.924529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:06.924704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:06.924754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:06.924809] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:06.928133] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=41.39%)
[2025-11-27T19:42:06.928427] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-11-27T19:42:06.928585] [INFO ] [sig       ] AFL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:07.064121] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AFL.txt
[2025-11-27T19:42:07.064309] [INFO ] [sig       ] [83/3661] Completed AFL in 0.3s | 2.96 sym/s | Total: 28.1s | ETA: 20.2m
[2025-11-27T19:42:07.064373] [INFO ] [sig       ] [84/3661] Forecasting AFRI...
[2025-11-27T19:42:07.064416] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-11-27T19:42:07.064455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-11-27T19:42:07.074442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-11-27T19:42:07.074834] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-11-27T19:42:07.075794] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-11-27T19:42:07.075863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:07.075922] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:07.075971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:07.076054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:07.130978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:07.131835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:07.131929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:07.131985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:07.228101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:07.228296] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:42:07.228346] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:07.228388] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:07.231801] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-11-27T19:42:07.232104] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-11-27T19:42:07.232259] [INFO ] [sig       ] AFRI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:07.375477] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AFRI.txt
[2025-11-27T19:42:07.375715] [INFO ] [sig       ] [84/3661] Completed AFRI in 0.3s | 2.96 sym/s | Total: 28.4s | ETA: 20.1m
[2025-11-27T19:42:07.375778] [INFO ] [sig       ] [85/3661] Forecasting AFRM...
[2025-11-27T19:42:07.375837] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-11-27T19:42:07.375889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-11-27T19:42:07.387792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-11-27T19:42:07.388159] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-11-27T19:42:07.389038] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-11-27T19:42:07.389105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:07.389148] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:07.389190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:07.389280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:07.452176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:07.453091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:07.453189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:07.453246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:07.585041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:07.585210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:07.585259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:07.585300] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:07.588655] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-11-27T19:42:07.588949] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-11-27T19:42:07.589087] [INFO ] [sig       ] AFRM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:07.724235] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AFRM.txt
[2025-11-27T19:42:07.724410] [INFO ] [sig       ] [85/3661] Completed AFRM in 0.3s | 2.96 sym/s | Total: 28.7s | ETA: 20.1m
[2025-11-27T19:42:07.724469] [INFO ] [sig       ] [86/3661] Forecasting AFYA...
[2025-11-27T19:42:07.724548] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-11-27T19:42:07.724614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-11-27T19:42:07.735626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-11-27T19:42:07.735964] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-11-27T19:42:07.736769] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-11-27T19:42:07.736831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:07.736873] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:07.736910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:07.736990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:07.795387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:07.796141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:07.796234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:07.796287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:07.915385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:07.915538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:07.915601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:07.915640] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:07.918928] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-11-27T19:42:07.919230] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-11-27T19:42:07.919382] [INFO ] [sig       ] AFYA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:08.055170] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AFYA.txt
[2025-11-27T19:42:08.055344] [INFO ] [sig       ] [86/3661] Completed AFYA in 0.3s | 2.96 sym/s | Total: 29.1s | ETA: 20.1m
[2025-11-27T19:42:08.055405] [INFO ] [sig       ] [87/3661] Forecasting AG...
[2025-11-27T19:42:08.055440] [INFO ] [sig       ] Generating forecast for: AG
[2025-11-27T19:42:08.055508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-11-27T19:42:08.066414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-11-27T19:42:08.066751] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-11-27T19:42:08.067542] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-11-27T19:42:08.067624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:08.067667] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:08.067703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:08.067774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:08.123319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:08.123963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:08.124053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:08.124096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:08.243889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:08.244039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:08.244091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:08.244320] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:08.247557] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-11-27T19:42:08.247856] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-11-27T19:42:08.247993] [INFO ] [sig       ] AG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:08.388734] [INFO ] [LOCAL     ] Saved forecast: AG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AG.txt
[2025-11-27T19:42:08.388918] [INFO ] [sig       ] [87/3661] Completed AG in 0.3s | 2.96 sym/s | Total: 29.4s | ETA: 20.1m
[2025-11-27T19:42:08.389010] [INFO ] [sig       ] [88/3661] Forecasting AGCO...
[2025-11-27T19:42:08.389055] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-11-27T19:42:08.389094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-11-27T19:42:08.400939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-11-27T19:42:08.401323] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-11-27T19:42:08.402142] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-11-27T19:42:08.402207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:08.402249] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:08.402295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:08.402376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:08.457721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:08.458610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:08.458719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:08.458770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:08.576331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:08.576509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:08.576553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:08.576619] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:08.580020] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2025-11-27T19:42:08.580340] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-11-27T19:42:08.580490] [INFO ] [sig       ] AGCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:08.719199] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AGCO.txt
[2025-11-27T19:42:08.719367] [INFO ] [sig       ] [88/3661] Completed AGCO in 0.3s | 2.96 sym/s | Total: 29.7s | ETA: 20.1m
[2025-11-27T19:42:08.719433] [INFO ] [sig       ] [89/3661] Forecasting AGD...
[2025-11-27T19:42:08.719507] [INFO ] [sig       ] Generating forecast for: AGD
[2025-11-27T19:42:08.719548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-11-27T19:42:08.730220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-11-27T19:42:08.730555] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-11-27T19:42:08.731360] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-11-27T19:42:08.731436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:08.731489] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:08.731536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:08.731632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:08.786811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:08.787660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:08.787750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:08.787794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:08.907651] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:08.907815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:08.907864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:08.907903] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:08.911247] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-11-27T19:42:08.911540] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-11-27T19:42:08.911711] [INFO ] [sig       ] AGD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:09.049807] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGD.txt
[2025-11-27T19:42:09.049965] [INFO ] [sig       ] [89/3661] Completed AGD in 0.3s | 2.96 sym/s | Total: 30.1s | ETA: 20.1m
[2025-11-27T19:42:09.050021] [INFO ] [sig       ] [90/3661] Forecasting AGEN...
[2025-11-27T19:42:09.050062] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-11-27T19:42:09.050120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-11-27T19:42:09.062150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-11-27T19:42:09.062490] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-11-27T19:42:09.063314] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-11-27T19:42:09.063378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:09.063420] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:09.063456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:09.063553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:09.118775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:09.119589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:09.119698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:09.119742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:09.241850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:09.242022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:09.242071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:09.242107] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:09.245404] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=28.94%)
[2025-11-27T19:42:09.245719] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-11-27T19:42:09.245857] [INFO ] [sig       ] AGEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:09.386280] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AGEN.txt
[2025-11-27T19:42:09.386476] [INFO ] [sig       ] [90/3661] Completed AGEN in 0.3s | 2.96 sym/s | Total: 30.4s | ETA: 20.1m
[2025-11-27T19:42:09.386529] [INFO ] [sig       ] [91/3661] Forecasting AGI...
[2025-11-27T19:42:09.386601] [INFO ] [sig       ] Generating forecast for: AGI
[2025-11-27T19:42:09.386635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-11-27T19:42:09.398649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-11-27T19:42:09.399032] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-11-27T19:42:09.399840] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-11-27T19:42:09.399905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:09.399947] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:09.399986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:09.400051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:09.455980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:09.456895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:09.456997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:09.457049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:09.577120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:09.577297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:09.577345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:09.577384] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:09.580810] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-11-27T19:42:09.581121] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-11-27T19:42:09.581279] [INFO ] [sig       ] AGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:09.720276] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGI.txt
[2025-11-27T19:42:09.720444] [INFO ] [sig       ] [91/3661] Completed AGI in 0.3s | 2.96 sym/s | Total: 30.7s | ETA: 20.1m
[2025-11-27T19:42:09.720499] [INFO ] [sig       ] [92/3661] Forecasting AGIO...
[2025-11-27T19:42:09.720537] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-11-27T19:42:09.720610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-11-27T19:42:09.734134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-11-27T19:42:09.734661] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-11-27T19:42:09.735850] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-11-27T19:42:09.735939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:09.736013] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:09.736067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:09.736182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:09.795913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:09.796909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:09.797007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:09.797051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:09.918886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:09.919058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:09.919108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:09.919147] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:09.922625] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-11-27T19:42:09.922920] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-11-27T19:42:09.923061] [INFO ] [sig       ] AGIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:10.063379] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGIO.txt
[2025-11-27T19:42:10.063521] [INFO ] [sig       ] [92/3661] Completed AGIO in 0.3s | 2.96 sym/s | Total: 31.1s | ETA: 20.1m
[2025-11-27T19:42:10.063595] [INFO ] [sig       ] [93/3661] Forecasting AGM...
[2025-11-27T19:42:10.063634] [INFO ] [sig       ] Generating forecast for: AGM
[2025-11-27T19:42:10.063677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-11-27T19:42:10.077210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-11-27T19:42:10.077816] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-11-27T19:42:10.078906] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-11-27T19:42:10.078975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:10.079029] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:10.079080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:10.079169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:10.137278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:10.138506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:10.138647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:10.138709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:10.259851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:10.260117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:10.260181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:10.260222] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:10.264512] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=76.84%)
[2025-11-27T19:42:10.264974] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-11-27T19:42:10.265165] [INFO ] [sig       ] AGM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:10.405457] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGM.txt
[2025-11-27T19:42:10.405785] [INFO ] [sig       ] [93/3661] Completed AGM in 0.3s | 2.96 sym/s | Total: 31.4s | ETA: 20.1m
[2025-11-27T19:42:10.405868] [INFO ] [sig       ] [94/3661] Forecasting AGMH...
[2025-11-27T19:42:10.405915] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-11-27T19:42:10.405958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-11-27T19:42:10.419245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-11-27T19:42:10.419716] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-11-27T19:42:10.420526] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-11-27T19:42:10.420606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:10.420649] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:10.420684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:10.420748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:10.478974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:10.479999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:10.480108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:10.480156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:10.594147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:10.594325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:10.594373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:10.594410] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:10.597721] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-11-27T19:42:10.598033] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-11-27T19:42:10.598189] [INFO ] [sig       ] AGMH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:10.736189] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AGMH.txt
[2025-11-27T19:42:10.736344] [INFO ] [sig       ] [94/3661] Completed AGMH in 0.3s | 2.96 sym/s | Total: 31.7s | ETA: 20.1m
[2025-11-27T19:42:10.736394] [INFO ] [sig       ] [95/3661] Forecasting AGNC...
[2025-11-27T19:42:10.736434] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-11-27T19:42:10.736472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-11-27T19:42:10.747732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-11-27T19:42:10.748011] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-11-27T19:42:10.748819] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-11-27T19:42:10.748882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:10.748924] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:10.748961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:10.749026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:10.805597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:10.806316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:10.806409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:10.806454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:10.931144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:10.931332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:10.931383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:10.931420] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:10.934804] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-11-27T19:42:10.935077] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-11-27T19:42:10.935215] [INFO ] [sig       ] AGNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:11.071786] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGNC.txt
[2025-11-27T19:42:11.071931] [INFO ] [sig       ] [95/3661] Completed AGNC in 0.3s | 2.96 sym/s | Total: 32.1s | ETA: 20.1m
[2025-11-27T19:42:11.071985] [INFO ] [sig       ] [96/3661] Forecasting AGNCL...
[2025-11-27T19:42:11.072025] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-11-27T19:42:11.072062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-11-27T19:42:11.083503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-11-27T19:42:11.083864] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-11-27T19:42:11.084693] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-11-27T19:42:11.084757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:11.084799] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:11.084850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:11.084923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:11.143823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:11.144629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:11.144723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:11.144767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:11.254319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:11.254506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:11.254591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:11.254632] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:11.258202] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=28.25%)
[2025-11-27T19:42:11.258483] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-11-27T19:42:11.258641] [INFO ] [sig       ] AGNCL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:11.395770] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AGNCL.txt
[2025-11-27T19:42:11.395915] [INFO ] [sig       ] [96/3661] Completed AGNCL in 0.3s | 2.96 sym/s | Total: 32.4s | ETA: 20.1m
[2025-11-27T19:42:11.395964] [INFO ] [sig       ] [97/3661] Forecasting AGNCM...
[2025-11-27T19:42:11.396002] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-11-27T19:42:11.396040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-11-27T19:42:11.408061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-11-27T19:42:11.408502] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-11-27T19:42:11.409366] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-11-27T19:42:11.409431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:11.409473] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:11.409510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:11.409593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:11.470914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:11.471822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:11.471935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:11.471983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:11.585699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:11.585878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:11.585929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:11.585968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:11.589853] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-11-27T19:42:11.590205] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-11-27T19:42:11.590397] [INFO ] [sig       ] AGNCM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:11.739121] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AGNCM.txt
[2025-11-27T19:42:11.739291] [INFO ] [sig       ] [97/3661] Completed AGNCM in 0.3s | 2.96 sym/s | Total: 32.8s | ETA: 20.1m
[2025-11-27T19:42:11.739343] [INFO ] [sig       ] [98/3661] Forecasting AGNCN...
[2025-11-27T19:42:11.739404] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-11-27T19:42:11.739470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-11-27T19:42:11.751155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-11-27T19:42:11.751516] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-11-27T19:42:11.752348] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-11-27T19:42:11.752421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:11.752472] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:11.752508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:11.752611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:11.818044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:11.819100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:11.819198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:11.819241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:11.941381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:11.941554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:11.941621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:11.941661] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:11.944946] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-11-27T19:42:11.945226] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-11-27T19:42:11.945360] [INFO ] [sig       ] AGNCN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:12.081563] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGNCN.txt
[2025-11-27T19:42:12.081762] [INFO ] [sig       ] [98/3661] Completed AGNCN in 0.3s | 2.96 sym/s | Total: 33.1s | ETA: 20.1m
[2025-11-27T19:42:12.081835] [INFO ] [sig       ] [99/3661] Forecasting AGNCO...
[2025-11-27T19:42:12.081873] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-11-27T19:42:12.081952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-11-27T19:42:12.093378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-11-27T19:42:12.093760] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-11-27T19:42:12.094619] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-11-27T19:42:12.094681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:12.094723] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:12.094759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:12.094834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:12.151980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:12.152859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:12.152961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:12.153010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:12.273399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:12.273555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:12.273621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:12.273661] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:12.277077] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=75.74%)
[2025-11-27T19:42:12.277370] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-11-27T19:42:12.277511] [INFO ] [sig       ] AGNCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:12.417421] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGNCO.txt
[2025-11-27T19:42:12.417622] [INFO ] [sig       ] [99/3661] Completed AGNCO in 0.3s | 2.96 sym/s | Total: 33.4s | ETA: 20.0m
[2025-11-27T19:42:12.417675] [INFO ] [sig       ] [100/3661] Forecasting AGNCP...
[2025-11-27T19:42:12.417727] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-11-27T19:42:12.417769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-11-27T19:42:12.428912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-11-27T19:42:12.429281] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-11-27T19:42:12.430151] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-11-27T19:42:12.430229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:12.430274] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:12.430312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:12.430442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:12.498964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:12.499912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:12.500016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:12.500072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:12.624996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:12.625186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:12.625236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:12.625274] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:12.628715] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-11-27T19:42:12.629037] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-11-27T19:42:12.629203] [INFO ] [sig       ] AGNCP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:12.768378] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGNCP.txt
[2025-11-27T19:42:12.768549] [INFO ] [sig       ] [100/3661] Completed AGNCP in 0.4s | 2.96 sym/s | Total: 33.8s | ETA: 20.0m
[2025-11-27T19:42:12.768641] [INFO ] [sig       ] [101/3661] Forecasting AGO...
[2025-11-27T19:42:12.768731] [INFO ] [sig       ] Generating forecast for: AGO
[2025-11-27T19:42:12.768781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-11-27T19:42:12.779642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-11-27T19:42:12.779963] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-11-27T19:42:12.780786] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-11-27T19:42:12.780847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:12.780888] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:12.780923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:12.780990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:12.839009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:12.839704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:12.839793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:12.839837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:12.956643] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:12.956818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:12.956866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:12.956903] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:12.960274] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-11-27T19:42:12.960597] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-11-27T19:42:12.960741] [INFO ] [sig       ] AGO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:13.105247] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGO.txt
[2025-11-27T19:42:13.105405] [INFO ] [sig       ] [101/3661] Completed AGO in 0.3s | 2.96 sym/s | Total: 34.1s | ETA: 20.0m
[2025-11-27T19:42:13.105456] [INFO ] [sig       ] [102/3661] Forecasting AGRO...
[2025-11-27T19:42:13.105517] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-11-27T19:42:13.105562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-11-27T19:42:13.117606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-11-27T19:42:13.117968] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-11-27T19:42:13.118913] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-11-27T19:42:13.118980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:13.119024] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:13.119063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:13.119128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:13.178796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:13.179600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:13.179697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:13.179743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:13.309767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:13.309956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:13.310013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:13.310071] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:13.313882] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-11-27T19:42:13.314179] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-11-27T19:42:13.314339] [INFO ] [sig       ] AGRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:13.452807] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AGRO.txt
[2025-11-27T19:42:13.452994] [INFO ] [sig       ] [102/3661] Completed AGRO in 0.3s | 2.96 sym/s | Total: 34.5s | ETA: 20.0m
[2025-11-27T19:42:13.453044] [INFO ] [sig       ] [103/3661] Forecasting AGX...
[2025-11-27T19:42:13.453086] [INFO ] [sig       ] Generating forecast for: AGX
[2025-11-27T19:42:13.453142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-11-27T19:42:13.465062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-11-27T19:42:13.465412] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-11-27T19:42:13.466248] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-11-27T19:42:13.466312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:13.466363] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:13.466409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:13.466490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:13.522419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:13.523078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:13.523357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:13.523407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:13.640145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:13.640309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:13.640360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:13.640400] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:13.643787] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-11-27T19:42:13.644082] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-11-27T19:42:13.644237] [INFO ] [sig       ] AGX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:13.783484] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGX.txt
[2025-11-27T19:42:13.783650] [INFO ] [sig       ] [103/3661] Completed AGX in 0.3s | 2.96 sym/s | Total: 34.8s | ETA: 20.0m
[2025-11-27T19:42:13.783710] [INFO ] [sig       ] [104/3661] Forecasting AGYS...
[2025-11-27T19:42:13.783753] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-11-27T19:42:13.783794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-11-27T19:42:13.795741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-11-27T19:42:13.796054] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-11-27T19:42:13.796845] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-11-27T19:42:13.796913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:13.796963] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:13.797002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:13.797071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:13.853862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:13.854516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:13.854628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:13.854674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:13.972717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:13.972890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:13.972941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:13.972981] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:13.976360] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=48.38%)
[2025-11-27T19:42:13.976656] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-11-27T19:42:13.976797] [INFO ] [sig       ] AGYS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:14.118765] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AGYS.txt
[2025-11-27T19:42:14.118927] [INFO ] [sig       ] [104/3661] Completed AGYS in 0.3s | 2.96 sym/s | Total: 35.1s | ETA: 20.0m
[2025-11-27T19:42:14.118979] [INFO ] [sig       ] [105/3661] Forecasting AGZD...
[2025-11-27T19:42:14.119021] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-11-27T19:42:14.119061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-11-27T19:42:14.130690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-11-27T19:42:14.131010] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-11-27T19:42:14.131811] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-11-27T19:42:14.131875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:14.131918] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:14.131956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:14.132023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:14.189357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:14.190132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:14.190226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:14.190270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:14.307791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:14.307964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:14.308028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:14.308071] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:14.311462] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2025-11-27T19:42:14.311782] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-11-27T19:42:14.311937] [INFO ] [sig       ] AGZD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:14.452275] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AGZD.txt
[2025-11-27T19:42:14.452426] [INFO ] [sig       ] [105/3661] Completed AGZD in 0.3s | 2.96 sym/s | Total: 35.5s | ETA: 20.0m
[2025-11-27T19:42:14.452477] [INFO ] [sig       ] [106/3661] Forecasting AHCO...
[2025-11-27T19:42:14.452517] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-11-27T19:42:14.452553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-11-27T19:42:14.464281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-11-27T19:42:14.464631] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-11-27T19:42:14.465436] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-11-27T19:42:14.465499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:14.465540] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:14.465591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:14.465659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:14.521589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:14.522259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:14.522350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:14.522393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:14.640710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:14.640887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:14.640937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:14.640974] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:14.644326] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-11-27T19:42:14.644628] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-11-27T19:42:14.644764] [INFO ] [sig       ] AHCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:14.784007] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AHCO.txt
[2025-11-27T19:42:14.784182] [INFO ] [sig       ] [106/3661] Completed AHCO in 0.3s | 2.96 sym/s | Total: 35.8s | ETA: 20.0m
[2025-11-27T19:42:14.784231] [INFO ] [sig       ] [107/3661] Forecasting AHH...
[2025-11-27T19:42:14.784278] [INFO ] [sig       ] Generating forecast for: AHH
[2025-11-27T19:42:14.784311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-11-27T19:42:14.796009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-11-27T19:42:14.796349] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-11-27T19:42:14.797162] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-11-27T19:42:14.797225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:14.797266] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:14.797302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:14.797365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:14.855325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:14.856038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:14.856133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:14.856176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:14.977257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:14.977423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:14.977487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:14.977526] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:14.980909] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2025-11-27T19:42:14.981194] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-11-27T19:42:14.981331] [INFO ] [sig       ] AHH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:15.118454] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AHH.txt
[2025-11-27T19:42:15.118613] [INFO ] [sig       ] [107/3661] Completed AHH in 0.3s | 2.96 sym/s | Total: 36.1s | ETA: 20.0m
[2025-11-27T19:42:15.118670] [INFO ] [sig       ] [108/3661] Forecasting AI...
[2025-11-27T19:42:15.118705] [INFO ] [sig       ] Generating forecast for: AI
[2025-11-27T19:42:15.118757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-11-27T19:42:15.129906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-11-27T19:42:15.130209] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-11-27T19:42:15.131073] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-11-27T19:42:15.131151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:15.131203] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:15.131241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:15.131309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:15.192418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:15.193394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:15.193487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:15.193532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:15.316999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:15.317186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:15.317237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:15.317276] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:15.320711] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-11-27T19:42:15.320992] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-11-27T19:42:15.321137] [INFO ] [sig       ] AI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:15.458004] [INFO ] [LOCAL     ] Saved forecast: AI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AI.txt
[2025-11-27T19:42:15.458186] [INFO ] [sig       ] [108/3661] Completed AI in 0.3s | 2.96 sym/s | Total: 36.5s | ETA: 20.0m
[2025-11-27T19:42:15.458241] [INFO ] [sig       ] [109/3661] Forecasting AIA...
[2025-11-27T19:42:15.458281] [INFO ] [sig       ] Generating forecast for: AIA
[2025-11-27T19:42:15.458322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-11-27T19:42:15.470258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-11-27T19:42:15.470642] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-11-27T19:42:15.471451] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-11-27T19:42:15.471515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:15.471558] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:15.471618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:15.471728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:15.526929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:15.527555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:15.527678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:15.527724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:15.651311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:15.651511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:15.651566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:15.651617] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:15.655012] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-11-27T19:42:15.655306] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-11-27T19:42:15.655451] [INFO ] [sig       ] AIA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:15.792160] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AIA.txt
[2025-11-27T19:42:15.792313] [INFO ] [sig       ] [109/3661] Completed AIA in 0.3s | 2.96 sym/s | Total: 36.8s | ETA: 20.0m
[2025-11-27T19:42:15.792365] [INFO ] [sig       ] [110/3661] Forecasting AIFF...
[2025-11-27T19:42:15.792405] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-11-27T19:42:15.792460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-11-27T19:42:15.803520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-11-27T19:42:15.803834] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-11-27T19:42:15.804668] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-11-27T19:42:15.804731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:15.804775] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:15.804811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:15.804874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:15.862401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:15.863102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:15.863195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:15.863240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:15.990735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:15.990922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:15.990980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:15.991020] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:15.994398] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-11-27T19:42:15.994703] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-11-27T19:42:15.994845] [INFO ] [sig       ] AIFF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:16.134606] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AIFF.txt
[2025-11-27T19:42:16.134805] [INFO ] [sig       ] [110/3661] Completed AIFF in 0.3s | 2.96 sym/s | Total: 37.1s | ETA: 20.0m
[2025-11-27T19:42:16.134856] [INFO ] [sig       ] [111/3661] Forecasting AIG...
[2025-11-27T19:42:16.134891] [INFO ] [sig       ] Generating forecast for: AIG
[2025-11-27T19:42:16.134949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-11-27T19:42:16.145898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-11-27T19:42:16.146226] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-11-27T19:42:16.147017] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-11-27T19:42:16.147087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:16.147131] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:16.147174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:16.147239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:16.203738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:16.204560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:16.204665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:16.204702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:16.326000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:16.326176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:16.326225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:16.326264] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:16.329718] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-11-27T19:42:16.330002] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-11-27T19:42:16.330147] [INFO ] [sig       ] AIG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:16.478309] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AIG.txt
[2025-11-27T19:42:16.478481] [INFO ] [sig       ] [111/3661] Completed AIG in 0.3s | 2.96 sym/s | Total: 37.5s | ETA: 20.0m
[2025-11-27T19:42:16.478533] [INFO ] [sig       ] [112/3661] Forecasting AIMD...
[2025-11-27T19:42:16.478607] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-11-27T19:42:16.478709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-11-27T19:42:16.490104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-11-27T19:42:16.490435] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-11-27T19:42:16.491233] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-11-27T19:42:16.491297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:16.491338] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:16.491375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:16.491440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:16.546766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:16.547365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:16.547451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:16.547494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:16.660670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:16.660844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:16.660895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:16.660945] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:16.664296] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-11-27T19:42:16.664597] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-11-27T19:42:16.664735] [INFO ] [sig       ] AIMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:16.800379] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AIMD.txt
[2025-11-27T19:42:16.800518] [INFO ] [sig       ] [112/3661] Completed AIMD in 0.3s | 2.96 sym/s | Total: 37.8s | ETA: 20.0m
[2025-11-27T19:42:16.800567] [INFO ] [sig       ] [113/3661] Forecasting AIO...
[2025-11-27T19:42:16.800623] [INFO ] [sig       ] Generating forecast for: AIO
[2025-11-27T19:42:16.800661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-11-27T19:42:16.812307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-11-27T19:42:16.812644] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-11-27T19:42:16.813456] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-11-27T19:42:16.813519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:16.813560] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:16.813614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:16.813679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:16.870057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:16.870827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:16.870919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:16.870963] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:16.988084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:16.988272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:16.988322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:16.988356] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:16.991773] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=30.77%)
[2025-11-27T19:42:16.992060] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-11-27T19:42:16.992210] [INFO ] [sig       ] AIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:17.129739] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AIO.txt
[2025-11-27T19:42:17.129890] [INFO ] [sig       ] [113/3661] Completed AIO in 0.3s | 2.96 sym/s | Total: 38.1s | ETA: 20.0m
[2025-11-27T19:42:17.129941] [INFO ] [sig       ] [114/3661] Forecasting AIP...
[2025-11-27T19:42:17.129984] [INFO ] [sig       ] Generating forecast for: AIP
[2025-11-27T19:42:17.130024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-11-27T19:42:17.141354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-11-27T19:42:17.141731] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-11-27T19:42:17.142545] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-11-27T19:42:17.142626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:17.142667] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:17.142707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:17.142773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:17.200038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:17.200710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:17.200800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:17.200843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:17.322923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:17.323060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:17.323108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:17.323143] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:17.326566] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-11-27T19:42:17.326884] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-11-27T19:42:17.327052] [INFO ] [sig       ] AIP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:17.463277] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AIP.txt
[2025-11-27T19:42:17.463421] [INFO ] [sig       ] [114/3661] Completed AIP in 0.3s | 2.96 sym/s | Total: 38.5s | ETA: 20.0m
[2025-11-27T19:42:17.463469] [INFO ] [sig       ] [115/3661] Forecasting AIPI...
[2025-11-27T19:42:17.463507] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-11-27T19:42:17.463549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-11-27T19:42:17.474526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-11-27T19:42:17.474842] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-11-27T19:42:17.475643] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-11-27T19:42:17.475704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:17.475743] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:17.475779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:17.475842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:17.533868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:17.534513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:17.534620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:17.534665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:17.651745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:17.651926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:17.651976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:17.652010] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:17.655507] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-11-27T19:42:17.655810] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-11-27T19:42:17.655951] [INFO ] [sig       ] AIPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:17.793885] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AIPI.txt
[2025-11-27T19:42:17.794034] [INFO ] [sig       ] [115/3661] Completed AIPI in 0.3s | 2.96 sym/s | Total: 38.8s | ETA: 19.9m
[2025-11-27T19:42:17.794085] [INFO ] [sig       ] [116/3661] Forecasting AIQ...
[2025-11-27T19:42:17.794132] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-11-27T19:42:17.794190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-11-27T19:42:17.806100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-11-27T19:42:17.806433] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-11-27T19:42:17.807244] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-11-27T19:42:17.807307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:17.807348] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:17.807381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:17.807443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:17.862506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:17.863140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:17.863229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:17.863271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:17.980020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:17.980167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:17.980213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:17.980247] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:17.983837] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-11-27T19:42:17.984167] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-11-27T19:42:17.984327] [INFO ] [sig       ] AIQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:18.126101] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AIQ.txt
[2025-11-27T19:42:18.126287] [INFO ] [sig       ] [116/3661] Completed AIQ in 0.3s | 2.96 sym/s | Total: 39.1s | ETA: 19.9m
[2025-11-27T19:42:18.126338] [INFO ] [sig       ] [117/3661] Forecasting AIRG...
[2025-11-27T19:42:18.126375] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-11-27T19:42:18.126416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-11-27T19:42:18.137766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-11-27T19:42:18.138168] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-11-27T19:42:18.139012] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-11-27T19:42:18.139084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:18.139118] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:18.139155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:18.139222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:18.195155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:18.196032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:18.196126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:18.196168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:18.307622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:18.307785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:18.307834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:18.307872] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:18.311171] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-11-27T19:42:18.311444] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-11-27T19:42:18.311596] [INFO ] [sig       ] AIRG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:18.447429] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AIRG.txt
[2025-11-27T19:42:18.447584] [INFO ] [sig       ] [117/3661] Completed AIRG in 0.3s | 2.97 sym/s | Total: 39.5s | ETA: 19.9m
[2025-11-27T19:42:18.447640] [INFO ] [sig       ] [118/3661] Forecasting AIRJ...
[2025-11-27T19:42:18.447690] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-11-27T19:42:18.447725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-11-27T19:42:18.459554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-11-27T19:42:18.459977] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-11-27T19:42:18.460918] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-11-27T19:42:18.460986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:18.461030] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:18.461069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:18.461134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:18.518242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:18.519160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:18.519275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:18.519319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:18.635238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:18.635429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:18.635478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:18.635516] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:18.638980] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-11-27T19:42:18.639324] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-11-27T19:42:18.639472] [INFO ] [sig       ] AIRJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:18.785023] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AIRJ.txt
[2025-11-27T19:42:18.785217] [INFO ] [sig       ] [118/3661] Completed AIRJ in 0.3s | 2.97 sym/s | Total: 39.8s | ETA: 19.9m
[2025-11-27T19:42:18.785272] [INFO ] [sig       ] [119/3661] Forecasting AIRS...
[2025-11-27T19:42:18.785329] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-11-27T19:42:18.785368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-11-27T19:42:18.796936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-11-27T19:42:18.797294] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-11-27T19:42:18.798093] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-11-27T19:42:18.798180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:18.798223] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:18.798261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:18.798325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:18.854346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:18.855252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:18.855353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:18.855398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:18.980881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:18.981063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:18.981113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:18.981150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:18.984454] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-11-27T19:42:18.984756] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-11-27T19:42:18.984899] [INFO ] [sig       ] AIRS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:19.122502] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AIRS.txt
[2025-11-27T19:42:19.122684] [INFO ] [sig       ] [119/3661] Completed AIRS in 0.3s | 2.97 sym/s | Total: 40.1s | ETA: 19.9m
[2025-11-27T19:42:19.122744] [INFO ] [sig       ] [120/3661] Forecasting AISP...
[2025-11-27T19:42:19.122803] [INFO ] [sig       ] Generating forecast for: AISP
[2025-11-27T19:42:19.122845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-11-27T19:42:19.134563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-11-27T19:42:19.134893] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-11-27T19:42:19.135832] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-11-27T19:42:19.135904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:19.135958] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:19.136005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:19.136093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:19.200244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:19.201121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:19.201219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:19.201263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:19.320490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:19.320660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:19.320710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:19.320751] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:19.324125] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-11-27T19:42:19.324412] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-11-27T19:42:19.324555] [INFO ] [sig       ] AISP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:19.471388] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AISP.txt
[2025-11-27T19:42:19.471591] [INFO ] [sig       ] [120/3661] Completed AISP in 0.3s | 2.96 sym/s | Total: 40.5s | ETA: 19.9m
[2025-11-27T19:42:19.471643] [INFO ] [sig       ] [121/3661] Forecasting AIZN...
[2025-11-27T19:42:19.471701] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-11-27T19:42:19.471746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-11-27T19:42:19.483135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-11-27T19:42:19.483519] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-11-27T19:42:19.484355] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-11-27T19:42:19.484420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:19.484461] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:19.484497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:19.484625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:19.540551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:19.541458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:19.541555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:19.541629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:19.657398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:19.657627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:19.657734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:19.657804] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:19.662854] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-11-27T19:42:19.663253] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-11-27T19:42:19.663463] [INFO ] [sig       ] AIZN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:19.803292] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AIZN.txt
[2025-11-27T19:42:19.803450] [INFO ] [sig       ] [121/3661] Completed AIZN in 0.3s | 2.96 sym/s | Total: 40.8s | ETA: 19.9m
[2025-11-27T19:42:19.803715] [INFO ] [sig       ] [122/3661] Forecasting AJG...
[2025-11-27T19:42:19.803772] [INFO ] [sig       ] Generating forecast for: AJG
[2025-11-27T19:42:19.803819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-11-27T19:42:19.814898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-11-27T19:42:19.815196] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-11-27T19:42:19.815998] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-11-27T19:42:19.816062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:19.816097] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:19.816129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:19.816205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:19.872293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:19.873185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:19.873281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:19.873325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:19.994115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:19.994296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:19.994345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:19.994383] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:19.997691] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=79.06%)
[2025-11-27T19:42:19.997971] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-11-27T19:42:19.998128] [INFO ] [sig       ] AJG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:20.134271] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AJG.txt
[2025-11-27T19:42:20.134451] [INFO ] [sig       ] [122/3661] Completed AJG in 0.3s | 2.97 sym/s | Total: 41.1s | ETA: 19.9m
[2025-11-27T19:42:20.134505] [INFO ] [sig       ] [123/3661] Forecasting AKAM...
[2025-11-27T19:42:20.134544] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-11-27T19:42:20.134603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-11-27T19:42:20.145418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-11-27T19:42:20.145784] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-11-27T19:42:20.146560] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-11-27T19:42:20.146642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:20.146687] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:20.146725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:20.146791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:20.202730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:20.203592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:20.203685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:20.203728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:20.320717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:20.320898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:20.320946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:20.320980] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:20.324285] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-27T19:42:20.324593] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-11-27T19:42:20.324730] [INFO ] [sig       ] AKAM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:20.465009] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AKAM.txt
[2025-11-27T19:42:20.465188] [INFO ] [sig       ] [123/3661] Completed AKAM in 0.3s | 2.97 sym/s | Total: 41.5s | ETA: 19.9m
[2025-11-27T19:42:20.465241] [INFO ] [sig       ] [124/3661] Forecasting AKBA...
[2025-11-27T19:42:20.465280] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-11-27T19:42:20.465340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-11-27T19:42:20.477077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-11-27T19:42:20.477477] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-11-27T19:42:20.478321] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-11-27T19:42:20.478397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:20.478452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:20.478497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:20.478594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:20.534453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:20.535332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:20.535429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:20.535471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:20.659276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:20.659442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:20.659493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:20.659529] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:20.662833] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-11-27T19:42:20.663119] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-11-27T19:42:20.663259] [INFO ] [sig       ] AKBA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:20.799044] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AKBA.txt
[2025-11-27T19:42:20.799227] [INFO ] [sig       ] [124/3661] Completed AKBA in 0.3s | 2.97 sym/s | Total: 41.8s | ETA: 19.9m
[2025-11-27T19:42:20.799281] [INFO ] [sig       ] [125/3661] Forecasting AKRO...
[2025-11-27T19:42:20.799318] [INFO ] [sig       ] Generating forecast for: AKRO
[2025-11-27T19:42:20.799358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'.
[2025-11-27T19:42:20.811138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKRO'.
[2025-11-27T19:42:20.811524] [INFO ] [FORECASTER] Starting predict_future for AKRO
[2025-11-27T19:42:20.812354] [DEBUG] [LOCAL     ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt
[2025-11-27T19:42:20.812419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:20.812462] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:20.812508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:20.812609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:20.867960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:20.868861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:20.868954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:20.868996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:20.988837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:20.989017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:20.989066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:20.989119] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:20.992465] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-11-27T19:42:20.992785] [INFO ] [FORECASTER] Completed predict_future for AKRO
[2025-11-27T19:42:20.992928] [INFO ] [sig       ] AKRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:21.126617] [INFO ] [LOCAL     ] Saved forecast: AKRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AKRO.txt
[2025-11-27T19:42:21.126758] [INFO ] [sig       ] [125/3661] Completed AKRO in 0.3s | 2.97 sym/s | Total: 42.1s | ETA: 19.9m
[2025-11-27T19:42:21.126807] [INFO ] [sig       ] [126/3661] Forecasting AL...
[2025-11-27T19:42:21.126864] [INFO ] [sig       ] Generating forecast for: AL
[2025-11-27T19:42:21.126904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-11-27T19:42:21.138289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-11-27T19:42:21.138633] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-11-27T19:42:21.139435] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-11-27T19:42:21.139499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:21.139541] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:21.139594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:21.139659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:21.195114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:21.195891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:21.195982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:21.196032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:21.314947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:21.315099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:21.315146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:21.315181] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:21.318469] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-11-27T19:42:21.318774] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-11-27T19:42:21.318912] [INFO ] [sig       ] AL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:21.457420] [INFO ] [LOCAL     ] Saved forecast: AL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AL.txt
[2025-11-27T19:42:21.457591] [INFO ] [sig       ] [126/3661] Completed AL in 0.3s | 2.97 sym/s | Total: 42.5s | ETA: 19.9m
[2025-11-27T19:42:21.457642] [INFO ] [sig       ] [127/3661] Forecasting ALAB...
[2025-11-27T19:42:21.457695] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-11-27T19:42:21.457727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-11-27T19:42:21.468728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-11-27T19:42:21.469026] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-11-27T19:42:21.469897] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-11-27T19:42:21.469960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:21.470001] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:21.470037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:21.470100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:21.525016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:21.525653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:21.525739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:21.525774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:21.645805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:21.645955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:21.646000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:21.646038] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:21.649305] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=28.61%)
[2025-11-27T19:42:21.649611] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-11-27T19:42:21.649748] [INFO ] [sig       ] ALAB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:21.785304] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALAB.txt
[2025-11-27T19:42:21.785451] [INFO ] [sig       ] [127/3661] Completed ALAB in 0.3s | 2.97 sym/s | Total: 42.8s | ETA: 19.8m
[2025-11-27T19:42:21.785507] [INFO ] [sig       ] [128/3661] Forecasting ALB...
[2025-11-27T19:42:21.785584] [INFO ] [sig       ] Generating forecast for: ALB
[2025-11-27T19:42:21.785623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-11-27T19:42:21.796121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-11-27T19:42:21.796412] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-11-27T19:42:21.797217] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-11-27T19:42:21.797280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:21.797321] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:21.797357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:21.797423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:21.853261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:21.854137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:21.854241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:21.854286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:21.978313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:21.978494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:21.978556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:21.978627] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:21.982018] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=82.62%)
[2025-11-27T19:42:21.982310] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-11-27T19:42:21.982461] [INFO ] [sig       ] ALB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:22.121356] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALB.txt
[2025-11-27T19:42:22.121496] [INFO ] [sig       ] [128/3661] Completed ALB in 0.3s | 2.97 sym/s | Total: 43.1s | ETA: 19.8m
[2025-11-27T19:42:22.121546] [INFO ] [sig       ] [129/3661] Forecasting ALC...
[2025-11-27T19:42:22.121618] [INFO ] [sig       ] Generating forecast for: ALC
[2025-11-27T19:42:22.121660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-11-27T19:42:22.132215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-11-27T19:42:22.132515] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-11-27T19:42:22.133305] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-11-27T19:42:22.133367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:22.133412] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:22.133442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:22.133505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:22.189173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:22.189902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:22.189995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:22.190043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:22.307665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:22.307805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:22.307867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:22.307914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:22.311235] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=72.38%)
[2025-11-27T19:42:22.311544] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-11-27T19:42:22.311706] [INFO ] [sig       ] ALC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:22.495283] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALC.txt
[2025-11-27T19:42:22.495448] [INFO ] [sig       ] [129/3661] Completed ALC in 0.4s | 2.97 sym/s | Total: 43.5s | ETA: 19.9m
[2025-11-27T19:42:22.495514] [INFO ] [sig       ] [130/3661] Forecasting ALCO...
[2025-11-27T19:42:22.495607] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-11-27T19:42:22.495665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-11-27T19:42:22.507875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-11-27T19:42:22.508317] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-11-27T19:42:22.509167] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-11-27T19:42:22.509234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:22.509276] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:22.509319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:22.509389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:22.568541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:22.569220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:22.569330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:22.569386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:22.696954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:22.697145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:22.697197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:22.697244] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:22.700802] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2025-11-27T19:42:22.701098] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-11-27T19:42:22.701257] [INFO ] [sig       ] ALCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:22.844947] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALCO.txt
[2025-11-27T19:42:22.845133] [INFO ] [sig       ] [130/3661] Completed ALCO in 0.3s | 2.96 sym/s | Total: 43.9s | ETA: 19.9m
[2025-11-27T19:42:22.845200] [INFO ] [sig       ] [131/3661] Forecasting ALDX...
[2025-11-27T19:42:22.845234] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-11-27T19:42:22.845271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-11-27T19:42:22.856361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-11-27T19:42:22.856685] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-11-27T19:42:22.857476] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-11-27T19:42:22.857539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:22.857612] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:22.857659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:22.857743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:22.916351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:22.917171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:22.917280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:22.917336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:23.038054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:23.038248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:23.038317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:23.038356] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:23.041703] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-11-27T19:42:23.041991] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-11-27T19:42:23.042133] [INFO ] [sig       ] ALDX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:23.177762] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALDX.txt
[2025-11-27T19:42:23.177919] [INFO ] [sig       ] [131/3661] Completed ALDX in 0.3s | 2.96 sym/s | Total: 44.2s | ETA: 19.8m
[2025-11-27T19:42:23.177968] [INFO ] [sig       ] [132/3661] Forecasting ALE...
[2025-11-27T19:42:23.178013] [INFO ] [sig       ] Generating forecast for: ALE
[2025-11-27T19:42:23.178072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-11-27T19:42:23.189007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-11-27T19:42:23.189306] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-11-27T19:42:23.190096] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-11-27T19:42:23.190158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:23.190199] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:23.190237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:23.190305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:23.247725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:23.248409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:23.248501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:23.248546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:23.367167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:23.367324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:23.367372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:23.367408] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:23.370696] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2025-11-27T19:42:23.370968] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-11-27T19:42:23.371102] [INFO ] [sig       ] ALE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:23.509063] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALE.txt
[2025-11-27T19:42:23.509216] [INFO ] [sig       ] [132/3661] Completed ALE in 0.3s | 2.96 sym/s | Total: 44.5s | ETA: 19.8m
[2025-11-27T19:42:23.509267] [INFO ] [sig       ] [133/3661] Forecasting ALEC...
[2025-11-27T19:42:23.509334] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-11-27T19:42:23.509386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-11-27T19:42:23.520051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-11-27T19:42:23.520354] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-11-27T19:42:23.521163] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-11-27T19:42:23.521227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:23.521268] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:23.521310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:23.521375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:23.581859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:23.582757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:23.582851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:23.582891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:23.706832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:23.707015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:23.707066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:23.707107] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:23.710952] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-11-27T19:42:23.711262] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-11-27T19:42:23.711415] [INFO ] [sig       ] ALEC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:23.852016] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALEC.txt
[2025-11-27T19:42:23.852163] [INFO ] [sig       ] [133/3661] Completed ALEC in 0.3s | 2.96 sym/s | Total: 44.9s | ETA: 19.8m
[2025-11-27T19:42:23.852208] [INFO ] [sig       ] [134/3661] Forecasting ALEX...
[2025-11-27T19:42:23.852250] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-11-27T19:42:23.852284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-11-27T19:42:23.863795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-11-27T19:42:23.864122] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-11-27T19:42:23.864962] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-11-27T19:42:23.865026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:23.865069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:23.865109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:23.865176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:23.924499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:23.925254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:23.925350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:23.925395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:24.043997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:24.044170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:24.044224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:24.044266] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:24.047704] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=35.40%)
[2025-11-27T19:42:24.047990] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-11-27T19:42:24.048153] [INFO ] [sig       ] ALEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:24.185846] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALEX.txt
[2025-11-27T19:42:24.185995] [INFO ] [sig       ] [134/3661] Completed ALEX in 0.3s | 2.96 sym/s | Total: 45.2s | ETA: 19.8m
[2025-11-27T19:42:24.186044] [INFO ] [sig       ] [135/3661] Forecasting ALG...
[2025-11-27T19:42:24.186083] [INFO ] [sig       ] Generating forecast for: ALG
[2025-11-27T19:42:24.186127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-11-27T19:42:24.196944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-11-27T19:42:24.197216] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-11-27T19:42:24.198004] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-11-27T19:42:24.198068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:24.198141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:24.198186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:24.198251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:24.257421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:24.258168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:24.258263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:24.258311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:24.383985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:24.384157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:24.384212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:24.384248] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:24.387648] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-11-27T19:42:24.387935] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-11-27T19:42:24.388075] [INFO ] [sig       ] ALG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:24.527735] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALG.txt
[2025-11-27T19:42:24.527910] [INFO ] [sig       ] [135/3661] Completed ALG in 0.3s | 2.96 sym/s | Total: 45.5s | ETA: 19.8m
[2025-11-27T19:42:24.527962] [INFO ] [sig       ] [136/3661] Forecasting ALGM...
[2025-11-27T19:42:24.528016] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-11-27T19:42:24.528148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-11-27T19:42:24.539431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-11-27T19:42:24.539740] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-11-27T19:42:24.540547] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-11-27T19:42:24.540635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:24.540679] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:24.540717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:24.540785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:24.599168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:24.599878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:24.599969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:24.600015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:24.721520] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:24.721718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:24.721769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:24.721803] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:24.725071] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-11-27T19:42:24.725351] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-11-27T19:42:24.725485] [INFO ] [sig       ] ALGM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:24.860331] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALGM.txt
[2025-11-27T19:42:24.860487] [INFO ] [sig       ] [136/3661] Completed ALGM in 0.3s | 2.96 sym/s | Total: 45.9s | ETA: 19.8m
[2025-11-27T19:42:24.860537] [INFO ] [sig       ] [137/3661] Forecasting ALGN...
[2025-11-27T19:42:24.860592] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-11-27T19:42:24.860633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-11-27T19:42:24.871699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-11-27T19:42:24.872005] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-11-27T19:42:24.872793] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-11-27T19:42:24.872855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:24.872895] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:24.872932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:24.872996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:24.927886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:24.928556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:24.928663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:24.928706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:25.048137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:25.048330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:25.048390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:25.048428] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:25.051734] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-11-27T19:42:25.052009] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-11-27T19:42:25.052143] [INFO ] [sig       ] ALGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:25.190404] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALGN.txt
[2025-11-27T19:42:25.190567] [INFO ] [sig       ] [137/3661] Completed ALGN in 0.3s | 2.97 sym/s | Total: 46.2s | ETA: 19.8m
[2025-11-27T19:42:25.190638] [INFO ] [sig       ] [138/3661] Forecasting ALGS...
[2025-11-27T19:42:25.190696] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-11-27T19:42:25.190739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-11-27T19:42:25.202029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-11-27T19:42:25.202309] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-11-27T19:42:25.203121] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-11-27T19:42:25.203184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:25.203225] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:25.203261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:25.203374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:25.260876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:25.261538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:25.261668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:25.261727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:25.384566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:25.384765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:25.384818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:25.384868] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:25.388332] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=73.19%)
[2025-11-27T19:42:25.388666] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-11-27T19:42:25.388817] [INFO ] [sig       ] ALGS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:25.529357] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALGS.txt
[2025-11-27T19:42:25.529542] [INFO ] [sig       ] [138/3661] Completed ALGS in 0.3s | 2.97 sym/s | Total: 46.5s | ETA: 19.8m
[2025-11-27T19:42:25.529627] [INFO ] [sig       ] [139/3661] Forecasting ALHC...
[2025-11-27T19:42:25.529683] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-11-27T19:42:25.529725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-11-27T19:42:25.541138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-11-27T19:42:25.541492] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-11-27T19:42:25.542282] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-11-27T19:42:25.542358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:25.542407] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:25.542451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:25.542520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:25.601045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:25.601893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:25.601987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:25.602027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:25.721439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:25.721625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:25.721678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:25.721712] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:25.725129] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-11-27T19:42:25.725420] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-11-27T19:42:25.725562] [INFO ] [sig       ] ALHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:25.869984] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALHC.txt
[2025-11-27T19:42:25.870150] [INFO ] [sig       ] [139/3661] Completed ALHC in 0.3s | 2.96 sym/s | Total: 46.9s | ETA: 19.8m
[2025-11-27T19:42:25.870202] [INFO ] [sig       ] [140/3661] Forecasting ALK...
[2025-11-27T19:42:25.870244] [INFO ] [sig       ] Generating forecast for: ALK
[2025-11-27T19:42:25.870292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-11-27T19:42:25.881332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-11-27T19:42:25.881646] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-11-27T19:42:25.882460] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-11-27T19:42:25.882540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:25.882615] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:25.882668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:25.882738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:25.940173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:25.940832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:25.940933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:25.940977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:26.062894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:26.063051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:26.063110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:26.063150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:26.066640] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-11-27T19:42:26.066925] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-11-27T19:42:26.067065] [INFO ] [sig       ] ALK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:26.208732] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALK.txt
[2025-11-27T19:42:26.208898] [INFO ] [sig       ] [140/3661] Completed ALK in 0.3s | 2.96 sym/s | Total: 47.2s | ETA: 19.8m
[2025-11-27T19:42:26.208950] [INFO ] [sig       ] [141/3661] Forecasting ALKS...
[2025-11-27T19:42:26.208987] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-11-27T19:42:26.209025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-11-27T19:42:26.220130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-11-27T19:42:26.220424] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-11-27T19:42:26.221229] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-11-27T19:42:26.221292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:26.221333] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:26.221370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:26.221436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:26.277308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:26.277944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:26.278033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:26.278076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:26.398214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:26.398394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:26.398446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:26.398489] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:26.401911] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-11-27T19:42:26.402242] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-11-27T19:42:26.402394] [INFO ] [sig       ] ALKS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:26.543701] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALKS.txt
[2025-11-27T19:42:26.543855] [INFO ] [sig       ] [141/3661] Completed ALKS in 0.3s | 2.96 sym/s | Total: 47.6s | ETA: 19.8m
[2025-11-27T19:42:26.543912] [INFO ] [sig       ] [142/3661] Forecasting ALL...
[2025-11-27T19:42:26.543945] [INFO ] [sig       ] Generating forecast for: ALL
[2025-11-27T19:42:26.543979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-11-27T19:42:26.555281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-11-27T19:42:26.555594] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-11-27T19:42:26.556378] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-11-27T19:42:26.556454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:26.556505] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:26.556541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:26.556625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:26.612486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:26.613380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:26.613476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:26.613519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:26.731500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:26.731684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:26.731738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:26.731789] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:26.735164] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-11-27T19:42:26.735460] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-11-27T19:42:26.735625] [INFO ] [sig       ] ALL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:26.872205] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALL.txt
[2025-11-27T19:42:26.872390] [INFO ] [sig       ] [142/3661] Completed ALL in 0.3s | 2.97 sym/s | Total: 47.9s | ETA: 19.8m
[2025-11-27T19:42:26.872442] [INFO ] [sig       ] [143/3661] Forecasting ALLE...
[2025-11-27T19:42:26.872502] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-11-27T19:42:26.872538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-11-27T19:42:26.883856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-11-27T19:42:26.884158] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-11-27T19:42:26.884990] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-11-27T19:42:26.885052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:26.885093] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:26.885130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:26.885195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:26.940735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:26.941335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:26.941438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:26.941489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:27.060053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:27.060211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:27.060260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:27.060305] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:27.063645] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-11-27T19:42:27.063920] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-11-27T19:42:27.064053] [INFO ] [sig       ] ALLE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:27.202806] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALLE.txt
[2025-11-27T19:42:27.202956] [INFO ] [sig       ] [143/3661] Completed ALLE in 0.3s | 2.97 sym/s | Total: 48.2s | ETA: 19.8m
[2025-11-27T19:42:27.203001] [INFO ] [sig       ] [144/3661] Forecasting ALLO...
[2025-11-27T19:42:27.203042] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-11-27T19:42:27.203105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-11-27T19:42:27.214392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-11-27T19:42:27.214702] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-11-27T19:42:27.215467] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-11-27T19:42:27.215530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:27.215597] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:27.215638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:27.215700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:27.272161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:27.272784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:27.272881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:27.272937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:27.392906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:27.393081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:27.393133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:27.393170] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:27.396641] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-11-27T19:42:27.396924] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-11-27T19:42:27.397067] [INFO ] [sig       ] ALLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:27.545953] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALLO.txt
[2025-11-27T19:42:27.546184] [INFO ] [sig       ] [144/3661] Completed ALLO in 0.3s | 2.97 sym/s | Total: 48.6s | ETA: 19.8m
[2025-11-27T19:42:27.546272] [INFO ] [sig       ] [145/3661] Forecasting ALLY...
[2025-11-27T19:42:27.546322] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-11-27T19:42:27.546369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-11-27T19:42:27.557784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-11-27T19:42:27.558144] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-11-27T19:42:27.559007] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-11-27T19:42:27.559078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:27.559135] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:27.559185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:27.559274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:27.628264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:27.629412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:27.629544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:27.629620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:27.759941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:27.760116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:27.760166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:27.760207] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:27.763759] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-11-27T19:42:27.764055] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-11-27T19:42:27.764213] [INFO ] [sig       ] ALLY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:27.903535] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALLY.txt
[2025-11-27T19:42:27.903717] [INFO ] [sig       ] [145/3661] Completed ALLY in 0.4s | 2.96 sym/s | Total: 48.9s | ETA: 19.8m
[2025-11-27T19:42:27.903769] [INFO ] [sig       ] [146/3661] Forecasting ALMS...
[2025-11-27T19:42:27.903805] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-11-27T19:42:27.903845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-11-27T19:42:27.915212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-11-27T19:42:27.915532] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-11-27T19:42:27.916356] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-11-27T19:42:27.916421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:27.916463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:27.916511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:27.916597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:27.977195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:27.978132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:27.978223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:27.978267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:28.099544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:28.099729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:28.099778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:28.099817] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:28.103270] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-11-27T19:42:28.103556] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-11-27T19:42:28.103716] [INFO ] [sig       ] ALMS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:28.246174] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALMS.txt
[2025-11-27T19:42:28.246327] [INFO ] [sig       ] [146/3661] Completed ALMS in 0.3s | 2.96 sym/s | Total: 49.3s | ETA: 19.8m
[2025-11-27T19:42:28.246380] [INFO ] [sig       ] [147/3661] Forecasting ALNY...
[2025-11-27T19:42:28.246435] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-11-27T19:42:28.246471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-11-27T19:42:28.258791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-11-27T19:42:28.259187] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-11-27T19:42:28.260087] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-11-27T19:42:28.260156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:28.260200] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:28.260236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:28.260303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:28.318644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:28.319511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:28.319630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:28.319675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:28.437964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:28.438106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:28.438167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:28.438206] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:28.441462] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2025-11-27T19:42:28.441751] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-11-27T19:42:28.441886] [INFO ] [sig       ] ALNY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:28.575599] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALNY.txt
[2025-11-27T19:42:28.575725] [INFO ] [sig       ] [147/3661] Completed ALNY in 0.3s | 2.96 sym/s | Total: 49.6s | ETA: 19.8m
[2025-11-27T19:42:28.575774] [INFO ] [sig       ] [148/3661] Forecasting ALRM...
[2025-11-27T19:42:28.575816] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-11-27T19:42:28.575855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-11-27T19:42:28.586906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-11-27T19:42:28.587182] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-11-27T19:42:28.587987] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-11-27T19:42:28.588052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:28.588094] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:28.588146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:28.588220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:28.643396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:28.643994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:28.644083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:28.644126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:28.764852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:28.765005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:28.765054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:28.765090] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:28.768378] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-11-27T19:42:28.768674] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-11-27T19:42:28.768813] [INFO ] [sig       ] ALRM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:28.904288] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALRM.txt
[2025-11-27T19:42:28.904423] [INFO ] [sig       ] [148/3661] Completed ALRM in 0.3s | 2.96 sym/s | Total: 49.9s | ETA: 19.7m
[2025-11-27T19:42:28.904472] [INFO ] [sig       ] [149/3661] Forecasting ALRS...
[2025-11-27T19:42:28.904512] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-11-27T19:42:28.904551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-11-27T19:42:28.915538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-11-27T19:42:28.915833] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-11-27T19:42:28.916617] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-11-27T19:42:28.916678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:28.916718] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:28.916754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:28.916819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:28.971878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:28.972462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:28.972548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:28.972606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:29.094407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:29.094545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:29.094603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:29.094637] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:29.097790] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-11-27T19:42:29.098060] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-11-27T19:42:29.098209] [INFO ] [sig       ] ALRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:29.236074] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALRS.txt
[2025-11-27T19:42:29.236233] [INFO ] [sig       ] [149/3661] Completed ALRS in 0.3s | 2.97 sym/s | Total: 50.2s | ETA: 19.7m
[2025-11-27T19:42:29.236283] [INFO ] [sig       ] [150/3661] Forecasting ALSN...
[2025-11-27T19:42:29.236320] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-11-27T19:42:29.236382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-11-27T19:42:29.247248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-11-27T19:42:29.247542] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-11-27T19:42:29.248356] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-11-27T19:42:29.248423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:29.248463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:29.248497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:29.248563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:29.304064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:29.304688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:29.304773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:29.304810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:29.417951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:29.418095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:29.418155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:29.418191] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:29.421442] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=28.70%)
[2025-11-27T19:42:29.421741] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-11-27T19:42:29.421884] [INFO ] [sig       ] ALSN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:29.560152] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALSN.txt
[2025-11-27T19:42:29.560289] [INFO ] [sig       ] [150/3661] Completed ALSN in 0.3s | 2.97 sym/s | Total: 50.6s | ETA: 19.7m
[2025-11-27T19:42:29.560342] [INFO ] [sig       ] [151/3661] Forecasting ALTG...
[2025-11-27T19:42:29.560379] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-11-27T19:42:29.560416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-11-27T19:42:29.571050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-11-27T19:42:29.571376] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-11-27T19:42:29.572184] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-11-27T19:42:29.572247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:29.572287] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:29.572321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:29.572388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:29.627418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:29.628027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:29.628126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:29.628169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:29.746025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:29.746186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:29.746234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:29.746271] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:29.749615] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-11-27T19:42:29.749894] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-11-27T19:42:29.750028] [INFO ] [sig       ] ALTG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:29.885248] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALTG.txt
[2025-11-27T19:42:29.885381] [INFO ] [sig       ] [151/3661] Completed ALTG in 0.3s | 2.97 sym/s | Total: 50.9s | ETA: 19.7m
[2025-11-27T19:42:29.885430] [INFO ] [sig       ] [152/3661] Forecasting ALTI...
[2025-11-27T19:42:29.885464] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-11-27T19:42:29.885509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-11-27T19:42:29.896258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-11-27T19:42:29.896599] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-11-27T19:42:29.897405] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-11-27T19:42:29.897471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:29.897512] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:29.897558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:29.897652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:29.954330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:29.955013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:29.955102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:29.955148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:30.076240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:30.076398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:30.076451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:30.076493] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:30.079817] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=77.16%)
[2025-11-27T19:42:30.080117] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-11-27T19:42:30.080263] [INFO ] [sig       ] ALTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:30.247423] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALTI.txt
[2025-11-27T19:42:30.248062] [INFO ] [sig       ] [152/3661] Completed ALTI in 0.4s | 2.97 sym/s | Total: 51.3s | ETA: 19.7m
[2025-11-27T19:42:30.248143] [INFO ] [sig       ] [153/3661] Forecasting ALTS...
[2025-11-27T19:42:30.248198] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-11-27T19:42:30.248243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-11-27T19:42:30.264241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-11-27T19:42:30.264938] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-11-27T19:42:30.266095] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-11-27T19:42:30.266181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:30.266236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:30.266285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:30.266377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:30.336872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:30.337809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:30.337916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:30.337962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:30.463855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:30.464048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:30.464099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:30.464152] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:30.467607] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-11-27T19:42:30.467915] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-11-27T19:42:30.468064] [INFO ] [sig       ] ALTS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:30.602523] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALTS.txt
[2025-11-27T19:42:30.602683] [INFO ] [sig       ] [153/3661] Completed ALTS in 0.4s | 2.96 sym/s | Total: 51.6s | ETA: 19.7m
[2025-11-27T19:42:30.602748] [INFO ] [sig       ] [154/3661] Forecasting ALTY...
[2025-11-27T19:42:30.602784] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-11-27T19:42:30.602824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-11-27T19:42:30.613900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-11-27T19:42:30.614226] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-11-27T19:42:30.615033] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-11-27T19:42:30.615096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:30.615145] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:30.615192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:30.615272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:30.671033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:30.671692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:30.671780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:30.671824] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:30.777703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:30.777870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:30.777919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:30.777959] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:30.781291] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-11-27T19:42:30.781603] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-11-27T19:42:30.781742] [INFO ] [sig       ] ALTY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:30.920595] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALTY.txt
[2025-11-27T19:42:30.920745] [INFO ] [sig       ] [154/3661] Completed ALTY in 0.3s | 2.97 sym/s | Total: 51.9s | ETA: 19.7m
[2025-11-27T19:42:30.920794] [INFO ] [sig       ] [155/3661] Forecasting ALVO...
[2025-11-27T19:42:30.920837] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-11-27T19:42:30.920876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-11-27T19:42:30.931842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-11-27T19:42:30.932126] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-11-27T19:42:30.932973] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-11-27T19:42:30.933036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:30.933076] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:30.933122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:30.933196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:30.988839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:30.989443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:30.989537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:30.989615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:31.111136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:31.111277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:31.111328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:31.111370] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:31.114716] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2025-11-27T19:42:31.114995] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-11-27T19:42:31.115143] [INFO ] [sig       ] ALVO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:31.251841] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALVO.txt
[2025-11-27T19:42:31.251990] [INFO ] [sig       ] [155/3661] Completed ALVO in 0.3s | 2.97 sym/s | Total: 52.3s | ETA: 19.7m
[2025-11-27T19:42:31.252040] [INFO ] [sig       ] [156/3661] Forecasting ALX...
[2025-11-27T19:42:31.252082] [INFO ] [sig       ] Generating forecast for: ALX
[2025-11-27T19:42:31.252124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-11-27T19:42:31.263119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-11-27T19:42:31.263480] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-11-27T19:42:31.264283] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-11-27T19:42:31.264347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:31.264388] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:31.264426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:31.264505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:31.319250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:31.319869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:31.319955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:31.319996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:31.428932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:31.429087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:31.429135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:31.429172] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:31.432433] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-11-27T19:42:31.432727] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-11-27T19:42:31.432862] [INFO ] [sig       ] ALX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:31.572437] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALX.txt
[2025-11-27T19:42:31.572623] [INFO ] [sig       ] [156/3661] Completed ALX in 0.3s | 2.97 sym/s | Total: 52.6s | ETA: 19.7m
[2025-11-27T19:42:31.572681] [INFO ] [sig       ] [157/3661] Forecasting ALXO...
[2025-11-27T19:42:31.572734] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-11-27T19:42:31.572780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-11-27T19:42:31.583993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-11-27T19:42:31.584289] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-11-27T19:42:31.585101] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-11-27T19:42:31.585163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:31.585204] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:31.585240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:31.585314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:31.641123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:31.641782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:31.641868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:31.641911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:31.758707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:31.758838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:31.758883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:31.758919] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:31.762120] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=46.23%)
[2025-11-27T19:42:31.762408] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-11-27T19:42:31.762550] [INFO ] [sig       ] ALXO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:31.902703] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ALXO.txt
[2025-11-27T19:42:31.902871] [INFO ] [sig       ] [157/3661] Completed ALXO in 0.3s | 2.97 sym/s | Total: 52.9s | ETA: 19.7m
[2025-11-27T19:42:31.902925] [INFO ] [sig       ] [158/3661] Forecasting ALZN...
[2025-11-27T19:42:31.902971] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-11-27T19:42:31.903053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-11-27T19:42:31.914964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-11-27T19:42:31.915327] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-11-27T19:42:31.916191] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-11-27T19:42:31.916256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:31.916300] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:31.916338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:31.916403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:31.973116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:31.973787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:31.973884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:31.973930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:32.093207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:32.093401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:32.093446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:32.093486] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:32.096987] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-11-27T19:42:32.097284] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-11-27T19:42:32.097428] [INFO ] [sig       ] ALZN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:32.233792] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ALZN.txt
[2025-11-27T19:42:32.233937] [INFO ] [sig       ] [158/3661] Completed ALZN in 0.3s | 2.97 sym/s | Total: 53.2s | ETA: 19.7m
[2025-11-27T19:42:32.233988] [INFO ] [sig       ] [159/3661] Forecasting AM...
[2025-11-27T19:42:32.234023] [INFO ] [sig       ] Generating forecast for: AM
[2025-11-27T19:42:32.234061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-11-27T19:42:32.245411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-11-27T19:42:32.245790] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-11-27T19:42:32.246671] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-11-27T19:42:32.246746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:32.246790] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:32.246828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:32.246892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:32.304370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:32.305122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:32.305215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:32.305259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:32.421641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:32.421794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:32.421842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:32.421878] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:32.425130] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-11-27T19:42:32.425420] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-11-27T19:42:32.425563] [INFO ] [sig       ] AM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:32.573924] [INFO ] [LOCAL     ] Saved forecast: AM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AM.txt
[2025-11-27T19:42:32.574093] [INFO ] [sig       ] [159/3661] Completed AM in 0.3s | 2.97 sym/s | Total: 53.6s | ETA: 19.7m
[2025-11-27T19:42:32.574145] [INFO ] [sig       ] [160/3661] Forecasting AMAL...
[2025-11-27T19:42:32.574181] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-11-27T19:42:32.574221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-11-27T19:42:32.585834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-11-27T19:42:32.586158] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-11-27T19:42:32.586973] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-11-27T19:42:32.587037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:32.587078] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:32.587115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:32.587179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:32.642730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:32.643330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:32.643419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:32.643460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:32.762562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:32.762704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:32.762751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:32.762786] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:32.765982] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=11.32%)
[2025-11-27T19:42:32.766256] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-11-27T19:42:32.766392] [INFO ] [sig       ] AMAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:32.903222] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMAL.txt
[2025-11-27T19:42:32.903366] [INFO ] [sig       ] [160/3661] Completed AMAL in 0.3s | 2.97 sym/s | Total: 53.9s | ETA: 19.7m
[2025-11-27T19:42:32.903414] [INFO ] [sig       ] [161/3661] Forecasting AMBA...
[2025-11-27T19:42:32.903452] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-11-27T19:42:32.903489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-11-27T19:42:32.915310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-11-27T19:42:32.915733] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-11-27T19:42:32.916650] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-11-27T19:42:32.916717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:32.916773] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:32.916828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:32.916911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:32.975908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:32.976873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:32.976970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:32.977014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:33.100091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:33.100271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:33.100322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:33.100355] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:33.103720] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2025-11-27T19:42:33.103999] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-11-27T19:42:33.104144] [INFO ] [sig       ] AMBA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:33.247848] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMBA.txt
[2025-11-27T19:42:33.248007] [INFO ] [sig       ] [161/3661] Completed AMBA in 0.3s | 2.97 sym/s | Total: 54.3s | ETA: 19.7m
[2025-11-27T19:42:33.248084] [INFO ] [sig       ] [162/3661] Forecasting AMBP...
[2025-11-27T19:42:33.248164] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-11-27T19:42:33.248204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-11-27T19:42:33.259139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-11-27T19:42:33.259433] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-11-27T19:42:33.260226] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-11-27T19:42:33.260290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:33.260326] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:33.260363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:33.260428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:33.318539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:33.319221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:33.319311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:33.319350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:33.441310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:33.441459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:33.441515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:33.441563] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:33.444866] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=56.58%)
[2025-11-27T19:42:33.445146] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-11-27T19:42:33.445285] [INFO ] [sig       ] AMBP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:33.586018] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMBP.txt
[2025-11-27T19:42:33.586162] [INFO ] [sig       ] [162/3661] Completed AMBP in 0.3s | 2.97 sym/s | Total: 54.6s | ETA: 19.7m
[2025-11-27T19:42:33.586210] [INFO ] [sig       ] [163/3661] Forecasting AMC...
[2025-11-27T19:42:33.586257] [INFO ] [sig       ] Generating forecast for: AMC
[2025-11-27T19:42:33.586299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-11-27T19:42:33.597570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-11-27T19:42:33.597870] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-11-27T19:42:33.598750] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-11-27T19:42:33.598822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:33.598867] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:33.598905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:33.598971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:33.656731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:33.657334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:33.657425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:33.657469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:33.778689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:33.778836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:33.778885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:33.778923] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:33.782187] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-11-27T19:42:33.782466] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-11-27T19:42:33.782623] [INFO ] [sig       ] AMC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:33.920847] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMC.txt
[2025-11-27T19:42:33.920993] [INFO ] [sig       ] [163/3661] Completed AMC in 0.3s | 2.97 sym/s | Total: 54.9s | ETA: 19.6m
[2025-11-27T19:42:33.921050] [INFO ] [sig       ] [164/3661] Forecasting AMCX...
[2025-11-27T19:42:33.921108] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-11-27T19:42:33.921153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-11-27T19:42:33.932827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-11-27T19:42:33.933240] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-11-27T19:42:33.934077] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-11-27T19:42:33.934143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:33.934184] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:33.934221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:33.934286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:33.990755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:33.991643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:33.991742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:33.991785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:34.112674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:34.112862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:34.112913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:34.112951] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:34.116296] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=34.84%)
[2025-11-27T19:42:34.116655] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-11-27T19:42:34.116805] [INFO ] [sig       ] AMCX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:34.254400] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMCX.txt
[2025-11-27T19:42:34.254587] [INFO ] [sig       ] [164/3661] Completed AMCX in 0.3s | 2.97 sym/s | Total: 55.3s | ETA: 19.6m
[2025-11-27T19:42:34.254645] [INFO ] [sig       ] [165/3661] Forecasting AMD...
[2025-11-27T19:42:34.254683] [INFO ] [sig       ] Generating forecast for: AMD
[2025-11-27T19:42:34.254721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-11-27T19:42:34.265722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-11-27T19:42:34.266002] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-11-27T19:42:34.266784] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-11-27T19:42:34.266847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:34.266890] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:34.266927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:34.266994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:34.321936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:34.322519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:34.322623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:34.322667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:34.448151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:34.448304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:34.448354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:34.448392] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:34.451673] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-11-27T19:42:34.451940] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-11-27T19:42:34.452078] [INFO ] [sig       ] AMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:34.589107] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMD.txt
[2025-11-27T19:42:34.589239] [INFO ] [sig       ] [165/3661] Completed AMD in 0.3s | 2.97 sym/s | Total: 55.6s | ETA: 19.6m
[2025-11-27T19:42:34.589293] [INFO ] [sig       ] [166/3661] Forecasting AMDL...
[2025-11-27T19:42:34.589344] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-11-27T19:42:34.589379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-11-27T19:42:34.600362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-11-27T19:42:34.600695] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-11-27T19:42:34.601459] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-11-27T19:42:34.601523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:34.601557] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:34.601613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:34.601680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:34.657824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:34.658431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:34.658530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:34.658595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:34.781766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:34.781913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:34.781976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:34.782018] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:34.785234] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2025-11-27T19:42:34.785504] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-11-27T19:42:34.785659] [INFO ] [sig       ] AMDL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:34.923671] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMDL.txt
[2025-11-27T19:42:34.923808] [INFO ] [sig       ] [166/3661] Completed AMDL in 0.3s | 2.97 sym/s | Total: 55.9s | ETA: 19.6m
[2025-11-27T19:42:34.923857] [INFO ] [sig       ] [167/3661] Forecasting AME...
[2025-11-27T19:42:34.923893] [INFO ] [sig       ] Generating forecast for: AME
[2025-11-27T19:42:34.923928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-11-27T19:42:34.934927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-11-27T19:42:34.935216] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-11-27T19:42:34.936007] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-11-27T19:42:34.936070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:34.936111] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:34.936147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:34.936249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:34.991905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:34.992528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:34.992638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:34.992693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:35.116614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:35.116782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:35.116844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:35.116890] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:35.120348] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=73.72%)
[2025-11-27T19:42:35.120670] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-11-27T19:42:35.120811] [INFO ] [sig       ] AME: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:35.263385] [INFO ] [LOCAL     ] Saved forecast: AME	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AME.txt
[2025-11-27T19:42:35.263536] [INFO ] [sig       ] [167/3661] Completed AME in 0.3s | 2.97 sym/s | Total: 56.3s | ETA: 19.6m
[2025-11-27T19:42:35.263603] [INFO ] [sig       ] [168/3661] Forecasting AMG...
[2025-11-27T19:42:35.263639] [INFO ] [sig       ] Generating forecast for: AMG
[2025-11-27T19:42:35.263687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-11-27T19:42:35.274660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-11-27T19:42:35.274943] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-11-27T19:42:35.275732] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-11-27T19:42:35.275795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:35.275837] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:35.275874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:35.275938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:35.331935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:35.332534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:35.332638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:35.332681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:35.444976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:35.445111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:35.445157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:35.445196] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:35.448348] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-11-27T19:42:35.448645] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-11-27T19:42:35.448780] [INFO ] [sig       ] AMG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:35.585108] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMG.txt
[2025-11-27T19:42:35.585238] [INFO ] [sig       ] [168/3661] Completed AMG in 0.3s | 2.97 sym/s | Total: 56.6s | ETA: 19.6m
[2025-11-27T19:42:35.585287] [INFO ] [sig       ] [169/3661] Forecasting AMGN...
[2025-11-27T19:42:35.585327] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-11-27T19:42:35.585378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-11-27T19:42:35.596315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-11-27T19:42:35.596627] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-11-27T19:42:35.597398] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-11-27T19:42:35.597461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:35.597511] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:35.597555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:35.597664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:35.654030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:35.654647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:35.654742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:35.654784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:35.770855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:35.770990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:35.771036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:35.771073] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:35.774265] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-11-27T19:42:35.774540] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-11-27T19:42:35.774696] [INFO ] [sig       ] AMGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:35.910215] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMGN.txt
[2025-11-27T19:42:35.910348] [INFO ] [sig       ] [169/3661] Completed AMGN in 0.3s | 2.97 sym/s | Total: 56.9s | ETA: 19.6m
[2025-11-27T19:42:35.910397] [INFO ] [sig       ] [170/3661] Forecasting AMH...
[2025-11-27T19:42:35.910436] [INFO ] [sig       ] Generating forecast for: AMH
[2025-11-27T19:42:35.910474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-11-27T19:42:35.920495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-11-27T19:42:35.920798] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-11-27T19:42:35.921560] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-11-27T19:42:35.921639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:35.921689] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:35.921727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:35.921791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:35.977107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:35.977714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:35.977801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:35.977842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:36.090813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:36.090948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:36.090995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:36.091032] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:36.094187] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=47.35%)
[2025-11-27T19:42:36.094458] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-11-27T19:42:36.094619] [INFO ] [sig       ] AMH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:36.231357] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMH.txt
[2025-11-27T19:42:36.231497] [INFO ] [sig       ] [170/3661] Completed AMH in 0.3s | 2.97 sym/s | Total: 57.2s | ETA: 19.6m
[2025-11-27T19:42:36.231550] [INFO ] [sig       ] [171/3661] Forecasting AMLX...
[2025-11-27T19:42:36.231606] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-11-27T19:42:36.231646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-11-27T19:42:36.242723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-11-27T19:42:36.242988] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-11-27T19:42:36.243768] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-11-27T19:42:36.243830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:36.243871] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:36.243907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:36.243972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:36.301344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:36.301984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:36.302071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:36.302112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:36.415059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:36.415222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:36.415269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:36.415308] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:36.418688] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2025-11-27T19:42:36.418964] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-11-27T19:42:36.419100] [INFO ] [sig       ] AMLX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:36.555982] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMLX.txt
[2025-11-27T19:42:36.556124] [INFO ] [sig       ] [171/3661] Completed AMLX in 0.3s | 2.97 sym/s | Total: 57.6s | ETA: 19.6m
[2025-11-27T19:42:36.556173] [INFO ] [sig       ] [172/3661] Forecasting AMN...
[2025-11-27T19:42:36.556212] [INFO ] [sig       ] Generating forecast for: AMN
[2025-11-27T19:42:36.556249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-11-27T19:42:36.567476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-11-27T19:42:36.567765] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-11-27T19:42:36.568595] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-11-27T19:42:36.568671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:36.568719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:36.568754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:36.568821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:36.624629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:36.625282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:36.625371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:36.625414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:36.741821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:36.741972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:36.742018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:36.742057] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:36.745302] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-11-27T19:42:36.745604] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-11-27T19:42:36.745741] [INFO ] [sig       ] AMN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:36.882094] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMN.txt
[2025-11-27T19:42:36.882230] [INFO ] [sig       ] [172/3661] Completed AMN in 0.3s | 2.97 sym/s | Total: 57.9s | ETA: 19.6m
[2025-11-27T19:42:36.882279] [INFO ] [sig       ] [173/3661] Forecasting AMP...
[2025-11-27T19:42:36.882321] [INFO ] [sig       ] Generating forecast for: AMP
[2025-11-27T19:42:36.882360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-11-27T19:42:36.893427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-11-27T19:42:36.893735] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-11-27T19:42:36.894501] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-11-27T19:42:36.894563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:36.894630] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:36.894668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:36.894734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:36.950608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:36.951233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:36.951320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:36.951362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:37.069938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:37.070088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:37.070136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:37.070174] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:37.073407] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=48.07%)
[2025-11-27T19:42:37.073754] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-11-27T19:42:37.073894] [INFO ] [sig       ] AMP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:37.210311] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMP.txt
[2025-11-27T19:42:37.210452] [INFO ] [sig       ] [173/3661] Completed AMP in 0.3s | 2.97 sym/s | Total: 58.2s | ETA: 19.6m
[2025-11-27T19:42:37.210502] [INFO ] [sig       ] [174/3661] Forecasting AMPG...
[2025-11-27T19:42:37.210548] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-11-27T19:42:37.210605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-11-27T19:42:37.221782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-11-27T19:42:37.222039] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-11-27T19:42:37.222838] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-11-27T19:42:37.222901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:37.222943] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:37.222979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:37.223044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:37.279334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:37.279952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:37.280037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:37.280079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:37.399064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:37.399216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:37.399263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:37.399301] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:37.402555] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=39.34%)
[2025-11-27T19:42:37.402849] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-11-27T19:42:37.402988] [INFO ] [sig       ] AMPG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:37.538728] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMPG.txt
[2025-11-27T19:42:37.538854] [INFO ] [sig       ] [174/3661] Completed AMPG in 0.3s | 2.97 sym/s | Total: 58.6s | ETA: 19.6m
[2025-11-27T19:42:37.538903] [INFO ] [sig       ] [175/3661] Forecasting AMPH...
[2025-11-27T19:42:37.538943] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-11-27T19:42:37.538980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-11-27T19:42:37.549866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-11-27T19:42:37.550137] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-11-27T19:42:37.550920] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-11-27T19:42:37.550984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:37.551025] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:37.551061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:37.551125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:37.609433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:37.610055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:37.610144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:37.610186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:37.732401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:37.732530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:37.732600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:37.732642] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:37.735777] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-11-27T19:42:37.736048] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-11-27T19:42:37.736185] [INFO ] [sig       ] AMPH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:37.873679] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMPH.txt
[2025-11-27T19:42:37.873808] [INFO ] [sig       ] [175/3661] Completed AMPH in 0.3s | 2.97 sym/s | Total: 58.9s | ETA: 19.6m
[2025-11-27T19:42:37.873857] [INFO ] [sig       ] [176/3661] Forecasting AMPL...
[2025-11-27T19:42:37.873892] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-11-27T19:42:37.873929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-11-27T19:42:37.885037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-11-27T19:42:37.885314] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-11-27T19:42:37.886116] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-11-27T19:42:37.886179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:37.886216] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:37.886254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:37.886319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:37.942310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:37.942933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:37.943019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:37.943060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:38.055023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:38.055158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:38.055205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:38.055243] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:38.058484] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-11-27T19:42:38.058782] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-11-27T19:42:38.058922] [INFO ] [sig       ] AMPL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:38.194989] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMPL.txt
[2025-11-27T19:42:38.195145] [INFO ] [sig       ] [176/3661] Completed AMPL in 0.3s | 2.97 sym/s | Total: 59.2s | ETA: 19.5m
[2025-11-27T19:42:38.195196] [INFO ] [sig       ] [177/3661] Forecasting AMPX...
[2025-11-27T19:42:38.195241] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-11-27T19:42:38.195278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-11-27T19:42:38.206021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-11-27T19:42:38.206310] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-11-27T19:42:38.207125] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-11-27T19:42:38.207187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:38.207228] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:38.207264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:38.207327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:38.268541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:38.269194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:38.269283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:38.269329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:38.389202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:38.389341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:38.389436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:38.389485] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:38.392715] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-11-27T19:42:38.392993] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-11-27T19:42:38.393132] [INFO ] [sig       ] AMPX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:38.530681] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMPX.txt
[2025-11-27T19:42:38.530808] [INFO ] [sig       ] [177/3661] Completed AMPX in 0.3s | 2.97 sym/s | Total: 59.5s | ETA: 19.5m
[2025-11-27T19:42:38.530856] [INFO ] [sig       ] [178/3661] Forecasting AMRC...
[2025-11-27T19:42:38.530893] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-11-27T19:42:38.530929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-11-27T19:42:38.541780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-11-27T19:42:38.542058] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-11-27T19:42:38.542843] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-11-27T19:42:38.542906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:38.542948] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:38.542985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:38.543048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:38.599397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:38.600279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:38.600371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:38.600409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:38.723611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:38.723779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:38.723828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:38.723864] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:38.727195] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-11-27T19:42:38.727471] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-11-27T19:42:38.727620] [INFO ] [sig       ] AMRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:38.870231] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMRC.txt
[2025-11-27T19:42:38.870379] [INFO ] [sig       ] [178/3661] Completed AMRC in 0.3s | 2.97 sym/s | Total: 59.9s | ETA: 19.5m
[2025-11-27T19:42:38.870429] [INFO ] [sig       ] [179/3661] Forecasting AMRK...
[2025-11-27T19:42:38.870470] [INFO ] [sig       ] Generating forecast for: AMRK
[2025-11-27T19:42:38.870506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRK' from 'https://tdm.silogroup.org/data/derivative_storage/AMRK.csv'.
[2025-11-27T19:42:38.881239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRK'.
[2025-11-27T19:42:38.881525] [INFO ] [FORECASTER] Starting predict_future for AMRK
[2025-11-27T19:42:38.882306] [DEBUG] [LOCAL     ] No optimal features file found for AMRK: ./output/feature-sets/AMRK.txt
[2025-11-27T19:42:38.882369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:38.882410] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:38.882446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:38.882509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:38.938346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:38.939031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:38.939129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:38.939175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:39.056247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:39.056384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:39.056431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:39.056467] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:39.059752] [DEBUG] [FORECASTER] AMRK: Forecast T+1@11:T+2@11: DOWN (p=48.91%)
[2025-11-27T19:42:39.060036] [INFO ] [FORECASTER] Completed predict_future for AMRK
[2025-11-27T19:42:39.060175] [INFO ] [sig       ] AMRK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:39.196692] [INFO ] [LOCAL     ] Saved forecast: AMRK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMRK.txt
[2025-11-27T19:42:39.196849] [INFO ] [sig       ] [179/3661] Completed AMRK in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:39.196909] [INFO ] [sig       ] [180/3661] Forecasting AMRN...
[2025-11-27T19:42:39.196947] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-11-27T19:42:39.197009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-11-27T19:42:39.208297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-11-27T19:42:39.208619] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-11-27T19:42:39.209475] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-11-27T19:42:39.209540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:39.209602] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:39.209642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:39.209707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:39.275805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:39.276479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:39.276569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:39.276634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:39.396042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:39.396178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:39.396224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:39.396259] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:39.399534] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=41.19%)
[2025-11-27T19:42:39.399882] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-11-27T19:42:39.400022] [INFO ] [sig       ] AMRN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:39.545640] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMRN.txt
[2025-11-27T19:42:39.545782] [INFO ] [sig       ] [180/3661] Completed AMRN in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:39.545831] [INFO ] [sig       ] [181/3661] Forecasting AMRX...
[2025-11-27T19:42:39.545866] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-11-27T19:42:39.545904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-11-27T19:42:39.556806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-11-27T19:42:39.557090] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-11-27T19:42:39.557914] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-11-27T19:42:39.557978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:39.558019] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:39.558064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:39.558154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:39.616960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:39.617624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:39.617732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:39.617784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:39.737178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:39.737332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:39.737377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:39.737412] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:39.740797] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=26.11%)
[2025-11-27T19:42:39.741097] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-11-27T19:42:39.741238] [INFO ] [sig       ] AMRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:39.888507] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMRX.txt
[2025-11-27T19:42:39.888685] [INFO ] [sig       ] [181/3661] Completed AMRX in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:39.888747] [INFO ] [sig       ] [182/3661] Forecasting AMSC...
[2025-11-27T19:42:39.888789] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-11-27T19:42:39.888843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-11-27T19:42:39.899839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-11-27T19:42:39.900122] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-11-27T19:42:39.900954] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-11-27T19:42:39.901019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:39.901070] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:39.901118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:39.901201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:39.959865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:39.960499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:39.960605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:39.960655] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:40.078986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:40.079152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:40.079203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:40.079250] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:40.082667] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2025-11-27T19:42:40.082964] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-11-27T19:42:40.083103] [INFO ] [sig       ] AMSC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:40.225944] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMSC.txt
[2025-11-27T19:42:40.226110] [INFO ] [sig       ] [182/3661] Completed AMSC in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:40.226157] [INFO ] [sig       ] [183/3661] Forecasting AMSF...
[2025-11-27T19:42:40.226190] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-11-27T19:42:40.226230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-11-27T19:42:40.237202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-11-27T19:42:40.237514] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-11-27T19:42:40.238399] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-11-27T19:42:40.238471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:40.238526] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:40.238609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:40.238713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:40.296515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:40.297195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:40.297294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:40.297349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:40.416750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:40.416912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:40.416974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:40.417027] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:40.420590] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-11-27T19:42:40.420906] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-11-27T19:42:40.421059] [INFO ] [sig       ] AMSF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:40.557026] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMSF.txt
[2025-11-27T19:42:40.557225] [INFO ] [sig       ] [183/3661] Completed AMSF in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:40.557295] [INFO ] [sig       ] [184/3661] Forecasting AMTB...
[2025-11-27T19:42:40.557350] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-11-27T19:42:40.557427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-11-27T19:42:40.569320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-11-27T19:42:40.569765] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-11-27T19:42:40.570665] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-11-27T19:42:40.570752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:40.570819] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:40.570873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:40.570972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:40.629389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:40.630307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:40.630411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:40.630474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:40.750945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:40.751093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:40.751156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:40.751213] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:40.754636] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-11-27T19:42:40.754985] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-11-27T19:42:40.755151] [INFO ] [sig       ] AMTB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:40.893744] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMTB.txt
[2025-11-27T19:42:40.893909] [INFO ] [sig       ] [184/3661] Completed AMTB in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:40.894004] [INFO ] [sig       ] [185/3661] Forecasting AMTX...
[2025-11-27T19:42:40.894063] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-11-27T19:42:40.894122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-11-27T19:42:40.904959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-11-27T19:42:40.905303] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-11-27T19:42:40.906179] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-11-27T19:42:40.906245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:40.906288] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:40.906325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:40.906390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:40.964366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:40.965009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:40.965099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:40.965147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:41.083635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:41.083774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:41.083819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:41.083855] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:41.087030] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=26.14%)
[2025-11-27T19:42:41.087381] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-11-27T19:42:41.087527] [INFO ] [sig       ] AMTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:41.224622] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMTX.txt
[2025-11-27T19:42:41.224766] [INFO ] [sig       ] [185/3661] Completed AMTX in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:41.224815] [INFO ] [sig       ] [186/3661] Forecasting AMWD...
[2025-11-27T19:42:41.224853] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-11-27T19:42:41.224897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-11-27T19:42:41.235473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-11-27T19:42:41.235790] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-11-27T19:42:41.236587] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-11-27T19:42:41.236649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:41.236690] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:41.236736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:41.236811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:41.294433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:41.295082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:41.295172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:41.295216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:41.413282] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:41.413426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:41.413475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:41.413510] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:41.416785] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=32.50%)
[2025-11-27T19:42:41.417086] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-11-27T19:42:41.417229] [INFO ] [sig       ] AMWD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:41.556613] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMWD.txt
[2025-11-27T19:42:41.556755] [INFO ] [sig       ] [186/3661] Completed AMWD in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:41.556814] [INFO ] [sig       ] [187/3661] Forecasting AMWL...
[2025-11-27T19:42:41.556847] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-11-27T19:42:41.556892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-11-27T19:42:41.567874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-11-27T19:42:41.568259] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-11-27T19:42:41.569110] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-11-27T19:42:41.569172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:41.569214] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:41.569309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:41.569382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:41.625354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:41.626002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:41.626092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:41.626136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:41.748174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:41.748306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:41.748351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:41.748388] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:41.751714] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-11-27T19:42:41.751986] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-11-27T19:42:41.752119] [INFO ] [sig       ] AMWL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:41.888184] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMWL.txt
[2025-11-27T19:42:41.888321] [INFO ] [sig       ] [187/3661] Completed AMWL in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 19.5m
[2025-11-27T19:42:41.888369] [INFO ] [sig       ] [188/3661] Forecasting AMX...
[2025-11-27T19:42:41.888402] [INFO ] [sig       ] Generating forecast for: AMX
[2025-11-27T19:42:41.888433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-11-27T19:42:41.899308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-11-27T19:42:41.899604] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-11-27T19:42:41.900379] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-11-27T19:42:41.900442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:41.900483] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:41.900519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:41.900619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:41.956744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:41.957344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:41.957430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:41.957472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:42.076623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:42.076768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:42.076809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:42.076864] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:42.080196] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-11-27T19:42:42.080473] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-11-27T19:42:42.080627] [INFO ] [sig       ] AMX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:42.216038] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AMX.txt
[2025-11-27T19:42:42.216181] [INFO ] [sig       ] [188/3661] Completed AMX in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.5m
[2025-11-27T19:42:42.216230] [INFO ] [sig       ] [189/3661] Forecasting AMZD...
[2025-11-27T19:42:42.216264] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-11-27T19:42:42.216301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-11-27T19:42:42.227396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-11-27T19:42:42.227710] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-11-27T19:42:42.228507] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-11-27T19:42:42.228587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:42.228631] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:42.228667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:42.228731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:42.284476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:42.285123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:42.285211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:42.285253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:42.401975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:42.402119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:42.402165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:42.402205] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:42.405483] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-11-27T19:42:42.405787] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-11-27T19:42:42.405929] [INFO ] [sig       ] AMZD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:42.548162] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMZD.txt
[2025-11-27T19:42:42.548308] [INFO ] [sig       ] [189/3661] Completed AMZD in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.5m
[2025-11-27T19:42:42.548357] [INFO ] [sig       ] [190/3661] Forecasting AMZN...
[2025-11-27T19:42:42.548403] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-11-27T19:42:42.548439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-11-27T19:42:42.559106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-11-27T19:42:42.559394] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-11-27T19:42:42.560221] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-11-27T19:42:42.560286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:42.560336] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:42.560382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:42.560462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:42.619347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:42.620049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:42.620140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:42.620178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:42.742565] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:42.742734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:42.742789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:42.742831] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:42.746121] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2025-11-27T19:42:42.746424] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-11-27T19:42:42.746565] [INFO ] [sig       ] AMZN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:42.887013] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMZN.txt
[2025-11-27T19:42:42.887161] [INFO ] [sig       ] [190/3661] Completed AMZN in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.5m
[2025-11-27T19:42:42.887218] [INFO ] [sig       ] [191/3661] Forecasting AMZZ...
[2025-11-27T19:42:42.887268] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-11-27T19:42:42.887315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-11-27T19:42:42.898376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-11-27T19:42:42.898700] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-11-27T19:42:42.899507] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-11-27T19:42:42.899593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:42.899645] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:42.899693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:42.899772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:42.958381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:42.959195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:42.959293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:42.959341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:43.079384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:43.079515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:43.079564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:43.079622] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:43.082875] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2025-11-27T19:42:43.083173] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-11-27T19:42:43.083312] [INFO ] [sig       ] AMZZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:43.219851] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AMZZ.txt
[2025-11-27T19:42:43.220000] [INFO ] [sig       ] [191/3661] Completed AMZZ in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:43.220049] [INFO ] [sig       ] [192/3661] Forecasting AN...
[2025-11-27T19:42:43.220086] [INFO ] [sig       ] Generating forecast for: AN
[2025-11-27T19:42:43.220138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-11-27T19:42:43.231266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-11-27T19:42:43.231557] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-11-27T19:42:43.232344] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-11-27T19:42:43.232406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:43.232446] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:43.232480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:43.232552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:43.289813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:43.290473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:43.290565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:43.290622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:43.412881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:43.413012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:43.413061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:43.413097] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:43.416337] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-11-27T19:42:43.416635] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-11-27T19:42:43.416785] [INFO ] [sig       ] AN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:43.562119] [INFO ] [LOCAL     ] Saved forecast: AN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AN.txt
[2025-11-27T19:42:43.562268] [INFO ] [sig       ] [192/3661] Completed AN in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:43.562317] [INFO ] [sig       ] [193/3661] Forecasting ANAB...
[2025-11-27T19:42:43.562354] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-11-27T19:42:43.562402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-11-27T19:42:43.573363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-11-27T19:42:43.573695] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-11-27T19:42:43.574501] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-11-27T19:42:43.574565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:43.574632] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:43.574670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:43.574735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:43.633074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:43.633727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:43.633818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:43.633862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:43.752108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:43.752245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:43.752293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:43.752328] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:43.755554] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-11-27T19:42:43.755847] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-11-27T19:42:43.755992] [INFO ] [sig       ] ANAB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:43.893232] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ANAB.txt
[2025-11-27T19:42:43.893371] [INFO ] [sig       ] [193/3661] Completed ANAB in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:43.893420] [INFO ] [sig       ] [194/3661] Forecasting ANDE...
[2025-11-27T19:42:43.893457] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-11-27T19:42:43.893501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-11-27T19:42:43.904547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-11-27T19:42:43.904879] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-11-27T19:42:43.905682] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-11-27T19:42:43.905753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:43.905795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:43.905831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:43.905894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:43.962001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:43.962623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:43.962707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:43.962748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:44.084379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:44.084518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:44.084564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:44.084613] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:44.087858] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=19.10%)
[2025-11-27T19:42:44.088153] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-11-27T19:42:44.088291] [INFO ] [sig       ] ANDE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:44.228148] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ANDE.txt
[2025-11-27T19:42:44.228298] [INFO ] [sig       ] [194/3661] Completed ANDE in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:44.228347] [INFO ] [sig       ] [195/3661] Forecasting ANF...
[2025-11-27T19:42:44.228384] [INFO ] [sig       ] Generating forecast for: ANF
[2025-11-27T19:42:44.228428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-11-27T19:42:44.239211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-11-27T19:42:44.239488] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-11-27T19:42:44.240310] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-11-27T19:42:44.240373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:44.240413] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:44.240448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:44.240510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:44.297191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:44.297848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:44.297945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:44.297986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:44.413489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:44.413652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:44.413710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:44.413748] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:44.417002] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-11-27T19:42:44.417297] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-11-27T19:42:44.417445] [INFO ] [sig       ] ANF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:44.554851] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ANF.txt
[2025-11-27T19:42:44.554987] [INFO ] [sig       ] [195/3661] Completed ANF in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:44.555036] [INFO ] [sig       ] [196/3661] Forecasting ANGI...
[2025-11-27T19:42:44.555070] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-11-27T19:42:44.555117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-11-27T19:42:44.566267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-11-27T19:42:44.566623] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-11-27T19:42:44.567497] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-11-27T19:42:44.567584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:44.567650] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:44.567710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:44.567836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:44.627744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:44.628409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:44.628500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:44.628539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:44.746943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:44.747086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:44.747136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:44.747172] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:44.750465] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-11-27T19:42:44.750760] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-11-27T19:42:44.750894] [INFO ] [sig       ] ANGI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:44.889923] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ANGI.txt
[2025-11-27T19:42:44.890062] [INFO ] [sig       ] [196/3661] Completed ANGI in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:44.890110] [INFO ] [sig       ] [197/3661] Forecasting ANGL...
[2025-11-27T19:42:44.890147] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-11-27T19:42:44.890189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-11-27T19:42:44.900927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-11-27T19:42:44.901243] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-11-27T19:42:44.902062] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-11-27T19:42:44.902125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:44.902164] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:44.902200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:44.902263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:44.959677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:44.960387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:44.960488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:44.960545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:45.086688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:45.086867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:45.086937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:45.086990] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:45.090466] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-11-27T19:42:45.090811] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-11-27T19:42:45.090970] [INFO ] [sig       ] ANGL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:45.229968] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ANGL.txt
[2025-11-27T19:42:45.230139] [INFO ] [sig       ] [197/3661] Completed ANGL in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:45.230224] [INFO ] [sig       ] [198/3661] Forecasting ANGO...
[2025-11-27T19:42:45.230296] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-11-27T19:42:45.230402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-11-27T19:42:45.241643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-11-27T19:42:45.241994] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-11-27T19:42:45.242885] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-11-27T19:42:45.242958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:45.243014] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:45.243067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:45.243159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:45.301655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:45.302305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:45.302402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:45.302458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:45.420296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:45.420450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:45.420515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:45.420583] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:45.424112] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-11-27T19:42:45.424429] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-11-27T19:42:45.424618] [INFO ] [sig       ] ANGO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:45.564742] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ANGO.txt
[2025-11-27T19:42:45.564898] [INFO ] [sig       ] [198/3661] Completed ANGO in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:45.564961] [INFO ] [sig       ] [199/3661] Forecasting ANIK...
[2025-11-27T19:42:45.565024] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-11-27T19:42:45.565079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-11-27T19:42:45.576209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-11-27T19:42:45.576509] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-11-27T19:42:45.577330] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-11-27T19:42:45.577394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:45.577435] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:45.577469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:45.577536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:45.635512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:45.636159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:45.636249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:45.636293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:45.758666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:45.758824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:45.758876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:45.758914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:45.762213] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=40.75%)
[2025-11-27T19:42:45.762508] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-11-27T19:42:45.762661] [INFO ] [sig       ] ANIK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:45.900383] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ANIK.txt
[2025-11-27T19:42:45.900519] [INFO ] [sig       ] [199/3661] Completed ANIK in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:45.900567] [INFO ] [sig       ] [200/3661] Forecasting ANIP...
[2025-11-27T19:42:45.900618] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-11-27T19:42:45.900665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-11-27T19:42:45.912330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-11-27T19:42:45.912638] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-11-27T19:42:45.913474] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-11-27T19:42:45.913540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:45.913601] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:45.913642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:45.913745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:45.971366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:45.972020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:45.972109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:45.972147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:46.097467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:46.097656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:46.097716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:46.097755] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:46.101184] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-11-27T19:42:46.101488] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-11-27T19:42:46.101643] [INFO ] [sig       ] ANIP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:46.239067] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ANIP.txt
[2025-11-27T19:42:46.239212] [INFO ] [sig       ] [200/3661] Completed ANIP in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:46.239259] [INFO ] [sig       ] [201/3661] Forecasting ANIX...
[2025-11-27T19:42:46.239303] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-11-27T19:42:46.239350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-11-27T19:42:46.249780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-11-27T19:42:46.250081] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-11-27T19:42:46.250868] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-11-27T19:42:46.250930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:46.250974] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:46.251004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:46.251071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:46.307176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:46.307830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:46.307922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:46.307967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:46.427438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:46.427616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:46.427667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:46.427708] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:46.431072] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-11-27T19:42:46.431345] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-11-27T19:42:46.431483] [INFO ] [sig       ] ANIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:46.567009] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ANIX.txt
[2025-11-27T19:42:46.567142] [INFO ] [sig       ] [201/3661] Completed ANIX in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:46.567191] [INFO ] [sig       ] [202/3661] Forecasting ANNX...
[2025-11-27T19:42:46.567232] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-11-27T19:42:46.567267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-11-27T19:42:46.576967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-11-27T19:42:46.577250] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-11-27T19:42:46.578050] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-11-27T19:42:46.578135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:46.578178] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:46.578214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:46.578283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:46.634232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:46.634874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:46.634961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:46.634997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:46.756470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:46.756650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:46.756700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:46.756737] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:46.760214] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-11-27T19:42:46.760513] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-11-27T19:42:46.760673] [INFO ] [sig       ] ANNX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:46.896495] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ANNX.txt
[2025-11-27T19:42:46.896650] [INFO ] [sig       ] [202/3661] Completed ANNX in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:46.896705] [INFO ] [sig       ] [203/3661] Forecasting ANTX...
[2025-11-27T19:42:46.896747] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-11-27T19:42:46.896783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-11-27T19:42:46.907959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-11-27T19:42:46.908332] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-11-27T19:42:46.909133] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-11-27T19:42:46.909196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:46.909246] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:46.909290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:46.909366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:46.964545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:46.965196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:46.965292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:46.965341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:47.079072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:47.079212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:47.079258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:47.079298] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:47.082557] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-11-27T19:42:47.082864] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-11-27T19:42:47.083004] [INFO ] [sig       ] ANTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:47.220509] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ANTX.txt
[2025-11-27T19:42:47.220667] [INFO ] [sig       ] [203/3661] Completed ANTX in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:47.220717] [INFO ] [sig       ] [204/3661] Forecasting ANVS...
[2025-11-27T19:42:47.220756] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-11-27T19:42:47.220795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-11-27T19:42:47.232037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-11-27T19:42:47.232318] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-11-27T19:42:47.233137] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-11-27T19:42:47.233200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:47.233242] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:47.233278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:47.233342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:47.290072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:47.290758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:47.290852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:47.290895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:47.411218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:47.411365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:47.411416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:47.411451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:47.414834] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=48.04%)
[2025-11-27T19:42:47.415122] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-11-27T19:42:47.415284] [INFO ] [sig       ] ANVS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:47.558607] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ANVS.txt
[2025-11-27T19:42:47.558779] [INFO ] [sig       ] [204/3661] Completed ANVS in 0.3s | 2.98 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:47.558852] [INFO ] [sig       ] [205/3661] Forecasting AOD...
[2025-11-27T19:42:47.558899] [INFO ] [sig       ] Generating forecast for: AOD
[2025-11-27T19:42:47.558972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-11-27T19:42:47.568663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-11-27T19:42:47.568994] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-11-27T19:42:47.569863] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-11-27T19:42:47.569926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:47.569978] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:47.570016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:47.570084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:47.626994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:47.627644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:47.627741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:47.627787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:47.752031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:47.752188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:47.752237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:47.752272] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:47.755657] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2025-11-27T19:42:47.755953] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-11-27T19:42:47.756102] [INFO ] [sig       ] AOD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:47.897619] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AOD.txt
[2025-11-27T19:42:47.897752] [INFO ] [sig       ] [205/3661] Completed AOD in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 19.4m
[2025-11-27T19:42:47.897800] [INFO ] [sig       ] [206/3661] Forecasting AOHY...
[2025-11-27T19:42:47.897837] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-11-27T19:42:47.897875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-11-27T19:42:47.909180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-11-27T19:42:47.909500] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-11-27T19:42:47.910378] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-11-27T19:42:47.910443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:47.910486] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:47.910522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:47.910606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:47.968470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:47.969218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:47.969307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:47.969353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:48.083499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:48.083693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:48.083747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:48.083787] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:48.087209] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-11-27T19:42:48.087516] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-11-27T19:42:48.087679] [INFO ] [sig       ] AOHY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:48.227937] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AOHY.txt
[2025-11-27T19:42:48.228169] [INFO ] [sig       ] [206/3661] Completed AOHY in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.4m
[2025-11-27T19:42:48.228232] [INFO ] [sig       ] [207/3661] Forecasting AON...
[2025-11-27T19:42:48.228273] [INFO ] [sig       ] Generating forecast for: AON
[2025-11-27T19:42:48.228335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-11-27T19:42:48.239145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-11-27T19:42:48.239497] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-11-27T19:42:48.240361] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-11-27T19:42:48.240424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:48.240464] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:48.240511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:48.240605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:48.296733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:48.297641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:48.297738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:48.297780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:48.423632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:48.423823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:48.423884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:48.423922] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:48.427307] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=25.33%)
[2025-11-27T19:42:48.427640] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-11-27T19:42:48.427785] [INFO ] [sig       ] AON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:48.566003] [INFO ] [LOCAL     ] Saved forecast: AON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AON.txt
[2025-11-27T19:42:48.566219] [INFO ] [sig       ] [207/3661] Completed AON in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:48.566288] [INFO ] [sig       ] [208/3661] Forecasting AOS...
[2025-11-27T19:42:48.566355] [INFO ] [sig       ] Generating forecast for: AOS
[2025-11-27T19:42:48.566423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-11-27T19:42:48.577635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-11-27T19:42:48.578056] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-11-27T19:42:48.578976] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-11-27T19:42:48.579043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:48.579085] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:48.579123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:48.579188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:48.636482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:48.637395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:48.637516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:48.637562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:48.756608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:48.756778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:48.756828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:48.756866] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:48.760252] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=75.45%)
[2025-11-27T19:42:48.760539] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-11-27T19:42:48.760696] [INFO ] [sig       ] AOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:48.898900] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AOS.txt
[2025-11-27T19:42:48.899051] [INFO ] [sig       ] [208/3661] Completed AOS in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:48.899126] [INFO ] [sig       ] [209/3661] Forecasting AOSL...
[2025-11-27T19:42:48.899168] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-11-27T19:42:48.899206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-11-27T19:42:48.909251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-11-27T19:42:48.909529] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-11-27T19:42:48.910373] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-11-27T19:42:48.910441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:48.910484] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:48.910529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:48.910630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:48.968041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:48.968783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:48.968875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:48.968933] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:49.086313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:49.086471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:49.086522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:49.086561] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:49.090154] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2025-11-27T19:42:49.090451] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-11-27T19:42:49.090612] [INFO ] [sig       ] AOSL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:49.227489] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AOSL.txt
[2025-11-27T19:42:49.227640] [INFO ] [sig       ] [209/3661] Completed AOSL in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:49.227687] [INFO ] [sig       ] [210/3661] Forecasting AP...
[2025-11-27T19:42:49.227728] [INFO ] [sig       ] Generating forecast for: AP
[2025-11-27T19:42:49.227763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-11-27T19:42:49.239393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-11-27T19:42:49.239751] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-11-27T19:42:49.240560] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-11-27T19:42:49.240659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:49.240716] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:49.240783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:49.240875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:49.296160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:49.296876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:49.296969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:49.297014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:49.417130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:49.417321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:49.417371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:49.417405] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:49.420868] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-11-27T19:42:49.421162] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-11-27T19:42:49.421304] [INFO ] [sig       ] AP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:49.559505] [INFO ] [LOCAL     ] Saved forecast: AP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AP.txt
[2025-11-27T19:42:49.559672] [INFO ] [sig       ] [210/3661] Completed AP in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:49.559723] [INFO ] [sig       ] [211/3661] Forecasting APA...
[2025-11-27T19:42:49.559761] [INFO ] [sig       ] Generating forecast for: APA
[2025-11-27T19:42:49.559801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-11-27T19:42:49.570955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-11-27T19:42:49.571313] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-11-27T19:42:49.572134] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-11-27T19:42:49.572195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:49.572236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:49.572270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:49.572334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:49.628889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:49.629530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:49.629637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:49.629681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:49.752913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:49.753093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:49.753144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:49.753183] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:49.756500] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-11-27T19:42:49.756808] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-11-27T19:42:49.756975] [INFO ] [sig       ] APA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:49.895063] [INFO ] [LOCAL     ] Saved forecast: APA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APA.txt
[2025-11-27T19:42:49.895207] [INFO ] [sig       ] [211/3661] Completed APA in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:49.895256] [INFO ] [sig       ] [212/3661] Forecasting APAM...
[2025-11-27T19:42:49.895296] [INFO ] [sig       ] Generating forecast for: APAM
[2025-11-27T19:42:49.895332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-11-27T19:42:49.906739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-11-27T19:42:49.907012] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-11-27T19:42:49.907848] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-11-27T19:42:49.907912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:49.907956] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:49.907996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:49.908064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:49.968061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:49.969053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:49.969148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:49.969192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:50.090171] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:50.090337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:50.090387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:50.090447] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:50.093874] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2025-11-27T19:42:50.094159] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-11-27T19:42:50.094298] [INFO ] [sig       ] APAM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:50.228797] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APAM.txt
[2025-11-27T19:42:50.228932] [INFO ] [sig       ] [212/3661] Completed APAM in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:50.228980] [INFO ] [sig       ] [213/3661] Forecasting APD...
[2025-11-27T19:42:50.229019] [INFO ] [sig       ] Generating forecast for: APD
[2025-11-27T19:42:50.229055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-11-27T19:42:50.240688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-11-27T19:42:50.241140] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-11-27T19:42:50.242004] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-11-27T19:42:50.242067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:50.242109] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:50.242144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:50.242209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:50.300402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:50.301301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:50.301400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:50.301457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:50.424864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:50.425038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:50.425109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:50.425184] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:50.428558] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=40.06%)
[2025-11-27T19:42:50.428857] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-11-27T19:42:50.429004] [INFO ] [sig       ] APD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:50.568379] [INFO ] [LOCAL     ] Saved forecast: APD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APD.txt
[2025-11-27T19:42:50.568553] [INFO ] [sig       ] [213/3661] Completed APD in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:50.568636] [INFO ] [sig       ] [214/3661] Forecasting APEI...
[2025-11-27T19:42:50.568715] [INFO ] [sig       ] Generating forecast for: APEI
[2025-11-27T19:42:50.568768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-11-27T19:42:50.580138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-11-27T19:42:50.580620] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-11-27T19:42:50.581650] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-11-27T19:42:50.581727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:50.581782] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:50.581850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:50.582018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:50.643596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:50.644527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:50.644640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:50.644703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:50.764727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:50.764891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:50.764939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:50.764977] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:50.768320] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-11-27T19:42:50.768621] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-11-27T19:42:50.768772] [INFO ] [sig       ] APEI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:50.909662] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APEI.txt
[2025-11-27T19:42:50.909818] [INFO ] [sig       ] [214/3661] Completed APEI in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:50.909873] [INFO ] [sig       ] [215/3661] Forecasting APG...
[2025-11-27T19:42:50.909921] [INFO ] [sig       ] Generating forecast for: APG
[2025-11-27T19:42:50.909976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-11-27T19:42:50.921275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-11-27T19:42:50.921628] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-11-27T19:42:50.922449] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-11-27T19:42:50.922515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:50.922565] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:50.922643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:50.922741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:50.980320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:50.981228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:50.981325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:50.981370] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:51.104855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:51.105027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:51.105077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:51.105115] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:51.108432] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=17.27%)
[2025-11-27T19:42:51.108728] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-11-27T19:42:51.108863] [INFO ] [sig       ] APG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:51.247388] [INFO ] [LOCAL     ] Saved forecast: APG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APG.txt
[2025-11-27T19:42:51.247530] [INFO ] [sig       ] [215/3661] Completed APG in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:51.247599] [INFO ] [sig       ] [216/3661] Forecasting APGE...
[2025-11-27T19:42:51.247650] [INFO ] [sig       ] Generating forecast for: APGE
[2025-11-27T19:42:51.247710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-11-27T19:42:51.261559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-11-27T19:42:51.261931] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-11-27T19:42:51.262812] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-11-27T19:42:51.262876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:51.262920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:51.262968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:51.263052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:51.322025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:51.322731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:51.322846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:51.322905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:51.445561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:51.445730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:51.445778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:51.445816] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:51.449123] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-11-27T19:42:51.449397] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-11-27T19:42:51.449533] [INFO ] [sig       ] APGE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:51.587563] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APGE.txt
[2025-11-27T19:42:51.587723] [INFO ] [sig       ] [216/3661] Completed APGE in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:51.587782] [INFO ] [sig       ] [217/3661] Forecasting APH...
[2025-11-27T19:42:51.587847] [INFO ] [sig       ] Generating forecast for: APH
[2025-11-27T19:42:51.587898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-11-27T19:42:51.599124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-11-27T19:42:51.599415] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-11-27T19:42:51.600239] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-11-27T19:42:51.600302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:51.600343] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:51.600383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:51.600448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:51.657651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:51.658565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:51.658682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:51.658726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:51.778772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:51.778943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:51.778994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:51.779034] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:51.782434] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=12.19%)
[2025-11-27T19:42:51.782737] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-11-27T19:42:51.782878] [INFO ] [sig       ] APH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:51.922764] [INFO ] [LOCAL     ] Saved forecast: APH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APH.txt
[2025-11-27T19:42:51.922935] [INFO ] [sig       ] [217/3661] Completed APH in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:51.923000] [INFO ] [sig       ] [218/3661] Forecasting API...
[2025-11-27T19:42:51.923047] [INFO ] [sig       ] Generating forecast for: API
[2025-11-27T19:42:51.923114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-11-27T19:42:51.934400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-11-27T19:42:51.934720] [INFO ] [FORECASTER] Starting predict_future for API
[2025-11-27T19:42:51.935530] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-11-27T19:42:51.935616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:51.935661] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:51.935699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:51.935767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:51.992532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:51.993171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:51.993271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:51.993318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:52.114147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:52.114318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:52.114370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:52.114410] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:52.117780] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-11-27T19:42:52.118058] [INFO ] [FORECASTER] Completed predict_future for API
[2025-11-27T19:42:52.118217] [INFO ] [sig       ] API: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:52.256481] [INFO ] [LOCAL     ] Saved forecast: API	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/API.txt
[2025-11-27T19:42:52.256638] [INFO ] [sig       ] [218/3661] Completed API in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:52.256691] [INFO ] [sig       ] [219/3661] Forecasting APLD...
[2025-11-27T19:42:52.256750] [INFO ] [sig       ] Generating forecast for: APLD
[2025-11-27T19:42:52.256807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-11-27T19:42:52.269050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-11-27T19:42:52.269376] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-11-27T19:42:52.270192] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-11-27T19:42:52.270256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:52.270298] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:52.270334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:52.270396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:52.325092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:52.325891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:52.325986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:52.326030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:52.441999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:52.442168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:52.442217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:52.442254] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:52.445540] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-11-27T19:42:52.445833] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-11-27T19:42:52.445969] [INFO ] [sig       ] APLD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:52.580689] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APLD.txt
[2025-11-27T19:42:52.580863] [INFO ] [sig       ] [219/3661] Completed APLD in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:52.580915] [INFO ] [sig       ] [220/3661] Forecasting APLE...
[2025-11-27T19:42:52.580971] [INFO ] [sig       ] Generating forecast for: APLE
[2025-11-27T19:42:52.581010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-11-27T19:42:52.592435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-11-27T19:42:52.592753] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-11-27T19:42:52.593516] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-11-27T19:42:52.593599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:52.593643] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:52.593681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:52.593757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:52.648616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:52.649368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:52.649460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:52.649503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:52.767229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:52.767423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:52.767475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:52.767516] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:52.771126] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-11-27T19:42:52.771412] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-11-27T19:42:52.771559] [INFO ] [sig       ] APLE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:52.907669] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APLE.txt
[2025-11-27T19:42:52.907847] [INFO ] [sig       ] [220/3661] Completed APLE in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:52.907897] [INFO ] [sig       ] [221/3661] Forecasting APLS...
[2025-11-27T19:42:52.907942] [INFO ] [sig       ] Generating forecast for: APLS
[2025-11-27T19:42:52.907999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-11-27T19:42:52.919063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-11-27T19:42:52.919404] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-11-27T19:42:52.920192] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-11-27T19:42:52.920254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:52.920295] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:52.920329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:52.920389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:52.975230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:52.976027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:52.976119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:52.976162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:53.094694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:53.094861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:53.094909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:53.094947] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:53.098258] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-11-27T19:42:53.098536] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-11-27T19:42:53.098693] [INFO ] [sig       ] APLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:53.233102] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APLS.txt
[2025-11-27T19:42:53.233268] [INFO ] [sig       ] [221/3661] Completed APLS in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:53.233319] [INFO ] [sig       ] [222/3661] Forecasting APM...
[2025-11-27T19:42:53.233360] [INFO ] [sig       ] Generating forecast for: APM
[2025-11-27T19:42:53.233416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-11-27T19:42:53.244246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-11-27T19:42:53.244601] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-11-27T19:42:53.245386] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-11-27T19:42:53.245449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:53.245490] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:53.245526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:53.245608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:53.301214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:53.301988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:53.302078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:53.302120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:53.417894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:53.418076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:53.418139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:53.418177] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:53.421592] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-11-27T19:42:53.421868] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-11-27T19:42:53.422005] [INFO ] [sig       ] APM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:53.557011] [INFO ] [LOCAL     ] Saved forecast: APM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APM.txt
[2025-11-27T19:42:53.557170] [INFO ] [sig       ] [222/3661] Completed APM in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.3m
[2025-11-27T19:42:53.557218] [INFO ] [sig       ] [223/3661] Forecasting APO...
[2025-11-27T19:42:53.557255] [INFO ] [sig       ] Generating forecast for: APO
[2025-11-27T19:42:53.557327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-11-27T19:42:53.568586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-11-27T19:42:53.568915] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-11-27T19:42:53.569714] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-11-27T19:42:53.569775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:53.569815] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:53.569849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:53.569920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:53.625170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:53.625808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:53.625894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:53.625935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:53.746544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:53.746706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:53.746755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:53.746788] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:53.750034] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-11-27T19:42:53.750342] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-11-27T19:42:53.750477] [INFO ] [sig       ] APO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:53.887140] [INFO ] [LOCAL     ] Saved forecast: APO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APO.txt
[2025-11-27T19:42:53.887280] [INFO ] [sig       ] [223/3661] Completed APO in 0.3s | 2.98 sym/s | Total: 1.2m | ETA: 19.2m
[2025-11-27T19:42:53.887328] [INFO ] [sig       ] [224/3661] Forecasting APOG...
[2025-11-27T19:42:53.887363] [INFO ] [sig       ] Generating forecast for: APOG
[2025-11-27T19:42:53.887399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-11-27T19:42:53.897820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-11-27T19:42:53.898131] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-11-27T19:42:53.898935] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-11-27T19:42:53.898997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:53.899037] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:53.899069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:53.899135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:53.953957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:53.954611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:53.954697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:53.954734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:54.078219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:54.078405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:54.078455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:54.078491] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:54.081940] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-11-27T19:42:54.082213] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-11-27T19:42:54.082352] [INFO ] [sig       ] APOG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:54.218159] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APOG.txt
[2025-11-27T19:42:54.218322] [INFO ] [sig       ] [224/3661] Completed APOG in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:54.218372] [INFO ] [sig       ] [225/3661] Forecasting APOS...
[2025-11-27T19:42:54.218405] [INFO ] [sig       ] Generating forecast for: APOS
[2025-11-27T19:42:54.218447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-11-27T19:42:54.228881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOS'.
[2025-11-27T19:42:54.229178] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-11-27T19:42:54.229984] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-11-27T19:42:54.230046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:54.230087] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:54.230123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:54.230186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:54.285562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:54.286217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:54.286305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:54.286347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:54.404454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:54.404633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:54.404685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:54.404721] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:54.407972] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=76.26%)
[2025-11-27T19:42:54.408258] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-11-27T19:42:54.408401] [INFO ] [sig       ] APOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:54.543738] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APOS.txt
[2025-11-27T19:42:54.543884] [INFO ] [sig       ] [225/3661] Completed APOS in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:54.543932] [INFO ] [sig       ] [226/3661] Forecasting APP...
[2025-11-27T19:42:54.543967] [INFO ] [sig       ] Generating forecast for: APP
[2025-11-27T19:42:54.544009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-11-27T19:42:54.554925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-11-27T19:42:54.555207] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-11-27T19:42:54.555994] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-11-27T19:42:54.556056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:54.556097] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:54.556133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:54.556197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:54.611949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:54.612590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:54.612675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:54.612717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:54.732670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:54.732841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:54.732891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:54.732926] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:54.736272] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-11-27T19:42:54.736563] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-11-27T19:42:54.736718] [INFO ] [sig       ] APP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:54.871876] [INFO ] [LOCAL     ] Saved forecast: APP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APP.txt
[2025-11-27T19:42:54.872003] [INFO ] [sig       ] [226/3661] Completed APP in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:54.872052] [INFO ] [sig       ] [227/3661] Forecasting APPF...
[2025-11-27T19:42:54.872088] [INFO ] [sig       ] Generating forecast for: APPF
[2025-11-27T19:42:54.872124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-11-27T19:42:54.883082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-11-27T19:42:54.883354] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-11-27T19:42:54.884132] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-11-27T19:42:54.884194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:54.884233] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:54.884267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:54.884330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:54.939511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:54.940174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:54.940263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:54.940308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:55.057803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:55.057955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:55.058001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:55.058044] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:55.061319] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-11-27T19:42:55.061617] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-11-27T19:42:55.061754] [INFO ] [sig       ] APPF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:55.196887] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APPF.txt
[2025-11-27T19:42:55.197040] [INFO ] [sig       ] [227/3661] Completed APPF in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:55.197090] [INFO ] [sig       ] [228/3661] Forecasting APPN...
[2025-11-27T19:42:55.197127] [INFO ] [sig       ] Generating forecast for: APPN
[2025-11-27T19:42:55.197170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-11-27T19:42:55.207679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-11-27T19:42:55.207963] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-11-27T19:42:55.208779] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-11-27T19:42:55.208841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:55.208882] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:55.208917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:55.208979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:55.264659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:55.265311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:55.265400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:55.265435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:55.386916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:55.387073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:55.387119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:55.387151] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:55.390418] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-11-27T19:42:55.390727] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-11-27T19:42:55.390871] [INFO ] [sig       ] APPN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:55.525974] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APPN.txt
[2025-11-27T19:42:55.526108] [INFO ] [sig       ] [228/3661] Completed APPN in 0.3s | 2.98 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:55.526156] [INFO ] [sig       ] [229/3661] Forecasting APPS...
[2025-11-27T19:42:55.526188] [INFO ] [sig       ] Generating forecast for: APPS
[2025-11-27T19:42:55.526221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-11-27T19:42:55.539836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-11-27T19:42:55.540398] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-11-27T19:42:55.541478] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-11-27T19:42:55.541546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:55.541627] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:55.541670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:55.541737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:55.599201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:55.600415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:55.600559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:55.600640] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:55.726939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:55.727219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:55.727294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:55.727340] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:55.731634] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=69.75%)
[2025-11-27T19:42:55.732038] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-11-27T19:42:55.732233] [INFO ] [sig       ] APPS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:55.902495] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/APPS.txt
[2025-11-27T19:42:55.902819] [INFO ] [sig       ] [229/3661] Completed APPS in 0.4s | 2.98 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:55.902916] [INFO ] [sig       ] [230/3661] Forecasting APRE...
[2025-11-27T19:42:55.902967] [INFO ] [sig       ] Generating forecast for: APRE
[2025-11-27T19:42:55.903013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-11-27T19:42:55.917845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-11-27T19:42:55.918486] [INFO ] [FORECASTER] Starting predict_future for APRE
[2025-11-27T19:42:55.919563] [DEBUG] [LOCAL     ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt
[2025-11-27T19:42:55.919680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:55.919729] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:55.919768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:55.919842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:55.984174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:55.985307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:55.985421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:55.985464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:56.105498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:56.105746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:56.105812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:56.105887] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:56.109949] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-11-27T19:42:56.110493] [INFO ] [FORECASTER] Completed predict_future for APRE
[2025-11-27T19:42:56.110734] [INFO ] [sig       ] APRE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:56.280822] [INFO ] [LOCAL     ] Saved forecast: APRE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APRE.txt
[2025-11-27T19:42:56.281032] [INFO ] [sig       ] [230/3661] Completed APRE in 0.4s | 2.98 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:56.281085] [INFO ] [sig       ] [231/3661] Forecasting APVO...
[2025-11-27T19:42:56.281127] [INFO ] [sig       ] Generating forecast for: APVO
[2025-11-27T19:42:56.281181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-11-27T19:42:56.293772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-11-27T19:42:56.294222] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-11-27T19:42:56.295239] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-11-27T19:42:56.295326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:56.295379] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:56.295433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:56.295514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:56.386681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:56.387897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:56.388023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:56.388095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:56.538796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:56.539027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:56.539098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:56.539166] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:56.544663] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-11-27T19:42:56.545196] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-11-27T19:42:56.545419] [INFO ] [sig       ] APVO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:56.732622] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APVO.txt
[2025-11-27T19:42:56.732846] [INFO ] [sig       ] [231/3661] Completed APVO in 0.5s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:56.732902] [INFO ] [sig       ] [232/3661] Forecasting APYX...
[2025-11-27T19:42:56.732970] [INFO ] [sig       ] Generating forecast for: APYX
[2025-11-27T19:42:56.733009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-11-27T19:42:56.745623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-11-27T19:42:56.746051] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-11-27T19:42:56.746912] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-11-27T19:42:56.746978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:56.747022] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:56.747061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:56.747129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:56.811407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:56.812607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:56.812743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:56.812794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:56.948884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:56.949084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:56.949138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:56.949176] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:56.952916] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2025-11-27T19:42:56.953361] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-11-27T19:42:56.953569] [INFO ] [sig       ] APYX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:57.120172] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/APYX.txt
[2025-11-27T19:42:57.120377] [INFO ] [sig       ] [232/3661] Completed APYX in 0.4s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:57.120468] [INFO ] [sig       ] [233/3661] Forecasting AQMS...
[2025-11-27T19:42:57.120538] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-11-27T19:42:57.120620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-11-27T19:42:57.132899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-11-27T19:42:57.133407] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-11-27T19:42:57.134524] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-11-27T19:42:57.134623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:57.134672] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:57.134710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:57.134776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:57.201905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:57.202825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:57.202946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:57.203003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:57.322619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:57.322804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:57.322881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:57.322928] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:57.326347] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=14.02%)
[2025-11-27T19:42:57.326657] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-11-27T19:42:57.326802] [INFO ] [sig       ] AQMS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:57.468636] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AQMS.txt
[2025-11-27T19:42:57.468800] [INFO ] [sig       ] [233/3661] Completed AQMS in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:57.468851] [INFO ] [sig       ] [234/3661] Forecasting AQN...
[2025-11-27T19:42:57.468892] [INFO ] [sig       ] Generating forecast for: AQN
[2025-11-27T19:42:57.468953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-11-27T19:42:57.479290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-11-27T19:42:57.479685] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-11-27T19:42:57.480497] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-11-27T19:42:57.480559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:57.480620] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:57.480657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:57.480720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:57.536419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:57.537330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:57.537430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:57.537475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:57.657224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:57.657400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:57.657450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:57.657489] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:57.661023] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=23.96%)
[2025-11-27T19:42:57.661343] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-11-27T19:42:57.661515] [INFO ] [sig       ] AQN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:57.801303] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AQN.txt
[2025-11-27T19:42:57.801488] [INFO ] [sig       ] [234/3661] Completed AQN in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:57.801540] [INFO ] [sig       ] [235/3661] Forecasting AQNB...
[2025-11-27T19:42:57.801597] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-11-27T19:42:57.801636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-11-27T19:42:57.813449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-11-27T19:42:57.813885] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-11-27T19:42:57.814748] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-11-27T19:42:57.814812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:57.814854] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:57.814883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:57.814948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:57.871107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:57.871976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:57.872093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:57.872145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:57.984264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:57.984445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:57.984495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:57.984536] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:57.987971] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-11-27T19:42:57.988327] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-11-27T19:42:57.988478] [INFO ] [sig       ] AQNB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:58.134851] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AQNB.txt
[2025-11-27T19:42:58.135032] [INFO ] [sig       ] [235/3661] Completed AQNB in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:58.135084] [INFO ] [sig       ] [236/3661] Forecasting ARBB...
[2025-11-27T19:42:58.135126] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-11-27T19:42:58.135186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-11-27T19:42:58.146692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-11-27T19:42:58.147019] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-11-27T19:42:58.147827] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-11-27T19:42:58.147892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:58.147935] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:58.147971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:58.148037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:58.204798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:58.205696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:58.205791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:58.205833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:58.322879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:58.323054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:58.323121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:58.323161] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:58.326515] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=53.67%)
[2025-11-27T19:42:58.326810] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-11-27T19:42:58.326972] [INFO ] [sig       ] ARBB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:58.465392] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ARBB.txt
[2025-11-27T19:42:58.465561] [INFO ] [sig       ] [236/3661] Completed ARBB in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:58.465625] [INFO ] [sig       ] [237/3661] Forecasting ARBE...
[2025-11-27T19:42:58.465663] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-11-27T19:42:58.465698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-11-27T19:42:58.476832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-11-27T19:42:58.477142] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-11-27T19:42:58.477984] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-11-27T19:42:58.478051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:58.478103] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:58.478174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:58.478250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:58.536542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:58.537418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:58.537514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:58.537558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:58.662101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:58.662292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:58.662348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:58.662387] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:58.665848] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-11-27T19:42:58.666144] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-11-27T19:42:58.666295] [INFO ] [sig       ] ARBE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:58.808265] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARBE.txt
[2025-11-27T19:42:58.808442] [INFO ] [sig       ] [237/3661] Completed ARBE in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:58.808491] [INFO ] [sig       ] [238/3661] Forecasting ARCB...
[2025-11-27T19:42:58.808532] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-11-27T19:42:58.808584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-11-27T19:42:58.819493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-11-27T19:42:58.819799] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-11-27T19:42:58.820793] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-11-27T19:42:58.820855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:58.820896] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:58.820932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:58.820995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:58.876914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:58.877568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:58.877685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:58.877726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:59.001762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:59.001935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:59.001984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:59.002020] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:59.005421] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=73.80%)
[2025-11-27T19:42:59.005729] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-11-27T19:42:59.005880] [INFO ] [sig       ] ARCB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:59.146382] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ARCB.txt
[2025-11-27T19:42:59.146542] [INFO ] [sig       ] [238/3661] Completed ARCB in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:59.146618] [INFO ] [sig       ] [239/3661] Forecasting ARCC...
[2025-11-27T19:42:59.146670] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-11-27T19:42:59.146716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-11-27T19:42:59.157969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-11-27T19:42:59.158321] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-11-27T19:42:59.159152] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-11-27T19:42:59.159231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:59.159283] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:59.159329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:59.159410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:59.214817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:59.215692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:59.215784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:59.215826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:59.336476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:59.336660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:59.336710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:59.336749] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:59.340075] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=76.62%)
[2025-11-27T19:42:59.340353] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-11-27T19:42:59.340494] [INFO ] [sig       ] ARCC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:42:59.477606] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ARCC.txt
[2025-11-27T19:42:59.477785] [INFO ] [sig       ] [239/3661] Completed ARCC in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:59.477837] [INFO ] [sig       ] [240/3661] Forecasting ARCO...
[2025-11-27T19:42:59.477894] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-11-27T19:42:59.477927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-11-27T19:42:59.489110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-11-27T19:42:59.489404] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-11-27T19:42:59.490195] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-11-27T19:42:59.490259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:59.490310] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:59.490349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:59.490414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:59.546569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:59.547403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:59.547495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:59.547538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:59.660479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:59.660651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:59.660701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:59.660738] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:59.663955] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-11-27T19:42:59.664233] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-11-27T19:42:59.664367] [INFO ] [sig       ] ARCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:42:59.805065] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARCO.txt
[2025-11-27T19:42:59.805199] [INFO ] [sig       ] [240/3661] Completed ARCO in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 19.2m
[2025-11-27T19:42:59.805248] [INFO ] [sig       ] [241/3661] Forecasting ARDC...
[2025-11-27T19:42:59.805286] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-11-27T19:42:59.805323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-11-27T19:42:59.817398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-11-27T19:42:59.817780] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-11-27T19:42:59.818657] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-11-27T19:42:59.818723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:42:59.818780] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:42:59.818822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:42:59.818900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:42:59.874757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:42:59.875431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:42:59.875526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:42:59.875589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:42:59.991709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:42:59.991880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:42:59.991931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:42:59.991971] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:42:59.995406] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2025-11-27T19:42:59.995750] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-11-27T19:42:59.995900] [INFO ] [sig       ] ARDC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:00.133136] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARDC.txt
[2025-11-27T19:43:00.133303] [INFO ] [sig       ] [241/3661] Completed ARDC in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:00.133354] [INFO ] [sig       ] [242/3661] Forecasting ARDX...
[2025-11-27T19:43:00.133393] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-11-27T19:43:00.133430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-11-27T19:43:00.144676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-11-27T19:43:00.145005] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-11-27T19:43:00.145807] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-11-27T19:43:00.145870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:00.145912] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:00.145948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:00.146012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:00.202789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:00.203392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:00.203481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:00.203521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:00.320186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:00.320348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:00.320397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:00.320435] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:00.323737] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-11-27T19:43:00.324012] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-11-27T19:43:00.324146] [INFO ] [sig       ] ARDX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:00.460406] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARDX.txt
[2025-11-27T19:43:00.460558] [INFO ] [sig       ] [242/3661] Completed ARDX in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:00.460625] [INFO ] [sig       ] [243/3661] Forecasting ARE...
[2025-11-27T19:43:00.460667] [INFO ] [sig       ] Generating forecast for: ARE
[2025-11-27T19:43:00.460723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-11-27T19:43:00.479598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-11-27T19:43:00.480189] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-11-27T19:43:00.481152] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-11-27T19:43:00.481220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:00.481266] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:00.481305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:00.481375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:00.537387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:00.538603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:00.538719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:00.538766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:00.662029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:00.662292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:00.662350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:00.662392] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:00.666146] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-11-27T19:43:00.666453] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-11-27T19:43:00.666626] [INFO ] [sig       ] ARE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:00.805782] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARE.txt
[2025-11-27T19:43:00.805983] [INFO ] [sig       ] [243/3661] Completed ARE in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:00.806036] [INFO ] [sig       ] [244/3661] Forecasting AREC...
[2025-11-27T19:43:00.806103] [INFO ] [sig       ] Generating forecast for: AREC
[2025-11-27T19:43:00.806147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-11-27T19:43:00.821101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-11-27T19:43:00.821650] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-11-27T19:43:00.822718] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-11-27T19:43:00.822797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:00.822852] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:00.822905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:00.823005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:00.889421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:00.890352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:00.890444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:00.890480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:01.012488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:01.012684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:01.012736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:01.012774] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:01.016084] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=82.72%)
[2025-11-27T19:43:01.016362] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-11-27T19:43:01.016498] [INFO ] [sig       ] AREC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:01.154400] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AREC.txt
[2025-11-27T19:43:01.154565] [INFO ] [sig       ] [244/3661] Completed AREC in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:01.154635] [INFO ] [sig       ] [245/3661] Forecasting ARES...
[2025-11-27T19:43:01.154674] [INFO ] [sig       ] Generating forecast for: ARES
[2025-11-27T19:43:01.154741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-11-27T19:43:01.165518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-11-27T19:43:01.165828] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-11-27T19:43:01.166626] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-11-27T19:43:01.166688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:01.166730] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:01.166765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:01.166828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:01.221718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:01.222466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:01.222559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:01.222619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:01.341700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:01.341870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:01.341918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:01.341955] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:01.345350] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=24.02%)
[2025-11-27T19:43:01.345661] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-11-27T19:43:01.345815] [INFO ] [sig       ] ARES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:01.486416] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARES.txt
[2025-11-27T19:43:01.486630] [INFO ] [sig       ] [245/3661] Completed ARES in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:01.486697] [INFO ] [sig       ] [246/3661] Forecasting ARGX...
[2025-11-27T19:43:01.486744] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-11-27T19:43:01.486784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-11-27T19:43:01.497689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-11-27T19:43:01.498130] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-11-27T19:43:01.498977] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-11-27T19:43:01.499043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:01.499085] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:01.499128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:01.499207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:01.558484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:01.559362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:01.559454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:01.559497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:01.681251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:01.681426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:01.681476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:01.681513] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:01.684839] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=61.90%)
[2025-11-27T19:43:01.685123] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-11-27T19:43:01.685263] [INFO ] [sig       ] ARGX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:01.822010] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ARGX.txt
[2025-11-27T19:43:01.822161] [INFO ] [sig       ] [246/3661] Completed ARGX in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:01.822210] [INFO ] [sig       ] [247/3661] Forecasting ARHS...
[2025-11-27T19:43:01.822257] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-11-27T19:43:01.822305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-11-27T19:43:01.834355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-11-27T19:43:01.834750] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-11-27T19:43:01.835633] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-11-27T19:43:01.835698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:01.835742] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:01.835778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:01.835843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:01.896758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:01.897592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:01.897687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:01.897733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:02.027190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:02.027367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:02.027433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:02.027500] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:02.031186] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=47.83%)
[2025-11-27T19:43:02.031491] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-11-27T19:43:02.031659] [INFO ] [sig       ] ARHS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:02.172916] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARHS.txt
[2025-11-27T19:43:02.173083] [INFO ] [sig       ] [247/3661] Completed ARHS in 0.4s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:02.173136] [INFO ] [sig       ] [248/3661] Forecasting ARI...
[2025-11-27T19:43:02.173178] [INFO ] [sig       ] Generating forecast for: ARI
[2025-11-27T19:43:02.173237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-11-27T19:43:02.185206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-11-27T19:43:02.185552] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-11-27T19:43:02.186368] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-11-27T19:43:02.186436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:02.186481] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:02.186520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:02.186602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:02.241873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:02.242508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:02.242618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:02.242662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:02.377856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:02.378037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:02.378089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:02.378142] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:02.381641] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=42.86%)
[2025-11-27T19:43:02.381930] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-11-27T19:43:02.382072] [INFO ] [sig       ] ARI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:02.521099] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARI.txt
[2025-11-27T19:43:02.521291] [INFO ] [sig       ] [248/3661] Completed ARI in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:02.521345] [INFO ] [sig       ] [249/3661] Forecasting ARKO...
[2025-11-27T19:43:02.521386] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-11-27T19:43:02.521455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-11-27T19:43:02.533824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-11-27T19:43:02.534253] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-11-27T19:43:02.535073] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-11-27T19:43:02.535139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:02.535183] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:02.535222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:02.535288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:02.595281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:02.596089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:02.596186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:02.596245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:02.712789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:02.712973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:02.713024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:02.713064] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:02.716391] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-11-27T19:43:02.716695] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-11-27T19:43:02.716831] [INFO ] [sig       ] ARKO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:02.851479] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARKO.txt
[2025-11-27T19:43:02.851657] [INFO ] [sig       ] [249/3661] Completed ARKO in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.2m
[2025-11-27T19:43:02.851711] [INFO ] [sig       ] [250/3661] Forecasting ARLO...
[2025-11-27T19:43:02.851752] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-11-27T19:43:02.851809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-11-27T19:43:02.862955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-11-27T19:43:02.863305] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-11-27T19:43:02.864114] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-11-27T19:43:02.864178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:02.864214] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:02.864251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:02.864315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:02.918725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:02.919435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:02.919526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:02.919569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:03.037051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:03.037227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:03.037275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:03.037314] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:03.040677] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2025-11-27T19:43:03.040958] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-11-27T19:43:03.041096] [INFO ] [sig       ] ARLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:03.176407] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARLO.txt
[2025-11-27T19:43:03.176593] [INFO ] [sig       ] [250/3661] Completed ARLO in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:03.176643] [INFO ] [sig       ] [251/3661] Forecasting ARLP...
[2025-11-27T19:43:03.176684] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-11-27T19:43:03.176720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-11-27T19:43:03.186940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-11-27T19:43:03.187221] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-11-27T19:43:03.188047] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-11-27T19:43:03.188131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:03.188174] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:03.188216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:03.188282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:03.246964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:03.247633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:03.247722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:03.247765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:03.363564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:03.363750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:03.363799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:03.363837] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:03.367154] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-11-27T19:43:03.367460] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-11-27T19:43:03.367616] [INFO ] [sig       ] ARLP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:03.503441] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARLP.txt
[2025-11-27T19:43:03.503616] [INFO ] [sig       ] [251/3661] Completed ARLP in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:03.503671] [INFO ] [sig       ] [252/3661] Forecasting ARM...
[2025-11-27T19:43:03.503713] [INFO ] [sig       ] Generating forecast for: ARM
[2025-11-27T19:43:03.503753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-11-27T19:43:03.515389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-11-27T19:43:03.515691] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-11-27T19:43:03.516465] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-11-27T19:43:03.516528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:03.516586] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:03.516626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:03.516692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:03.574735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:03.575469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:03.575562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:03.575626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:03.694955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:03.695118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:03.695170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:03.695212] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:03.698660] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2025-11-27T19:43:03.698947] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-11-27T19:43:03.699087] [INFO ] [sig       ] ARM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:03.841926] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ARM.txt
[2025-11-27T19:43:03.842077] [INFO ] [sig       ] [252/3661] Completed ARM in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:03.842130] [INFO ] [sig       ] [253/3661] Forecasting ARMK...
[2025-11-27T19:43:03.842188] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-11-27T19:43:03.842235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-11-27T19:43:03.853473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-11-27T19:43:03.853782] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-11-27T19:43:03.854617] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-11-27T19:43:03.854682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:03.854725] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:03.854761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:03.854826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:03.914483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:03.915337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:03.915431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:03.915476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:04.038447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:04.038625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:04.038674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:04.038710] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:04.042002] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-11-27T19:43:04.042276] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-11-27T19:43:04.042413] [INFO ] [sig       ] ARMK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:04.182293] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ARMK.txt
[2025-11-27T19:43:04.182444] [INFO ] [sig       ] [253/3661] Completed ARMK in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:04.182492] [INFO ] [sig       ] [254/3661] Forecasting AROC...
[2025-11-27T19:43:04.182528] [INFO ] [sig       ] Generating forecast for: AROC
[2025-11-27T19:43:04.182602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-11-27T19:43:04.193615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-11-27T19:43:04.193966] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-11-27T19:43:04.194821] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-11-27T19:43:04.194886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:04.194929] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:04.194967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:04.195033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:04.253516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:04.254203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:04.254298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:04.254342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:04.371450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:04.371625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:04.371675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:04.371713] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:04.375061] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=31.43%)
[2025-11-27T19:43:04.375340] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-11-27T19:43:04.375476] [INFO ] [sig       ] AROC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:04.518097] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AROC.txt
[2025-11-27T19:43:04.521417] [INFO ] [sig       ] [254/3661] Completed AROC in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:04.521478] [INFO ] [sig       ] [255/3661] Forecasting ARQ...
[2025-11-27T19:43:04.521511] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-11-27T19:43:04.521557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-11-27T19:43:04.532848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-11-27T19:43:04.533148] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-11-27T19:43:04.533930] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-11-27T19:43:04.533993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:04.534035] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:04.534072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:04.534135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:04.592308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:04.592976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:04.593067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:04.593112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:04.713833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:04.713997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:04.714047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:04.714087] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:04.717376] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-11-27T19:43:04.717673] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-11-27T19:43:04.717810] [INFO ] [sig       ] ARQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:04.860853] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARQ.txt
[2025-11-27T19:43:04.860998] [INFO ] [sig       ] [255/3661] Completed ARQ in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:04.861049] [INFO ] [sig       ] [256/3661] Forecasting ARQQ...
[2025-11-27T19:43:04.861088] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-11-27T19:43:04.861128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-11-27T19:43:04.872719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-11-27T19:43:04.873089] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-11-27T19:43:04.873951] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-11-27T19:43:04.874016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:04.874059] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:04.874095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:04.874160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:04.930881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:04.931835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:04.931933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:04.931974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:05.050140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:05.050340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:05.050404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:05.050455] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:05.053921] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-11-27T19:43:05.054253] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-11-27T19:43:05.054424] [INFO ] [sig       ] ARQQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:05.192764] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ARQQ.txt
[2025-11-27T19:43:05.192964] [INFO ] [sig       ] [256/3661] Completed ARQQ in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:05.193017] [INFO ] [sig       ] [257/3661] Forecasting ARRY...
[2025-11-27T19:43:05.193058] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-11-27T19:43:05.193115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-11-27T19:43:05.204260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-11-27T19:43:05.204539] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-11-27T19:43:05.205339] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-11-27T19:43:05.205402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:05.205444] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:05.205480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:05.205554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:05.261896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:05.262617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:05.262711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:05.262754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:05.383163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:05.383326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:05.383374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:05.383412] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:05.386739] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-11-27T19:43:05.387013] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-11-27T19:43:05.387151] [INFO ] [sig       ] ARRY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:05.526348] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARRY.txt
[2025-11-27T19:43:05.526488] [INFO ] [sig       ] [257/3661] Completed ARRY in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:05.526538] [INFO ] [sig       ] [258/3661] Forecasting ARTL...
[2025-11-27T19:43:05.526590] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-11-27T19:43:05.526650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-11-27T19:43:05.537523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-11-27T19:43:05.537875] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-11-27T19:43:05.538753] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-11-27T19:43:05.538817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:05.538860] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:05.538895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:05.538960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:05.595880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:05.596509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:05.596617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:05.596659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:05.712451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:05.712619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:05.712664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:05.712705] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:05.716005] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-11-27T19:43:05.716302] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-11-27T19:43:05.716451] [INFO ] [sig       ] ARTL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:05.855705] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ARTL.txt
[2025-11-27T19:43:05.855842] [INFO ] [sig       ] [258/3661] Completed ARTL in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 19.1m
[2025-11-27T19:43:05.855891] [INFO ] [sig       ] [259/3661] Forecasting ARTNA...
[2025-11-27T19:43:05.855932] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-11-27T19:43:05.855967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-11-27T19:43:05.867653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-11-27T19:43:05.868021] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-11-27T19:43:05.868875] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-11-27T19:43:05.868939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:05.868982] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:05.869022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:05.869086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:05.925131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:05.926079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:05.926178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:05.926224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:06.037776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:06.037981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:06.038057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:06.038147] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:06.041625] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2025-11-27T19:43:06.041944] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-11-27T19:43:06.042098] [INFO ] [sig       ] ARTNA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:06.182707] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARTNA.txt
[2025-11-27T19:43:06.182890] [INFO ] [sig       ] [259/3661] Completed ARTNA in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.1m
[2025-11-27T19:43:06.182934] [INFO ] [sig       ] [260/3661] Forecasting ARVN...
[2025-11-27T19:43:06.182973] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-11-27T19:43:06.183033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-11-27T19:43:06.194498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-11-27T19:43:06.194922] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-11-27T19:43:06.195791] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-11-27T19:43:06.195857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:06.195905] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:06.195951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:06.196034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:06.252093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:06.252908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:06.253002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:06.253042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:06.371710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:06.371891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:06.371942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:06.371980] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:06.375466] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-11-27T19:43:06.375882] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-11-27T19:43:06.376062] [INFO ] [sig       ] ARVN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:06.561607] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ARVN.txt
[2025-11-27T19:43:06.561769] [INFO ] [sig       ] [260/3661] Completed ARVN in 0.4s | 2.97 sym/s | Total: 1.5m | ETA: 19.1m
[2025-11-27T19:43:06.561819] [INFO ] [sig       ] [261/3661] Forecasting ASA...
[2025-11-27T19:43:06.561861] [INFO ] [sig       ] Generating forecast for: ASA
[2025-11-27T19:43:06.561919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-11-27T19:43:06.572798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-11-27T19:43:06.573112] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-11-27T19:43:06.573940] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-11-27T19:43:06.574003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:06.574044] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:06.574076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:06.574140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:06.628849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:06.629539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:06.629647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:06.629691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:06.747940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:06.748125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:06.748174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:06.748213] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:06.751523] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=69.42%)
[2025-11-27T19:43:06.751819] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-11-27T19:43:06.751958] [INFO ] [sig       ] ASA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:06.891157] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASA.txt
[2025-11-27T19:43:06.891363] [INFO ] [sig       ] [261/3661] Completed ASA in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.1m
[2025-11-27T19:43:06.891434] [INFO ] [sig       ] [262/3661] Forecasting ASB...
[2025-11-27T19:43:06.891494] [INFO ] [sig       ] Generating forecast for: ASB
[2025-11-27T19:43:06.891591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-11-27T19:43:06.903115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-11-27T19:43:06.903523] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-11-27T19:43:06.904389] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-11-27T19:43:06.904462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:06.904524] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:06.904597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:06.904699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:06.960983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:06.961894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:06.961992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:06.962052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:07.082928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:07.083101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:07.083166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:07.083219] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:07.086754] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-11-27T19:43:07.087114] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-11-27T19:43:07.087296] [INFO ] [sig       ] ASB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:07.227788] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASB.txt
[2025-11-27T19:43:07.227995] [INFO ] [sig       ] [262/3661] Completed ASB in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.1m
[2025-11-27T19:43:07.228047] [INFO ] [sig       ] [263/3661] Forecasting ASBA...
[2025-11-27T19:43:07.228099] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-11-27T19:43:07.228159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-11-27T19:43:07.239706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-11-27T19:43:07.240007] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-11-27T19:43:07.240831] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-11-27T19:43:07.240896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:07.240940] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:07.240977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:07.241044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:07.296387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:07.297030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:07.297128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:07.297172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:07.404130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:07.404262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:07.404314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:07.404353] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:07.407539] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-11-27T19:43:07.407832] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-11-27T19:43:07.407968] [INFO ] [sig       ] ASBA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:07.545067] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASBA.txt
[2025-11-27T19:43:07.545220] [INFO ] [sig       ] [263/3661] Completed ASBA in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.1m
[2025-11-27T19:43:07.545280] [INFO ] [sig       ] [264/3661] Forecasting ASC...
[2025-11-27T19:43:07.545338] [INFO ] [sig       ] Generating forecast for: ASC
[2025-11-27T19:43:07.545371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-11-27T19:43:07.556895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-11-27T19:43:07.557163] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-11-27T19:43:07.558030] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-11-27T19:43:07.558105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:07.558195] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:07.558239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:07.558310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:07.614013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:07.614642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:07.614730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:07.614773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:07.728049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:07.728219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:07.728279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:07.728327] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:07.731670] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2025-11-27T19:43:07.731944] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-11-27T19:43:07.732079] [INFO ] [sig       ] ASC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:07.867322] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASC.txt
[2025-11-27T19:43:07.867455] [INFO ] [sig       ] [264/3661] Completed ASC in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.1m
[2025-11-27T19:43:07.867504] [INFO ] [sig       ] [265/3661] Forecasting ASG...
[2025-11-27T19:43:07.867542] [INFO ] [sig       ] Generating forecast for: ASG
[2025-11-27T19:43:07.867597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-11-27T19:43:07.878438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-11-27T19:43:07.878725] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-11-27T19:43:07.879530] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-11-27T19:43:07.879620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:07.879663] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:07.879700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:07.879765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:07.937757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:07.938488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:07.938606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:07.938653] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:08.059968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:08.060121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:08.060170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:08.060203] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:08.063470] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-11-27T19:43:08.063766] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-11-27T19:43:08.063900] [INFO ] [sig       ] ASG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:08.200280] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASG.txt
[2025-11-27T19:43:08.200459] [INFO ] [sig       ] [265/3661] Completed ASG in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.1m
[2025-11-27T19:43:08.200507] [INFO ] [sig       ] [266/3661] Forecasting ASGI...
[2025-11-27T19:43:08.200546] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-11-27T19:43:08.200600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-11-27T19:43:08.211936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-11-27T19:43:08.212231] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-11-27T19:43:08.213055] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-11-27T19:43:08.213119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:08.213159] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:08.213198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:08.213264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:08.268947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:08.269841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:08.269932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:08.269975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:08.395086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:08.395249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:08.395303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:08.395342] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:08.398749] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-11-27T19:43:08.399027] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-11-27T19:43:08.399164] [INFO ] [sig       ] ASGI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:08.541604] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASGI.txt
[2025-11-27T19:43:08.541841] [INFO ] [sig       ] [266/3661] Completed ASGI in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:08.541944] [INFO ] [sig       ] [267/3661] Forecasting ASGN...
[2025-11-27T19:43:08.542006] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-11-27T19:43:08.542067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-11-27T19:43:08.556467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-11-27T19:43:08.556941] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-11-27T19:43:08.558019] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-11-27T19:43:08.558099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:08.558186] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:08.558237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:08.558332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:08.620110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:08.621047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:08.621141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:08.621185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:08.741844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:08.742034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:08.742084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:08.742124] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:08.745483] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-11-27T19:43:08.745785] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-11-27T19:43:08.745927] [INFO ] [sig       ] ASGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:08.883319] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASGN.txt
[2025-11-27T19:43:08.883503] [INFO ] [sig       ] [267/3661] Completed ASGN in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:08.883561] [INFO ] [sig       ] [268/3661] Forecasting ASH...
[2025-11-27T19:43:08.883635] [INFO ] [sig       ] Generating forecast for: ASH
[2025-11-27T19:43:08.883670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-11-27T19:43:08.895212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-11-27T19:43:08.895593] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-11-27T19:43:08.896374] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-11-27T19:43:08.896437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:08.896479] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:08.896513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:08.896595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:08.951481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:08.952385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:08.952499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:08.952543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:09.077188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:09.077379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:09.077444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:09.077484] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:09.080931] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-11-27T19:43:09.081231] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-11-27T19:43:09.081376] [INFO ] [sig       ] ASH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:09.217830] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASH.txt
[2025-11-27T19:43:09.218005] [INFO ] [sig       ] [268/3661] Completed ASH in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:09.218077] [INFO ] [sig       ] [269/3661] Forecasting ASIX...
[2025-11-27T19:43:09.218155] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-11-27T19:43:09.218206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-11-27T19:43:09.229794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-11-27T19:43:09.230110] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-11-27T19:43:09.230908] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-11-27T19:43:09.230970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:09.231012] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:09.231048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:09.231113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:09.286344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:09.287083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:09.287173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:09.287216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:09.407620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:09.407802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:09.407850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:09.407887] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:09.411342] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-11-27T19:43:09.411636] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-11-27T19:43:09.411792] [INFO ] [sig       ] ASIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:09.549527] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASIX.txt
[2025-11-27T19:43:09.549697] [INFO ] [sig       ] [269/3661] Completed ASIX in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:09.549748] [INFO ] [sig       ] [270/3661] Forecasting ASLE...
[2025-11-27T19:43:09.549782] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-11-27T19:43:09.549841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-11-27T19:43:09.561002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-11-27T19:43:09.561299] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-11-27T19:43:09.562117] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-11-27T19:43:09.562180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:09.562222] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:09.562257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:09.562335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:09.620014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:09.620792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:09.620886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:09.620929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:09.745932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:09.746108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:09.746163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:09.746213] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:09.752739] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-11-27T19:43:09.753071] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-11-27T19:43:09.753226] [INFO ] [sig       ] ASLE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:09.892466] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASLE.txt
[2025-11-27T19:43:09.892653] [INFO ] [sig       ] [270/3661] Completed ASLE in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:09.892704] [INFO ] [sig       ] [271/3661] Forecasting ASMB...
[2025-11-27T19:43:09.892744] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-11-27T19:43:09.892781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-11-27T19:43:09.904854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-11-27T19:43:09.905209] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-11-27T19:43:09.906055] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-11-27T19:43:09.906120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:09.906162] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:09.906199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:09.906261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:09.962479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:09.963369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:09.963486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:09.963531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:10.083002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:10.083179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:10.083244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:10.083283] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:10.086594] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=35.15%)
[2025-11-27T19:43:10.086870] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-11-27T19:43:10.087004] [INFO ] [sig       ] ASMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:10.224544] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASMB.txt
[2025-11-27T19:43:10.224729] [INFO ] [sig       ] [271/3661] Completed ASMB in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:10.224781] [INFO ] [sig       ] [272/3661] Forecasting ASML...
[2025-11-27T19:43:10.224819] [INFO ] [sig       ] Generating forecast for: ASML
[2025-11-27T19:43:10.224876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-11-27T19:43:10.235933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-11-27T19:43:10.236294] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-11-27T19:43:10.237097] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-11-27T19:43:10.237160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:10.237201] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:10.237238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:10.237302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:10.291632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:10.292307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:10.292398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:10.292440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:10.413422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:10.413617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:10.413667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:10.413706] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:10.417022] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-11-27T19:43:10.417306] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-11-27T19:43:10.417451] [INFO ] [sig       ] ASML: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:10.556688] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASML.txt
[2025-11-27T19:43:10.556890] [INFO ] [sig       ] [272/3661] Completed ASML in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:10.556940] [INFO ] [sig       ] [273/3661] Forecasting ASND...
[2025-11-27T19:43:10.556982] [INFO ] [sig       ] Generating forecast for: ASND
[2025-11-27T19:43:10.557021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-11-27T19:43:10.568622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-11-27T19:43:10.568928] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-11-27T19:43:10.569777] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-11-27T19:43:10.569840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:10.569880] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:10.569917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:10.569981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:10.626812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:10.627568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:10.627677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:10.627721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:10.747812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:10.747983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:10.748033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:10.748070] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:10.751398] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-11-27T19:43:10.751698] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-11-27T19:43:10.751838] [INFO ] [sig       ] ASND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:10.887662] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASND.txt
[2025-11-27T19:43:10.887866] [INFO ] [sig       ] [273/3661] Completed ASND in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:10.887941] [INFO ] [sig       ] [274/3661] Forecasting ASNS...
[2025-11-27T19:43:10.887989] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-11-27T19:43:10.888029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-11-27T19:43:10.899415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-11-27T19:43:10.899831] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-11-27T19:43:10.900655] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-11-27T19:43:10.900719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:10.900763] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:10.900802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:10.900869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:10.960061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:10.960939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:10.961034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:10.961080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:11.074445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:11.074641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:11.074694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:11.074733] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:11.078077] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-11-27T19:43:11.078391] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-11-27T19:43:11.078538] [INFO ] [sig       ] ASNS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:11.220480] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASNS.txt
[2025-11-27T19:43:11.220791] [INFO ] [sig       ] [274/3661] Completed ASNS in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:11.220872] [INFO ] [sig       ] [275/3661] Forecasting ASO...
[2025-11-27T19:43:11.220944] [INFO ] [sig       ] Generating forecast for: ASO
[2025-11-27T19:43:11.221020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-11-27T19:43:11.234506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-11-27T19:43:11.234966] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-11-27T19:43:11.235885] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-11-27T19:43:11.235952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:11.236008] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:11.236045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:11.236136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:11.292742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:11.293644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:11.293753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:11.293797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:11.414077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:11.414248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:11.414298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:11.414336] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:11.417857] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=38.16%)
[2025-11-27T19:43:11.418175] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-11-27T19:43:11.418324] [INFO ] [sig       ] ASO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:11.557770] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASO.txt
[2025-11-27T19:43:11.557955] [INFO ] [sig       ] [275/3661] Completed ASO in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:11.558005] [INFO ] [sig       ] [276/3661] Forecasting ASPI...
[2025-11-27T19:43:11.558047] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-11-27T19:43:11.558121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-11-27T19:43:11.569198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-11-27T19:43:11.569501] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-11-27T19:43:11.570318] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-11-27T19:43:11.570398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:11.570451] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:11.570496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:11.570566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:11.628629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:11.629322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:11.629430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:11.629485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:11.761379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:11.761555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:11.761624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:11.761665] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:11.764936] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-11-27T19:43:11.765212] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-11-27T19:43:11.765348] [INFO ] [sig       ] ASPI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:11.916364] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASPI.txt
[2025-11-27T19:43:11.916539] [INFO ] [sig       ] [276/3661] Completed ASPI in 0.4s | 2.97 sym/s | Total: 1.5m | ETA: 19.0m
[2025-11-27T19:43:11.916628] [INFO ] [sig       ] [277/3661] Forecasting ASPN...
[2025-11-27T19:43:11.916666] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-11-27T19:43:11.916716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-11-27T19:43:11.929310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-11-27T19:43:11.929742] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-11-27T19:43:11.930625] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-11-27T19:43:11.930690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:11.930733] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:11.930771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:11.930837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:11.989128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:11.989969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:11.990066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:11.990110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:12.114056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:12.114228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:12.114276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:12.114314] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:12.117701] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2025-11-27T19:43:12.117992] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-11-27T19:43:12.118155] [INFO ] [sig       ] ASPN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:12.253171] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASPN.txt
[2025-11-27T19:43:12.253324] [INFO ] [sig       ] [277/3661] Completed ASPN in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 19.0m
[2025-11-27T19:43:12.253388] [INFO ] [sig       ] [278/3661] Forecasting ASPS...
[2025-11-27T19:43:12.253433] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-11-27T19:43:12.253473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-11-27T19:43:12.264648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-11-27T19:43:12.264969] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-11-27T19:43:12.265793] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-11-27T19:43:12.265857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:12.265898] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:12.265934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:12.265999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:12.321694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:12.322567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:12.322681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:12.322724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:12.439549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:12.439722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:12.439781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:12.439821] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:12.443049] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2025-11-27T19:43:12.443324] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-11-27T19:43:12.443462] [INFO ] [sig       ] ASPS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:12.580321] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASPS.txt
[2025-11-27T19:43:12.580470] [INFO ] [sig       ] [278/3661] Completed ASPS in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 19.0m
[2025-11-27T19:43:12.580538] [INFO ] [sig       ] [279/3661] Forecasting ASTE...
[2025-11-27T19:43:12.580598] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-11-27T19:43:12.580637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-11-27T19:43:12.590881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-11-27T19:43:12.591168] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-11-27T19:43:12.592087] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-11-27T19:43:12.592150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:12.592187] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:12.592223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:12.592287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:12.647114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:12.647794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:12.647883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:12.647920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:12.764164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:12.764337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:12.764387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:12.764430] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:12.767828] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-11-27T19:43:12.768178] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-11-27T19:43:12.768335] [INFO ] [sig       ] ASTE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:12.906237] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASTE.txt
[2025-11-27T19:43:12.906386] [INFO ] [sig       ] [279/3661] Completed ASTE in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 19.0m
[2025-11-27T19:43:12.906437] [INFO ] [sig       ] [280/3661] Forecasting ASTH...
[2025-11-27T19:43:12.906476] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-11-27T19:43:12.906514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-11-27T19:43:12.918327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-11-27T19:43:12.918679] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-11-27T19:43:12.919497] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-11-27T19:43:12.919561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:12.919617] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:12.919655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:12.919738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:12.975300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:12.975950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:12.976041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:12.976085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:13.096426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:13.096595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:13.096644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:13.096682] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:13.099989] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-11-27T19:43:13.100273] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-11-27T19:43:13.100421] [INFO ] [sig       ] ASTH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:13.237459] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASTH.txt
[2025-11-27T19:43:13.237668] [INFO ] [sig       ] [280/3661] Completed ASTH in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 19.0m
[2025-11-27T19:43:13.237722] [INFO ] [sig       ] [281/3661] Forecasting ASTI...
[2025-11-27T19:43:13.237778] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-11-27T19:43:13.237823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-11-27T19:43:13.249839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-11-27T19:43:13.250230] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-11-27T19:43:13.251021] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-11-27T19:43:13.251084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:13.251125] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:13.251163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:13.251228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:13.306104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:13.306714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:13.306802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:13.306844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:13.426352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:13.426500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:13.426548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:13.426604] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:13.429852] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=27.42%)
[2025-11-27T19:43:13.430124] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-11-27T19:43:13.430258] [INFO ] [sig       ] ASTI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:13.567059] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASTI.txt
[2025-11-27T19:43:13.567193] [INFO ] [sig       ] [281/3661] Completed ASTI in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 19.0m
[2025-11-27T19:43:13.567243] [INFO ] [sig       ] [282/3661] Forecasting ASTL...
[2025-11-27T19:43:13.567282] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-11-27T19:43:13.567348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-11-27T19:43:13.578149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-11-27T19:43:13.578451] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-11-27T19:43:13.579225] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-11-27T19:43:13.579288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:13.579330] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:13.579366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:13.579432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:13.634199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:13.634814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:13.634902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:13.634945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:13.751733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:13.751878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:13.751926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:13.751982] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:13.755188] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-11-27T19:43:13.755455] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-11-27T19:43:13.755608] [INFO ] [sig       ] ASTL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:13.890134] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASTL.txt
[2025-11-27T19:43:13.890267] [INFO ] [sig       ] [282/3661] Completed ASTL in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 19.0m
[2025-11-27T19:43:13.890315] [INFO ] [sig       ] [283/3661] Forecasting ASTS...
[2025-11-27T19:43:13.890355] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-11-27T19:43:13.890399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-11-27T19:43:13.901641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-11-27T19:43:13.901922] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-11-27T19:43:13.902690] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-11-27T19:43:13.902753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:13.902795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:13.902831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:13.902896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:13.957836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:13.958433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:13.958520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:13.958563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:14.077249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:14.077400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:14.077449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:14.077487] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:14.080773] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-11-27T19:43:14.081044] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-11-27T19:43:14.081182] [INFO ] [sig       ] ASTS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:14.218356] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASTS.txt
[2025-11-27T19:43:14.218508] [INFO ] [sig       ] [283/3661] Completed ASTS in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:14.218557] [INFO ] [sig       ] [284/3661] Forecasting ASX...
[2025-11-27T19:43:14.218612] [INFO ] [sig       ] Generating forecast for: ASX
[2025-11-27T19:43:14.218653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-11-27T19:43:14.228772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-11-27T19:43:14.229052] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-11-27T19:43:14.229826] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-11-27T19:43:14.229888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:14.229929] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:14.229965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:14.230029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:14.285681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:14.286395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:14.286488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:14.286545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:14.406357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:14.406519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:14.406583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:14.406622] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:14.409939] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-11-27T19:43:14.410216] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-11-27T19:43:14.410354] [INFO ] [sig       ] ASX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:14.545035] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ASX.txt
[2025-11-27T19:43:14.545177] [INFO ] [sig       ] [284/3661] Completed ASX in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:14.545226] [INFO ] [sig       ] [285/3661] Forecasting ASYS...
[2025-11-27T19:43:14.545265] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-11-27T19:43:14.545303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-11-27T19:43:14.557309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-11-27T19:43:14.557685] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-11-27T19:43:14.558596] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-11-27T19:43:14.558661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:14.558704] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:14.558741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:14.558806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:14.617333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:14.618163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:14.618262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:14.618378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:14.738769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:14.738935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:14.738986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:14.739018] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:14.742509] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-11-27T19:43:14.742829] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-11-27T19:43:14.742971] [INFO ] [sig       ] ASYS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:14.882975] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ASYS.txt
[2025-11-27T19:43:14.883160] [INFO ] [sig       ] [285/3661] Completed ASYS in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:14.883225] [INFO ] [sig       ] [286/3661] Forecasting ATAI...
[2025-11-27T19:43:14.883266] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-11-27T19:43:14.883305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-11-27T19:43:14.894753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-11-27T19:43:14.895110] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-11-27T19:43:14.895998] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-11-27T19:43:14.896063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:14.896123] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:14.896191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:14.896272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:14.955056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:14.955972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:14.956086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:14.956132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:15.072398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:15.072561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:15.072622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:15.072663] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:15.076008] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-11-27T19:43:15.076293] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-11-27T19:43:15.076428] [INFO ] [sig       ] ATAI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:15.217264] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATAI.txt
[2025-11-27T19:43:15.217421] [INFO ] [sig       ] [286/3661] Completed ATAI in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:15.217477] [INFO ] [sig       ] [287/3661] Forecasting ATEC...
[2025-11-27T19:43:15.217517] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-11-27T19:43:15.217592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-11-27T19:43:15.228401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-11-27T19:43:15.228718] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-11-27T19:43:15.229491] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-11-27T19:43:15.229567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:15.229632] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:15.229668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:15.229732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:15.284697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:15.285290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:15.285376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:15.285418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:15.405044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:15.405208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:15.405255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:15.405294] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:15.408547] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-11-27T19:43:15.408836] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-11-27T19:43:15.408972] [INFO ] [sig       ] ATEC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:15.545988] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATEC.txt
[2025-11-27T19:43:15.546135] [INFO ] [sig       ] [287/3661] Completed ATEC in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:15.546184] [INFO ] [sig       ] [288/3661] Forecasting ATEN...
[2025-11-27T19:43:15.546223] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-11-27T19:43:15.546266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-11-27T19:43:15.557228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-11-27T19:43:15.557518] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-11-27T19:43:15.558325] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-11-27T19:43:15.558388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:15.558421] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:15.558452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:15.558523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:15.613853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:15.614492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:15.614594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:15.614639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:15.734727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:15.734889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:15.734939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:15.734977] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:15.738303] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-11-27T19:43:15.738594] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-11-27T19:43:15.738729] [INFO ] [sig       ] ATEN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:15.875630] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATEN.txt
[2025-11-27T19:43:15.875783] [INFO ] [sig       ] [288/3661] Completed ATEN in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:15.875834] [INFO ] [sig       ] [289/3661] Forecasting ATEX...
[2025-11-27T19:43:15.875874] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-11-27T19:43:15.875931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-11-27T19:43:15.886734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-11-27T19:43:15.887015] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-11-27T19:43:15.887786] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-11-27T19:43:15.887849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:15.887891] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:15.887929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:15.887994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:15.945397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:15.946048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:15.946138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:15.946176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:16.061734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:16.061897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:16.061946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:16.061984] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:16.065215] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-11-27T19:43:16.065495] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-11-27T19:43:16.065647] [INFO ] [sig       ] ATEX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:16.201352] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATEX.txt
[2025-11-27T19:43:16.201531] [INFO ] [sig       ] [289/3661] Completed ATEX in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:16.201600] [INFO ] [sig       ] [290/3661] Forecasting ATGE...
[2025-11-27T19:43:16.201641] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-11-27T19:43:16.201708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-11-27T19:43:16.213069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-11-27T19:43:16.213431] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-11-27T19:43:16.214221] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-11-27T19:43:16.214284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:16.214327] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:16.214362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:16.214426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:16.270559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:16.271411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:16.271503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:16.271545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:16.389502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:16.389684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:16.389734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:16.389773] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:16.393006] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-11-27T19:43:16.393279] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-11-27T19:43:16.393412] [INFO ] [sig       ] ATGE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:16.529203] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATGE.txt
[2025-11-27T19:43:16.529365] [INFO ] [sig       ] [290/3661] Completed ATGE in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:16.529416] [INFO ] [sig       ] [291/3661] Forecasting ATHA...
[2025-11-27T19:43:16.529456] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-11-27T19:43:16.529492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-11-27T19:43:16.541719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-11-27T19:43:16.542153] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-11-27T19:43:16.543139] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-11-27T19:43:16.543206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:16.543260] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:16.543317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:16.543414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:16.605869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:16.606762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:16.606864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:16.606911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:16.733046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:16.733222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:16.733284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:16.733318] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:16.736912] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-11-27T19:43:16.737260] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-11-27T19:43:16.737419] [INFO ] [sig       ] ATHA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:16.883042] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATHA.txt
[2025-11-27T19:43:16.883205] [INFO ] [sig       ] [291/3661] Completed ATHA in 0.4s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:16.883257] [INFO ] [sig       ] [292/3661] Forecasting ATHM...
[2025-11-27T19:43:16.883290] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-11-27T19:43:16.883326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-11-27T19:43:16.894555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-11-27T19:43:16.894873] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-11-27T19:43:16.895688] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-11-27T19:43:16.895754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:16.895799] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:16.895838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:16.895906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:16.952738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:16.953374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:16.953466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:16.953507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:17.072909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:17.073074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:17.073122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:17.073159] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:17.076405] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-11-27T19:43:17.076703] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-11-27T19:43:17.076838] [INFO ] [sig       ] ATHM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:17.210787] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATHM.txt
[2025-11-27T19:43:17.210930] [INFO ] [sig       ] [292/3661] Completed ATHM in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:17.210981] [INFO ] [sig       ] [293/3661] Forecasting ATI...
[2025-11-27T19:43:17.211019] [INFO ] [sig       ] Generating forecast for: ATI
[2025-11-27T19:43:17.211058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-11-27T19:43:17.222631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-11-27T19:43:17.222992] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-11-27T19:43:17.223810] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-11-27T19:43:17.223874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:17.223917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:17.223951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:17.224032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:17.280163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:17.281083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:17.281187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:17.281229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:17.404000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:17.404177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:17.404228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:17.404265] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:17.407633] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=31.90%)
[2025-11-27T19:43:17.407914] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-11-27T19:43:17.408055] [INFO ] [sig       ] ATI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:17.544874] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATI.txt
[2025-11-27T19:43:17.545055] [INFO ] [sig       ] [293/3661] Completed ATI in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:17.545107] [INFO ] [sig       ] [294/3661] Forecasting ATLC...
[2025-11-27T19:43:17.545141] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-11-27T19:43:17.545180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-11-27T19:43:17.556490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-11-27T19:43:17.556887] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-11-27T19:43:17.557690] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-11-27T19:43:17.557752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:17.557793] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:17.557828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:17.557892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:17.613439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:17.614301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:17.614396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:17.614439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:17.742681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:17.742850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:17.742899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:17.742937] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:17.746251] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-11-27T19:43:17.746526] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-11-27T19:43:17.746677] [INFO ] [sig       ] ATLC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:17.882834] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATLC.txt
[2025-11-27T19:43:17.883023] [INFO ] [sig       ] [294/3661] Completed ATLC in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.9m
[2025-11-27T19:43:17.883076] [INFO ] [sig       ] [295/3661] Forecasting ATLCZ...
[2025-11-27T19:43:17.883139] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-11-27T19:43:17.883177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-11-27T19:43:17.894514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-11-27T19:43:17.894900] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-11-27T19:43:17.895697] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-11-27T19:43:17.895759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:17.895800] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:17.895836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:17.895898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:17.951199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:17.951889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:17.951980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:17.952023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:18.066200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:18.066354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:18.066413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:18.066459] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:18.069885] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-11-27T19:43:18.070181] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-11-27T19:43:18.070332] [INFO ] [sig       ] ATLCZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:18.204303] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATLCZ.txt
[2025-11-27T19:43:18.204477] [INFO ] [sig       ] [295/3661] Completed ATLCZ in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.9m
[2025-11-27T19:43:18.204567] [INFO ] [sig       ] [296/3661] Forecasting ATLO...
[2025-11-27T19:43:18.204626] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-11-27T19:43:18.204666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-11-27T19:43:18.215852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-11-27T19:43:18.216197] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-11-27T19:43:18.217021] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-11-27T19:43:18.217086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:18.217138] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:18.217183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:18.217264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:18.273290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:18.274030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:18.274122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:18.274160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:18.384202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:18.384368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:18.384424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:18.384457] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:18.387810] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-11-27T19:43:18.388135] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-11-27T19:43:18.388299] [INFO ] [sig       ] ATLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:18.524157] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATLO.txt
[2025-11-27T19:43:18.524310] [INFO ] [sig       ] [296/3661] Completed ATLO in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.9m
[2025-11-27T19:43:18.524360] [INFO ] [sig       ] [297/3661] Forecasting ATNI...
[2025-11-27T19:43:18.524406] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-11-27T19:43:18.524452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-11-27T19:43:18.535123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-11-27T19:43:18.535417] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-11-27T19:43:18.536221] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-11-27T19:43:18.536284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:18.536324] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:18.536370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:18.536454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:18.591811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:18.592709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:18.592808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:18.592857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:18.713789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:18.713952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:18.714011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:18.714058] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:18.717441] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-11-27T19:43:18.717751] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-11-27T19:43:18.717897] [INFO ] [sig       ] ATNI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:18.853365] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATNI.txt
[2025-11-27T19:43:18.853538] [INFO ] [sig       ] [297/3661] Completed ATNI in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.9m
[2025-11-27T19:43:18.853606] [INFO ] [sig       ] [298/3661] Forecasting ATO...
[2025-11-27T19:43:18.853685] [INFO ] [sig       ] Generating forecast for: ATO
[2025-11-27T19:43:18.853742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-11-27T19:43:18.864588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-11-27T19:43:18.864879] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-11-27T19:43:18.865677] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-11-27T19:43:18.865750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:18.865804] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:18.865849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:18.865924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:18.920859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:18.921533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:18.921643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:18.921694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:19.043619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:19.043783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:19.043831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:19.043868] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:19.047176] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-11-27T19:43:19.047484] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-11-27T19:43:19.047657] [INFO ] [sig       ] ATO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:19.183088] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATO.txt
[2025-11-27T19:43:19.183244] [INFO ] [sig       ] [298/3661] Completed ATO in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:19.183295] [INFO ] [sig       ] [299/3661] Forecasting ATOM...
[2025-11-27T19:43:19.183389] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-11-27T19:43:19.183433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-11-27T19:43:19.193920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-11-27T19:43:19.194214] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-11-27T19:43:19.195016] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-11-27T19:43:19.195089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:19.195131] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:19.195167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:19.195229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:19.250321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:19.251197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:19.251300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:19.251336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:19.372454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:19.372629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:19.372699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:19.372742] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:19.376008] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-11-27T19:43:19.376295] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-11-27T19:43:19.376441] [INFO ] [sig       ] ATOM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:19.514715] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATOM.txt
[2025-11-27T19:43:19.514872] [INFO ] [sig       ] [299/3661] Completed ATOM in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:19.514933] [INFO ] [sig       ] [300/3661] Forecasting ATPC...
[2025-11-27T19:43:19.514983] [INFO ] [sig       ] Generating forecast for: ATPC
[2025-11-27T19:43:19.515048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATPC' from 'https://tdm.silogroup.org/data/derivative_storage/ATPC.csv'.
[2025-11-27T19:43:19.525904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATPC'.
[2025-11-27T19:43:19.526265] [INFO ] [FORECASTER] Starting predict_future for ATPC
[2025-11-27T19:43:19.527076] [DEBUG] [LOCAL     ] No optimal features file found for ATPC: ./output/feature-sets/ATPC.txt
[2025-11-27T19:43:19.527140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:19.527188] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:19.527230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:19.527301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:19.584254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:19.585026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:19.585126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:19.585172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:19.695593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:19.695758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:19.695809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:19.695849] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:19.699335] [DEBUG] [FORECASTER] ATPC: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-11-27T19:43:19.699650] [INFO ] [FORECASTER] Completed predict_future for ATPC
[2025-11-27T19:43:19.699797] [INFO ] [sig       ] ATPC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:19.837293] [INFO ] [LOCAL     ] Saved forecast: ATPC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ATPC.txt
[2025-11-27T19:43:19.837443] [INFO ] [sig       ] [300/3661] Completed ATPC in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:19.837506] [INFO ] [sig       ] [301/3661] Forecasting ATRA...
[2025-11-27T19:43:19.837584] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-11-27T19:43:19.837655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-11-27T19:43:19.848690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-11-27T19:43:19.849028] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-11-27T19:43:19.849853] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-11-27T19:43:19.849917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:19.849968] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:19.850010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:19.850088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:19.907278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:19.908007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:19.908103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:19.908171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:20.028776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:20.028936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:20.028983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:20.029019] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:20.032274] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-11-27T19:43:20.032592] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-11-27T19:43:20.032729] [INFO ] [sig       ] ATRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:20.170490] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATRA.txt
[2025-11-27T19:43:20.170646] [INFO ] [sig       ] [301/3661] Completed ATRA in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:20.170697] [INFO ] [sig       ] [302/3661] Forecasting ATRC...
[2025-11-27T19:43:20.170734] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-11-27T19:43:20.170770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-11-27T19:43:20.181662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-11-27T19:43:20.181966] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-11-27T19:43:20.182769] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-11-27T19:43:20.182832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:20.182873] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:20.182910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:20.182975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:20.239650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:20.240351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:20.240444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:20.240499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:20.359005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:20.359175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:20.359235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:20.359285] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:20.362859] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-11-27T19:43:20.363162] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-11-27T19:43:20.363329] [INFO ] [sig       ] ATRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:20.500001] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATRC.txt
[2025-11-27T19:43:20.500202] [INFO ] [sig       ] [302/3661] Completed ATRC in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:20.500264] [INFO ] [sig       ] [303/3661] Forecasting ATRO...
[2025-11-27T19:43:20.500305] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-11-27T19:43:20.500366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-11-27T19:43:20.511968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-11-27T19:43:20.512315] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-11-27T19:43:20.513125] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-11-27T19:43:20.513188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:20.513229] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:20.513264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:20.513330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:20.569245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:20.569953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:20.570047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:20.570091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:20.692986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:20.693151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:20.693199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:20.693232] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:20.696510] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-11-27T19:43:20.696802] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-11-27T19:43:20.696939] [INFO ] [sig       ] ATRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:20.832448] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATRO.txt
[2025-11-27T19:43:20.832615] [INFO ] [sig       ] [303/3661] Completed ATRO in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:20.832667] [INFO ] [sig       ] [304/3661] Forecasting ATXS...
[2025-11-27T19:43:20.832723] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-11-27T19:43:20.832764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-11-27T19:43:20.847143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-11-27T19:43:20.847468] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-11-27T19:43:20.848302] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-11-27T19:43:20.848371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:20.848412] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:20.848449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:20.848514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:20.903620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:20.904313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:20.904403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:20.904446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:21.020710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:21.020875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:21.020924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:21.020962] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:21.024184] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-11-27T19:43:21.024473] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-11-27T19:43:21.024625] [INFO ] [sig       ] ATXS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:21.158951] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ATXS.txt
[2025-11-27T19:43:21.159094] [INFO ] [sig       ] [304/3661] Completed ATXS in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:21.159143] [INFO ] [sig       ] [305/3661] Forecasting AUB...
[2025-11-27T19:43:21.159182] [INFO ] [sig       ] Generating forecast for: AUB
[2025-11-27T19:43:21.159220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-11-27T19:43:21.171247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-11-27T19:43:21.171664] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-11-27T19:43:21.172527] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-11-27T19:43:21.172611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:21.172655] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:21.172693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:21.172757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:21.233024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:21.233897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:21.234002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:21.234066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:21.357614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:21.357791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:21.357841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:21.357881] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:21.361331] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-11-27T19:43:21.361650] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-11-27T19:43:21.361794] [INFO ] [sig       ] AUB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:21.499458] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AUB.txt
[2025-11-27T19:43:21.499639] [INFO ] [sig       ] [305/3661] Completed AUB in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:21.499693] [INFO ] [sig       ] [306/3661] Forecasting AUDC...
[2025-11-27T19:43:21.499735] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-11-27T19:43:21.499771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-11-27T19:43:21.510882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-11-27T19:43:21.511177] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-11-27T19:43:21.512009] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-11-27T19:43:21.512074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:21.512124] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:21.512172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:21.512245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:21.570232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:21.570930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:21.571031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:21.571082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:21.688460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:21.688665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:21.688732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:21.688774] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:21.692021] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-11-27T19:43:21.692297] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-11-27T19:43:21.692432] [INFO ] [sig       ] AUDC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:21.829520] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AUDC.txt
[2025-11-27T19:43:21.829714] [INFO ] [sig       ] [306/3661] Completed AUDC in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:21.829767] [INFO ] [sig       ] [307/3661] Forecasting AUID...
[2025-11-27T19:43:21.829807] [INFO ] [sig       ] Generating forecast for: AUID
[2025-11-27T19:43:21.829846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-11-27T19:43:21.842070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-11-27T19:43:21.842522] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-11-27T19:43:21.843401] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-11-27T19:43:21.843479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:21.843538] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:21.843604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:21.843677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:21.903249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:21.904009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:21.904104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:21.904147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:22.031295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:22.031469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:22.031524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:22.031563] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:22.035173] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-11-27T19:43:22.035476] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-11-27T19:43:22.035635] [INFO ] [sig       ] AUID: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:22.176002] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AUID.txt
[2025-11-27T19:43:22.176160] [INFO ] [sig       ] [307/3661] Completed AUID in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:22.176211] [INFO ] [sig       ] [308/3661] Forecasting AUPH...
[2025-11-27T19:43:22.176248] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-11-27T19:43:22.176304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-11-27T19:43:22.186735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-11-27T19:43:22.187020] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-11-27T19:43:22.187820] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-11-27T19:43:22.187882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:22.187919] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:22.187956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:22.188025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:22.242629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:22.243307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:22.243396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:22.243439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:22.364805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:22.364944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:22.364992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:22.365030] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:22.368427] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-11-27T19:43:22.368731] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-11-27T19:43:22.368870] [INFO ] [sig       ] AUPH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:22.503360] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AUPH.txt
[2025-11-27T19:43:22.503514] [INFO ] [sig       ] [308/3661] Completed AUPH in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:22.503564] [INFO ] [sig       ] [309/3661] Forecasting AURA...
[2025-11-27T19:43:22.503637] [INFO ] [sig       ] Generating forecast for: AURA
[2025-11-27T19:43:22.503680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-11-27T19:43:22.514033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-11-27T19:43:22.514358] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-11-27T19:43:22.515160] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-11-27T19:43:22.515222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:22.515263] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:22.515302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:22.515364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:22.570746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:22.571655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:22.571768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:22.571822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:22.700636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:22.700825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:22.700899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:22.700958] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:22.704555] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-11-27T19:43:22.704865] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-11-27T19:43:22.705014] [INFO ] [sig       ] AURA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:22.850494] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AURA.txt
[2025-11-27T19:43:22.850678] [INFO ] [sig       ] [309/3661] Completed AURA in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:22.850745] [INFO ] [sig       ] [310/3661] Forecasting AUTL...
[2025-11-27T19:43:22.850792] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-11-27T19:43:22.850851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-11-27T19:43:22.861637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-11-27T19:43:22.861929] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-11-27T19:43:22.862773] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-11-27T19:43:22.862839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:22.862910] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:22.862972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:22.863070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:22.920152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:22.920871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:22.920964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:22.921015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:23.043361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:23.043546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:23.043631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:23.043688] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:23.047101] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-11-27T19:43:23.047471] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-11-27T19:43:23.047673] [INFO ] [sig       ] AUTL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:23.182516] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AUTL.txt
[2025-11-27T19:43:23.182672] [INFO ] [sig       ] [310/3661] Completed AUTL in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:23.182724] [INFO ] [sig       ] [311/3661] Forecasting AVA...
[2025-11-27T19:43:23.182765] [INFO ] [sig       ] Generating forecast for: AVA
[2025-11-27T19:43:23.182803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-11-27T19:43:23.193694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-11-27T19:43:23.193981] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-11-27T19:43:23.194789] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-11-27T19:43:23.194851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:23.194895] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:23.194945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:23.195039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:23.250819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:23.251502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:23.251607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:23.251652] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:23.363527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:23.363702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:23.363759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:23.363805] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:23.367151] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-11-27T19:43:23.367448] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-11-27T19:43:23.367617] [INFO ] [sig       ] AVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:23.507188] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AVA.txt
[2025-11-27T19:43:23.507326] [INFO ] [sig       ] [311/3661] Completed AVA in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:23.507374] [INFO ] [sig       ] [312/3661] Forecasting AVAH...
[2025-11-27T19:43:23.507415] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-11-27T19:43:23.507451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-11-27T19:43:23.517988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-11-27T19:43:23.518306] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-11-27T19:43:23.519128] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-11-27T19:43:23.519191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:23.519237] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:23.519292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:23.519384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:23.575896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:23.576526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:23.576629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:23.576677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:23.698436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:23.698605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:23.698655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:23.698692] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:23.702018] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=34.64%)
[2025-11-27T19:43:23.702314] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-11-27T19:43:23.702468] [INFO ] [sig       ] AVAH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:23.840733] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AVAH.txt
[2025-11-27T19:43:23.840865] [INFO ] [sig       ] [312/3661] Completed AVAH in 0.3s | 2.98 sym/s | Total: 1.7m | ETA: 18.8m
[2025-11-27T19:43:23.840924] [INFO ] [sig       ] [313/3661] Forecasting AVAL...
[2025-11-27T19:43:23.840962] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-11-27T19:43:23.841019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-11-27T19:43:23.851715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-11-27T19:43:23.852053] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-11-27T19:43:23.852880] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-11-27T19:43:23.852953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:23.853017] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:23.853078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:23.853181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:23.909762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:23.910412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:23.910510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:23.910565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:24.027565] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:24.027730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:24.027791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:24.027845] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:24.031179] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-11-27T19:43:24.031480] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-11-27T19:43:24.031789] [INFO ] [sig       ] AVAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:24.171832] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AVAL.txt
[2025-11-27T19:43:24.171981] [INFO ] [sig       ] [313/3661] Completed AVAL in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.8m
[2025-11-27T19:43:24.172051] [INFO ] [sig       ] [314/3661] Forecasting AVB...
[2025-11-27T19:43:24.172106] [INFO ] [sig       ] Generating forecast for: AVB
[2025-11-27T19:43:24.172188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-11-27T19:43:24.183459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-11-27T19:43:24.183796] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-11-27T19:43:24.184648] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-11-27T19:43:24.184716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:24.184759] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:24.184797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:24.184873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:24.242589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:24.243202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:24.243290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:24.243331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:24.363849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:24.364001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:24.364049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:24.364088] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:24.367339] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-11-27T19:43:24.367654] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-11-27T19:43:24.367808] [INFO ] [sig       ] AVB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:24.505221] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AVB.txt
[2025-11-27T19:43:24.505360] [INFO ] [sig       ] [314/3661] Completed AVB in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:24.505422] [INFO ] [sig       ] [315/3661] Forecasting AVBP...
[2025-11-27T19:43:24.505476] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-11-27T19:43:24.505532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-11-27T19:43:24.516176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-11-27T19:43:24.516473] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-11-27T19:43:24.517303] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-11-27T19:43:24.517369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:24.517412] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:24.517449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:24.517523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:24.575237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:24.575879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:24.575966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:24.576012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:24.694883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:24.695038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:24.695086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:24.695123] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:24.698514] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-11-27T19:43:24.698836] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-11-27T19:43:24.698994] [INFO ] [sig       ] AVBP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:24.841407] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AVBP.txt
[2025-11-27T19:43:24.841558] [INFO ] [sig       ] [315/3661] Completed AVBP in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:24.841655] [INFO ] [sig       ] [316/3661] Forecasting AVD...
[2025-11-27T19:43:24.841737] [INFO ] [sig       ] Generating forecast for: AVD
[2025-11-27T19:43:24.841831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-11-27T19:43:24.852718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-11-27T19:43:24.853024] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-11-27T19:43:24.853868] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-11-27T19:43:24.853941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:24.854005] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:24.854063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:24.854170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:24.912654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:24.913376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:24.913478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:24.913543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:25.032885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:25.033055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:25.033116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:25.033154] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:25.036490] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-11-27T19:43:25.036797] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-11-27T19:43:25.036944] [INFO ] [sig       ] AVD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:25.174448] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AVD.txt
[2025-11-27T19:43:25.174635] [INFO ] [sig       ] [316/3661] Completed AVD in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:25.174694] [INFO ] [sig       ] [317/3661] Forecasting AVDL...
[2025-11-27T19:43:25.174813] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-11-27T19:43:25.174855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-11-27T19:43:25.185130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-11-27T19:43:25.185459] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-11-27T19:43:25.186258] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-11-27T19:43:25.186321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:25.186372] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:25.186419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:25.186501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:25.243639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:25.244467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:25.244562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:25.244625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:25.373154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:25.373322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:25.373369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:25.373423] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:25.376725] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-11-27T19:43:25.377006] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-11-27T19:43:25.377138] [INFO ] [sig       ] AVDL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:25.516381] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AVDL.txt
[2025-11-27T19:43:25.516536] [INFO ] [sig       ] [317/3661] Completed AVDL in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:25.516601] [INFO ] [sig       ] [318/3661] Forecasting AVGO...
[2025-11-27T19:43:25.516650] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-11-27T19:43:25.516690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-11-27T19:43:25.527721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-11-27T19:43:25.528006] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-11-27T19:43:25.528854] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-11-27T19:43:25.528918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:25.528968] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:25.529014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:25.529095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:25.586135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:25.586828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:25.586919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:25.586962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:25.707794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:25.707956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:25.708007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:25.708042] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:25.711428] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-11-27T19:43:25.711738] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-11-27T19:43:25.711877] [INFO ] [sig       ] AVGO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:25.848163] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AVGO.txt
[2025-11-27T19:43:25.848324] [INFO ] [sig       ] [318/3661] Completed AVGO in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:25.848384] [INFO ] [sig       ] [319/3661] Forecasting AVGX...
[2025-11-27T19:43:25.848451] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-11-27T19:43:25.848537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-11-27T19:43:25.859291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-11-27T19:43:25.859593] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-11-27T19:43:25.860397] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-11-27T19:43:25.860461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:25.860498] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:25.860534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:25.860631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:25.917494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:25.918273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:25.918381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:25.918426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:26.040502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:26.040683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:26.040737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:26.040777] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:26.044130] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=13.84%)
[2025-11-27T19:43:26.044410] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-11-27T19:43:26.044548] [INFO ] [sig       ] AVGX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:26.182279] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AVGX.txt
[2025-11-27T19:43:26.182425] [INFO ] [sig       ] [319/3661] Completed AVGX in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:26.182477] [INFO ] [sig       ] [320/3661] Forecasting AVK...
[2025-11-27T19:43:26.182513] [INFO ] [sig       ] Generating forecast for: AVK
[2025-11-27T19:43:26.182552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-11-27T19:43:26.193740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-11-27T19:43:26.194033] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-11-27T19:43:26.194814] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-11-27T19:43:26.194875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:26.194917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:26.194953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:26.195018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:26.256936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:26.257935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:26.258042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:26.258098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:26.376502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:26.376692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:26.376745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:26.376778] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:26.380166] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-11-27T19:43:26.380445] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-11-27T19:43:26.380606] [INFO ] [sig       ] AVK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:26.529882] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AVK.txt
[2025-11-27T19:43:26.530058] [INFO ] [sig       ] [320/3661] Completed AVK in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:26.530107] [INFO ] [sig       ] [321/3661] Forecasting AVNS...
[2025-11-27T19:43:26.530152] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-11-27T19:43:26.530191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-11-27T19:43:26.541259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-11-27T19:43:26.541555] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-11-27T19:43:26.542358] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-11-27T19:43:26.542424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:26.542466] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:26.542522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:26.542658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:26.597855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:26.598486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:26.598591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:26.598635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:26.715927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:26.716084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:26.716132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:26.716168] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:26.719437] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=73.39%)
[2025-11-27T19:43:26.719736] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-11-27T19:43:26.719880] [INFO ] [sig       ] AVNS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:26.855623] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AVNS.txt
[2025-11-27T19:43:26.855774] [INFO ] [sig       ] [321/3661] Completed AVNS in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:26.855822] [INFO ] [sig       ] [322/3661] Forecasting AVO...
[2025-11-27T19:43:26.855858] [INFO ] [sig       ] Generating forecast for: AVO
[2025-11-27T19:43:26.855895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-11-27T19:43:26.866702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-11-27T19:43:26.866997] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-11-27T19:43:26.867806] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-11-27T19:43:26.867870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:26.867912] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:26.867948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:26.868015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:26.924913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:26.925616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:26.925707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:26.925750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:27.043887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:27.044078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:27.044131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:27.044167] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:27.047672] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-11-27T19:43:27.047942] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-11-27T19:43:27.048079] [INFO ] [sig       ] AVO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:27.184638] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AVO.txt
[2025-11-27T19:43:27.184793] [INFO ] [sig       ] [322/3661] Completed AVO in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:27.184846] [INFO ] [sig       ] [323/3661] Forecasting AVTX...
[2025-11-27T19:43:27.184881] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-11-27T19:43:27.184915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-11-27T19:43:27.196630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-11-27T19:43:27.196938] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-11-27T19:43:27.197747] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-11-27T19:43:27.197809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:27.197850] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:27.197886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:27.197960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:27.255444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:27.256301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:27.256398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:27.256437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:27.383925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:27.384085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:27.384132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:27.384166] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:27.387444] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-11-27T19:43:27.387743] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-11-27T19:43:27.387878] [INFO ] [sig       ] AVTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:27.525395] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AVTX.txt
[2025-11-27T19:43:27.525643] [INFO ] [sig       ] [323/3661] Completed AVTX in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:27.525737] [INFO ] [sig       ] [324/3661] Forecasting AVXL...
[2025-11-27T19:43:27.525822] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-11-27T19:43:27.525881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-11-27T19:43:27.537165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-11-27T19:43:27.537493] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-11-27T19:43:27.538326] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-11-27T19:43:27.538392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:27.538434] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:27.538472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:27.538538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:27.594947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:27.595694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:27.595784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:27.595826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:27.719742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:27.719918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:27.719967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:27.720007] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:27.723461] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-11-27T19:43:27.723768] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-11-27T19:43:27.723911] [INFO ] [sig       ] AVXL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:27.862677] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AVXL.txt
[2025-11-27T19:43:27.862822] [INFO ] [sig       ] [324/3661] Completed AVXL in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:27.862871] [INFO ] [sig       ] [325/3661] Forecasting AVY...
[2025-11-27T19:43:27.862909] [INFO ] [sig       ] Generating forecast for: AVY
[2025-11-27T19:43:27.862952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-11-27T19:43:27.873998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-11-27T19:43:27.874276] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-11-27T19:43:27.875063] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-11-27T19:43:27.875125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:27.875165] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:27.875201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:27.875264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:27.932179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:27.932951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:27.933045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:27.933083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:28.051533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:28.051719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:28.051769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:28.051810] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:28.055132] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=31.03%)
[2025-11-27T19:43:28.055408] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-11-27T19:43:28.055543] [INFO ] [sig       ] AVY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:28.192032] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AVY.txt
[2025-11-27T19:43:28.192185] [INFO ] [sig       ] [325/3661] Completed AVY in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:28.192237] [INFO ] [sig       ] [326/3661] Forecasting AWF...
[2025-11-27T19:43:28.192277] [INFO ] [sig       ] Generating forecast for: AWF
[2025-11-27T19:43:28.192315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-11-27T19:43:28.203381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-11-27T19:43:28.203676] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-11-27T19:43:28.204454] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-11-27T19:43:28.204518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:28.204560] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:28.204619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:28.204685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:28.260995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:28.261672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:28.261761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:28.261800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:28.387229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:28.387401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:28.387456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:28.387498] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:28.390943] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-11-27T19:43:28.391218] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-11-27T19:43:28.391354] [INFO ] [sig       ] AWF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:28.529285] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AWF.txt
[2025-11-27T19:43:28.529432] [INFO ] [sig       ] [326/3661] Completed AWF in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:28.529478] [INFO ] [sig       ] [327/3661] Forecasting AWI...
[2025-11-27T19:43:28.529518] [INFO ] [sig       ] Generating forecast for: AWI
[2025-11-27T19:43:28.529559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-11-27T19:43:28.540736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-11-27T19:43:28.541026] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-11-27T19:43:28.541837] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-11-27T19:43:28.541900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:28.541942] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:28.541979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:28.542055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:28.598979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:28.599879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:28.599975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:28.600029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:28.720800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:28.720965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:28.721017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:28.721056] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:28.724469] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=88.33%)
[2025-11-27T19:43:28.724774] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-11-27T19:43:28.724948] [INFO ] [sig       ] AWI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:28.863613] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AWI.txt
[2025-11-27T19:43:28.863760] [INFO ] [sig       ] [327/3661] Completed AWI in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:28.863822] [INFO ] [sig       ] [328/3661] Forecasting AWK...
[2025-11-27T19:43:28.863861] [INFO ] [sig       ] Generating forecast for: AWK
[2025-11-27T19:43:28.863917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-11-27T19:43:28.875017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-11-27T19:43:28.875308] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-11-27T19:43:28.876090] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-11-27T19:43:28.876152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:28.876193] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:28.876229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:28.876293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:28.939294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:28.940194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:28.940289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:28.940333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:29.056406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:29.056586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:29.056632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:29.056670] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:29.060072] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=65.86%)
[2025-11-27T19:43:29.060347] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-11-27T19:43:29.060480] [INFO ] [sig       ] AWK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:29.199926] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AWK.txt
[2025-11-27T19:43:29.200081] [INFO ] [sig       ] [328/3661] Completed AWK in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:29.200134] [INFO ] [sig       ] [329/3661] Forecasting AWP...
[2025-11-27T19:43:29.200171] [INFO ] [sig       ] Generating forecast for: AWP
[2025-11-27T19:43:29.200224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-11-27T19:43:29.211006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-11-27T19:43:29.211284] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-11-27T19:43:29.212079] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-11-27T19:43:29.212142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:29.212186] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:29.212224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:29.212288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:29.269406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:29.270048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:29.270137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:29.270182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:29.386881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:29.387055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:29.387105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:29.387141] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:29.390475] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=32.50%)
[2025-11-27T19:43:29.390780] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-11-27T19:43:29.390943] [INFO ] [sig       ] AWP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:29.530129] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AWP.txt
[2025-11-27T19:43:29.530307] [INFO ] [sig       ] [329/3661] Completed AWP in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:29.530363] [INFO ] [sig       ] [330/3661] Forecasting AWRE...
[2025-11-27T19:43:29.530421] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-11-27T19:43:29.530467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-11-27T19:43:29.541914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-11-27T19:43:29.542257] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-11-27T19:43:29.543160] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-11-27T19:43:29.543223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:29.543266] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:29.543303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:29.543399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:29.601548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:29.602427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:29.602531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:29.602603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:29.715487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:29.715692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:29.715745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:29.715779] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:29.719377] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-11-27T19:43:29.719713] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-11-27T19:43:29.719900] [INFO ] [sig       ] AWRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:29.872589] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AWRE.txt
[2025-11-27T19:43:29.872762] [INFO ] [sig       ] [330/3661] Completed AWRE in 0.3s | 2.98 sym/s | Total: 1.8m | ETA: 18.7m
[2025-11-27T19:43:29.872816] [INFO ] [sig       ] [331/3661] Forecasting AXGN...
[2025-11-27T19:43:29.872932] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-11-27T19:43:29.872982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-11-27T19:43:29.885407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-11-27T19:43:29.885797] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-11-27T19:43:29.886717] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-11-27T19:43:29.886782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:29.886818] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:29.886855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:29.886960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:29.944413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:29.945237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:29.945336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:29.945378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:30.070795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:30.070966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:30.071022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:30.071059] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:30.074533] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2025-11-27T19:43:30.074854] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-11-27T19:43:30.074996] [INFO ] [sig       ] AXGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:30.211686] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AXGN.txt
[2025-11-27T19:43:30.211855] [INFO ] [sig       ] [331/3661] Completed AXGN in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:30.211916] [INFO ] [sig       ] [332/3661] Forecasting AXL...
[2025-11-27T19:43:30.211955] [INFO ] [sig       ] Generating forecast for: AXL
[2025-11-27T19:43:30.211992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-11-27T19:43:30.223276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-11-27T19:43:30.223677] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-11-27T19:43:30.224490] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-11-27T19:43:30.224553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:30.224614] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:30.224666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:30.224745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:30.279481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:30.280113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:30.280207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:30.280245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:30.402011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:30.402170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:30.402219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:30.402256] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:30.405525] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2025-11-27T19:43:30.405828] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-11-27T19:43:30.405965] [INFO ] [sig       ] AXL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:30.544353] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AXL.txt
[2025-11-27T19:43:30.544512] [INFO ] [sig       ] [332/3661] Completed AXL in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:30.544561] [INFO ] [sig       ] [333/3661] Forecasting AXON...
[2025-11-27T19:43:30.544628] [INFO ] [sig       ] Generating forecast for: AXON
[2025-11-27T19:43:30.544667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-11-27T19:43:30.555415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-11-27T19:43:30.555737] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-11-27T19:43:30.556511] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-11-27T19:43:30.556591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:30.556633] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:30.556668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:30.556760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:30.612249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:30.612906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:30.613002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:30.613044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:30.730146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:30.730309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:30.730356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:30.730394] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:30.733713] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-11-27T19:43:30.734027] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-11-27T19:43:30.734169] [INFO ] [sig       ] AXON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:30.871339] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AXON.txt
[2025-11-27T19:43:30.871508] [INFO ] [sig       ] [333/3661] Completed AXON in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:30.871560] [INFO ] [sig       ] [334/3661] Forecasting AXP...
[2025-11-27T19:43:30.871618] [INFO ] [sig       ] Generating forecast for: AXP
[2025-11-27T19:43:30.871674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-11-27T19:43:30.883358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-11-27T19:43:30.883695] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-11-27T19:43:30.884484] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-11-27T19:43:30.884558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:30.884616] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:30.884655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:30.884718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:30.939595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:30.940260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:30.940351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:30.940393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:31.063211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:31.063397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:31.063447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:31.063486] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:31.066868] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-11-27T19:43:31.067208] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-11-27T19:43:31.067361] [INFO ] [sig       ] AXP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:31.201895] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AXP.txt
[2025-11-27T19:43:31.202050] [INFO ] [sig       ] [334/3661] Completed AXP in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:31.202101] [INFO ] [sig       ] [335/3661] Forecasting AXS...
[2025-11-27T19:43:31.202136] [INFO ] [sig       ] Generating forecast for: AXS
[2025-11-27T19:43:31.202175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-11-27T19:43:31.213776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-11-27T19:43:31.214115] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-11-27T19:43:31.214937] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-11-27T19:43:31.215001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:31.215044] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:31.215079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:31.215162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:31.270864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:31.271620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:31.271732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:31.271787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:31.393882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:31.394070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:31.394142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:31.394183] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:31.397552] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2025-11-27T19:43:31.397874] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-11-27T19:43:31.398039] [INFO ] [sig       ] AXS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:31.537608] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AXS.txt
[2025-11-27T19:43:31.537772] [INFO ] [sig       ] [335/3661] Completed AXS in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:31.537846] [INFO ] [sig       ] [336/3661] Forecasting AXSM...
[2025-11-27T19:43:31.537934] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-11-27T19:43:31.537972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-11-27T19:43:31.549027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-11-27T19:43:31.549327] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-11-27T19:43:31.550117] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-11-27T19:43:31.550179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:31.550220] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:31.550256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:31.550345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:31.605510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:31.606439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:31.606558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:31.606631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:31.733254] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:31.733436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:31.733490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:31.733525] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:31.737056] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-11-27T19:43:31.737435] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-11-27T19:43:31.737611] [INFO ] [sig       ] AXSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:31.871270] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AXSM.txt
[2025-11-27T19:43:31.871416] [INFO ] [sig       ] [336/3661] Completed AXSM in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:31.871465] [INFO ] [sig       ] [337/3661] Forecasting AXTA...
[2025-11-27T19:43:31.871505] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-11-27T19:43:31.871543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-11-27T19:43:31.882412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-11-27T19:43:31.882698] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-11-27T19:43:31.883453] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-11-27T19:43:31.883514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:31.883555] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:31.883609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:31.883676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:31.938065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:31.938679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:31.938767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:31.938810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:32.057794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:32.057915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:32.057960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:32.057997] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:32.061058] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=51.03%)
[2025-11-27T19:43:32.061323] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-11-27T19:43:32.061453] [INFO ] [sig       ] AXTA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:32.194194] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AXTA.txt
[2025-11-27T19:43:32.194310] [INFO ] [sig       ] [337/3661] Completed AXTA in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:32.194365] [INFO ] [sig       ] [338/3661] Forecasting AXTI...
[2025-11-27T19:43:32.194404] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-11-27T19:43:32.194441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-11-27T19:43:32.205052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-11-27T19:43:32.205306] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-11-27T19:43:32.206099] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-11-27T19:43:32.206160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:32.206201] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:32.206238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:32.206344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:32.261096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:32.261698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:32.261782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:32.261834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:32.382756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:32.382872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:32.382920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:32.382959] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:32.386040] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=92.24%)
[2025-11-27T19:43:32.386316] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-11-27T19:43:32.386460] [INFO ] [sig       ] AXTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:32.521745] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AXTI.txt
[2025-11-27T19:43:32.521867] [INFO ] [sig       ] [338/3661] Completed AXTI in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:32.521914] [INFO ] [sig       ] [339/3661] Forecasting AYI...
[2025-11-27T19:43:32.521955] [INFO ] [sig       ] Generating forecast for: AYI
[2025-11-27T19:43:32.522023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-11-27T19:43:32.532785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-11-27T19:43:32.533051] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-11-27T19:43:32.533845] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-11-27T19:43:32.533908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:32.533952] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:32.533990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:32.534079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:32.589342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:32.589978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:32.590076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:32.590131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:32.710499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:32.710621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:32.710667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:32.710705] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:32.713784] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-11-27T19:43:32.714061] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-11-27T19:43:32.714221] [INFO ] [sig       ] AYI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:32.851657] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AYI.txt
[2025-11-27T19:43:32.851785] [INFO ] [sig       ] [339/3661] Completed AYI in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:32.851840] [INFO ] [sig       ] [340/3661] Forecasting AZ...
[2025-11-27T19:43:32.851878] [INFO ] [sig       ] Generating forecast for: AZ
[2025-11-27T19:43:32.851915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-11-27T19:43:32.862478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-11-27T19:43:32.862766] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-11-27T19:43:32.863681] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-11-27T19:43:32.863742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:32.863793] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:32.863838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:32.863917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:32.917932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:32.918532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:32.918635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:32.918687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:33.033206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:33.033320] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:43:33.033368] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:33.033408] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:33.036479] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-11-27T19:43:33.036776] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-11-27T19:43:33.036920] [INFO ] [sig       ] AZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:33.170967] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AZ.txt
[2025-11-27T19:43:33.171092] [INFO ] [sig       ] [340/3661] Completed AZ in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:33.171151] [INFO ] [sig       ] [341/3661] Forecasting AZN...
[2025-11-27T19:43:33.171220] [INFO ] [sig       ] Generating forecast for: AZN
[2025-11-27T19:43:33.171271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-11-27T19:43:33.181968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-11-27T19:43:33.182238] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-11-27T19:43:33.183028] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-11-27T19:43:33.183091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:33.183142] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:33.183188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:33.183268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:33.237717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:33.238321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:33.238410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:33.238463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:33.356080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:33.356186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:33.356229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:33.356277] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:33.359309] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=52.64%)
[2025-11-27T19:43:33.359591] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-11-27T19:43:33.359725] [INFO ] [sig       ] AZN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:33.491951] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AZN.txt
[2025-11-27T19:43:33.492068] [INFO ] [sig       ] [341/3661] Completed AZN in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:33.492116] [INFO ] [sig       ] [342/3661] Forecasting AZO...
[2025-11-27T19:43:33.492166] [INFO ] [sig       ] Generating forecast for: AZO
[2025-11-27T19:43:33.492204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-11-27T19:43:33.504204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-11-27T19:43:33.504589] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-11-27T19:43:33.505416] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-11-27T19:43:33.505483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:33.505525] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:33.505557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:33.505647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:33.562618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:33.563403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:33.563504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:33.563567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:33.679803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:33.679920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:33.679972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:33.680027] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:33.683116] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-11-27T19:43:33.683411] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-11-27T19:43:33.683593] [INFO ] [sig       ] AZO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:33.820391] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AZO.txt
[2025-11-27T19:43:33.820522] [INFO ] [sig       ] [342/3661] Completed AZO in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:33.820607] [INFO ] [sig       ] [343/3661] Forecasting AZTA...
[2025-11-27T19:43:33.820668] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-11-27T19:43:33.820737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-11-27T19:43:33.831916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-11-27T19:43:33.832212] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-11-27T19:43:33.833066] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-11-27T19:43:33.833134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:33.833193] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:33.833250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:33.833377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:33.888934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:33.889561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:33.889689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:33.889750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:34.007120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:34.007224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:34.007286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:34.007343] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:34.010413] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-11-27T19:43:34.010730] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-11-27T19:43:34.010890] [INFO ] [sig       ] AZTA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:34.150813] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/AZTA.txt
[2025-11-27T19:43:34.150956] [INFO ] [sig       ] [343/3661] Completed AZTA in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:34.151023] [INFO ] [sig       ] [344/3661] Forecasting AZZ...
[2025-11-27T19:43:34.151079] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-11-27T19:43:34.151157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-11-27T19:43:34.161945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-11-27T19:43:34.162229] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-11-27T19:43:34.163063] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-11-27T19:43:34.163131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:34.163189] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:34.163244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:34.163347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:34.217419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:34.218042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:34.218165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:34.218227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:34.332018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:34.332125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:34.332182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:34.332234] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:34.335367] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=46.74%)
[2025-11-27T19:43:34.335681] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-11-27T19:43:34.335839] [INFO ] [sig       ] AZZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:34.469130] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/AZZ.txt
[2025-11-27T19:43:34.469267] [INFO ] [sig       ] [344/3661] Completed AZZ in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:34.469335] [INFO ] [sig       ] [345/3661] Forecasting BA...
[2025-11-27T19:43:34.469394] [INFO ] [sig       ] Generating forecast for: BA
[2025-11-27T19:43:34.469476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-11-27T19:43:34.480504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-11-27T19:43:34.480846] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-11-27T19:43:34.481679] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-11-27T19:43:34.481744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:34.481786] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:34.481833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:34.481901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:34.536226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:34.536820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:34.536906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:34.536947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:34.655964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:34.656081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:34.656127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:34.656165] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:34.659223] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=78.33%)
[2025-11-27T19:43:34.659488] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-11-27T19:43:34.659645] [INFO ] [sig       ] BA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:34.792683] [INFO ] [LOCAL     ] Saved forecast: BA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BA.txt
[2025-11-27T19:43:34.792799] [INFO ] [sig       ] [345/3661] Completed BA in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.6m
[2025-11-27T19:43:34.792846] [INFO ] [sig       ] [346/3661] Forecasting BABA...
[2025-11-27T19:43:34.792886] [INFO ] [sig       ] Generating forecast for: BABA
[2025-11-27T19:43:34.792922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-11-27T19:43:34.804044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-11-27T19:43:34.804326] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-11-27T19:43:34.805172] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-11-27T19:43:34.805240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:34.805299] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:34.805354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:34.805449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:34.863489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:34.864158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:34.864256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:34.864319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:34.980258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:34.980372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:34.980427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:34.980479] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:34.983666] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-11-27T19:43:34.983971] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-11-27T19:43:34.984138] [INFO ] [sig       ] BABA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:35.124222] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BABA.txt
[2025-11-27T19:43:35.124354] [INFO ] [sig       ] [346/3661] Completed BABA in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.5m
[2025-11-27T19:43:35.124427] [INFO ] [sig       ] [347/3661] Forecasting BABX...
[2025-11-27T19:43:35.124484] [INFO ] [sig       ] Generating forecast for: BABX
[2025-11-27T19:43:35.124545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-11-27T19:43:35.135616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-11-27T19:43:35.135913] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-11-27T19:43:35.136804] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-11-27T19:43:35.136868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:35.136911] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:35.136952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:35.137016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:35.193109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:35.193730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:35.193820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:35.193860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:35.315080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:35.315222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:35.315273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:35.315306] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:35.318485] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=74.26%)
[2025-11-27T19:43:35.318788] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-11-27T19:43:35.318949] [INFO ] [sig       ] BABX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:35.451979] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BABX.txt
[2025-11-27T19:43:35.452097] [INFO ] [sig       ] [347/3661] Completed BABX in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.5m
[2025-11-27T19:43:35.452145] [INFO ] [sig       ] [348/3661] Forecasting BAC...
[2025-11-27T19:43:35.452181] [INFO ] [sig       ] Generating forecast for: BAC
[2025-11-27T19:43:35.452215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-11-27T19:43:35.462867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-11-27T19:43:35.463150] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-11-27T19:43:35.463951] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-11-27T19:43:35.464012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:35.464052] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:35.464087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:35.464170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:35.518628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:35.519232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:35.519319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:35.519354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:35.647422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:35.647598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:35.647649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:35.647687] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:35.650992] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-11-27T19:43:35.651277] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-11-27T19:43:35.651420] [INFO ] [sig       ] BAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:35.786054] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BAC.txt
[2025-11-27T19:43:35.786176] [INFO ] [sig       ] [348/3661] Completed BAC in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.5m
[2025-11-27T19:43:35.786222] [INFO ] [sig       ] [349/3661] Forecasting BAH...
[2025-11-27T19:43:35.786258] [INFO ] [sig       ] Generating forecast for: BAH
[2025-11-27T19:43:35.786320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-11-27T19:43:35.797090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-11-27T19:43:35.797383] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-11-27T19:43:35.798181] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-11-27T19:43:35.798242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:35.798277] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:35.798311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:35.798369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:35.853436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:35.854030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:35.854115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:35.854156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:35.975785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:35.975907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:35.975950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:35.975987] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:35.982013] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-11-27T19:43:35.982302] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-11-27T19:43:35.982440] [INFO ] [sig       ] BAH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:36.117470] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BAH.txt
[2025-11-27T19:43:36.117606] [INFO ] [sig       ] [349/3661] Completed BAH in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:36.117653] [INFO ] [sig       ] [350/3661] Forecasting BAK...
[2025-11-27T19:43:36.117704] [INFO ] [sig       ] Generating forecast for: BAK
[2025-11-27T19:43:36.117750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-11-27T19:43:36.128519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-11-27T19:43:36.128827] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-11-27T19:43:36.129629] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-11-27T19:43:36.129702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:36.129759] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:36.129809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:36.129902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:36.185401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:36.186024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:36.186119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:36.186175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:36.307143] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:36.307288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:36.307348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:36.307400] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:36.310631] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=63.70%)
[2025-11-27T19:43:36.310923] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-11-27T19:43:36.311069] [INFO ] [sig       ] BAK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:36.455788] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BAK.txt
[2025-11-27T19:43:36.455950] [INFO ] [sig       ] [350/3661] Completed BAK in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:36.456017] [INFO ] [sig       ] [351/3661] Forecasting BALL...
[2025-11-27T19:43:36.456086] [INFO ] [sig       ] Generating forecast for: BALL
[2025-11-27T19:43:36.456158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-11-27T19:43:36.466991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-11-27T19:43:36.467278] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-11-27T19:43:36.468140] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-11-27T19:43:36.468207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:36.468264] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:36.468321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:36.468422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:36.525254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:36.525910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:36.526016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:36.526083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:36.644074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:36.644194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:36.644246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:36.644303] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:36.647417] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-11-27T19:43:36.647752] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-11-27T19:43:36.647914] [INFO ] [sig       ] BALL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:36.787718] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BALL.txt
[2025-11-27T19:43:36.787849] [INFO ] [sig       ] [351/3661] Completed BALL in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:36.787916] [INFO ] [sig       ] [352/3661] Forecasting BAM...
[2025-11-27T19:43:36.787976] [INFO ] [sig       ] Generating forecast for: BAM
[2025-11-27T19:43:36.788058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-11-27T19:43:36.798252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-11-27T19:43:36.798567] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-11-27T19:43:36.799402] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-11-27T19:43:36.799467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:36.799526] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:36.799610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:36.799712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:36.857053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:36.857710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:36.857799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:36.857848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:36.976618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:36.976736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:36.976778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:36.976811] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:36.979898] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=34.81%)
[2025-11-27T19:43:36.980164] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-11-27T19:43:36.980312] [INFO ] [sig       ] BAM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:37.114221] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BAM.txt
[2025-11-27T19:43:37.114342] [INFO ] [sig       ] [352/3661] Completed BAM in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:37.114388] [INFO ] [sig       ] [353/3661] Forecasting BANC...
[2025-11-27T19:43:37.114424] [INFO ] [sig       ] Generating forecast for: BANC
[2025-11-27T19:43:37.114459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-11-27T19:43:37.125066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-11-27T19:43:37.125332] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-11-27T19:43:37.126109] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-11-27T19:43:37.126171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:37.126211] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:37.126248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:37.126311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:37.181324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:37.181927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:37.182016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:37.182058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:37.298199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:37.298315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:37.298358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:37.298393] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:37.301523] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-11-27T19:43:37.301815] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-11-27T19:43:37.301955] [INFO ] [sig       ] BANC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:37.434947] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BANC.txt
[2025-11-27T19:43:37.435070] [INFO ] [sig       ] [353/3661] Completed BANC in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:37.435117] [INFO ] [sig       ] [354/3661] Forecasting BAND...
[2025-11-27T19:43:37.435154] [INFO ] [sig       ] Generating forecast for: BAND
[2025-11-27T19:43:37.435189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-11-27T19:43:37.445938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-11-27T19:43:37.446205] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-11-27T19:43:37.446986] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-11-27T19:43:37.447049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:37.447090] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:37.447123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:37.447185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:37.502205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:37.502891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:37.502983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:37.503031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:37.621798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:37.621946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:37.621994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:37.622030] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:37.625330] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-11-27T19:43:37.625647] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-11-27T19:43:37.625790] [INFO ] [sig       ] BAND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:37.763226] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BAND.txt
[2025-11-27T19:43:37.763361] [INFO ] [sig       ] [354/3661] Completed BAND in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:37.763409] [INFO ] [sig       ] [355/3661] Forecasting BANF...
[2025-11-27T19:43:37.763446] [INFO ] [sig       ] Generating forecast for: BANF
[2025-11-27T19:43:37.763499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-11-27T19:43:37.774306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-11-27T19:43:37.774598] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-11-27T19:43:37.775359] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-11-27T19:43:37.775421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:37.775461] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:37.775497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:37.775559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:37.830409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:37.831042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:37.831135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:37.831178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:37.947025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:37.947130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:37.947187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:37.947237] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:37.950438] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-11-27T19:43:37.950727] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-11-27T19:43:37.950859] [INFO ] [sig       ] BANF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:38.084650] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BANF.txt
[2025-11-27T19:43:38.084783] [INFO ] [sig       ] [355/3661] Completed BANF in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:38.084831] [INFO ] [sig       ] [356/3661] Forecasting BANX...
[2025-11-27T19:43:38.084868] [INFO ] [sig       ] Generating forecast for: BANX
[2025-11-27T19:43:38.084904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-11-27T19:43:38.095699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-11-27T19:43:38.096008] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-11-27T19:43:38.096787] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-11-27T19:43:38.096849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:38.096890] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:38.096926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:38.096993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:38.151762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:38.152347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:38.152431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:38.152467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:38.266376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:38.266502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:38.266542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:38.266596] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:38.269749] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-11-27T19:43:38.270040] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-11-27T19:43:38.270187] [INFO ] [sig       ] BANX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:38.404715] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BANX.txt
[2025-11-27T19:43:38.404834] [INFO ] [sig       ] [356/3661] Completed BANX in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:38.404875] [INFO ] [sig       ] [357/3661] Forecasting BAP...
[2025-11-27T19:43:38.404913] [INFO ] [sig       ] Generating forecast for: BAP
[2025-11-27T19:43:38.404953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-11-27T19:43:38.415488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-11-27T19:43:38.415768] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-11-27T19:43:38.416532] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-11-27T19:43:38.416609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:38.416650] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:38.416684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:38.416746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:38.471383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:38.471982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:38.472070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:38.472117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:38.587784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:38.587902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:38.587944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:38.587977] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:38.591053] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=71.68%)
[2025-11-27T19:43:38.591319] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-11-27T19:43:38.591467] [INFO ] [sig       ] BAP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:38.725589] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BAP.txt
[2025-11-27T19:43:38.725712] [INFO ] [sig       ] [357/3661] Completed BAP in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:38.725767] [INFO ] [sig       ] [358/3661] Forecasting BATRA...
[2025-11-27T19:43:38.725805] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-11-27T19:43:38.725876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-11-27T19:43:38.735365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-11-27T19:43:38.735644] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-11-27T19:43:38.736406] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-11-27T19:43:38.736479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:38.736520] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:38.736556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:38.736639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:38.791292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:38.791899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:38.791982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:38.792030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:38.905845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:38.905960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:38.906003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:38.906035] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:38.909126] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2025-11-27T19:43:38.909402] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-11-27T19:43:38.909539] [INFO ] [sig       ] BATRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:39.043616] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BATRA.txt
[2025-11-27T19:43:39.043734] [INFO ] [sig       ] [358/3661] Completed BATRA in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:39.043788] [INFO ] [sig       ] [359/3661] Forecasting BATRK...
[2025-11-27T19:43:39.043824] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-11-27T19:43:39.043860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-11-27T19:43:39.054434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-11-27T19:43:39.054718] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-11-27T19:43:39.055491] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-11-27T19:43:39.055554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:39.055610] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:39.055652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:39.055724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:39.114290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:39.114963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:39.115059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:39.115101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:39.233758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:39.233872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:39.233914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:39.233946] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:39.237004] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-11-27T19:43:39.237284] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-11-27T19:43:39.237412] [INFO ] [sig       ] BATRK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:39.371415] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BATRK.txt
[2025-11-27T19:43:39.371532] [INFO ] [sig       ] [359/3661] Completed BATRK in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.5m
[2025-11-27T19:43:39.371595] [INFO ] [sig       ] [360/3661] Forecasting BAX...
[2025-11-27T19:43:39.371634] [INFO ] [sig       ] Generating forecast for: BAX
[2025-11-27T19:43:39.371704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-11-27T19:43:39.382600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-11-27T19:43:39.382877] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-11-27T19:43:39.383676] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-11-27T19:43:39.383738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:39.383776] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:39.383812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:39.383882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:39.442334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:39.443013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:39.443109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:39.443155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:39.558007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:39.558129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:39.558170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:39.558205] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:39.561313] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-11-27T19:43:39.561625] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-11-27T19:43:39.561762] [INFO ] [sig       ] BAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:39.696564] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BAX.txt
[2025-11-27T19:43:39.696700] [INFO ] [sig       ] [360/3661] Completed BAX in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.4m
[2025-11-27T19:43:39.696748] [INFO ] [sig       ] [361/3661] Forecasting BB...
[2025-11-27T19:43:39.696782] [INFO ] [sig       ] Generating forecast for: BB
[2025-11-27T19:43:39.696826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-11-27T19:43:39.707072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-11-27T19:43:39.707339] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-11-27T19:43:39.708139] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-11-27T19:43:39.708206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:39.708247] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:39.708283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:39.708342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:39.763275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:39.763893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:39.763978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:39.764017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:39.884900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:39.885037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:39.885090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:39.885125] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:39.888365] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-11-27T19:43:39.888670] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-11-27T19:43:39.888800] [INFO ] [sig       ] BB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:40.023417] [INFO ] [LOCAL     ] Saved forecast: BB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BB.txt
[2025-11-27T19:43:40.023560] [INFO ] [sig       ] [361/3661] Completed BB in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.4m
[2025-11-27T19:43:40.023634] [INFO ] [sig       ] [362/3661] Forecasting BBAI...
[2025-11-27T19:43:40.023667] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-11-27T19:43:40.023720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-11-27T19:43:40.035227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-11-27T19:43:40.035647] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-11-27T19:43:40.036751] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-11-27T19:43:40.036830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:40.036910] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:40.036970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:40.037082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:40.104611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:40.105426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:40.105517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:40.105557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:40.223199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:40.223330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:40.223371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:40.223410] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:40.226515] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2025-11-27T19:43:40.226825] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-11-27T19:43:40.226958] [INFO ] [sig       ] BBAI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:40.362198] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BBAI.txt
[2025-11-27T19:43:40.362352] [INFO ] [sig       ] [362/3661] Completed BBAI in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.4m
[2025-11-27T19:43:40.362410] [INFO ] [sig       ] [363/3661] Forecasting BBCP...
[2025-11-27T19:43:40.362443] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-11-27T19:43:40.362475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-11-27T19:43:40.373107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-11-27T19:43:40.373386] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-11-27T19:43:40.374176] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-11-27T19:43:40.374238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:40.374279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:40.374315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:40.374417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:40.431883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:40.432785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:40.432877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:40.432919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:40.552799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:40.552922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:40.552967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:40.553003] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:40.556091] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=88.48%)
[2025-11-27T19:43:40.556379] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-11-27T19:43:40.556542] [INFO ] [sig       ] BBCP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:40.693988] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BBCP.txt
[2025-11-27T19:43:40.694116] [INFO ] [sig       ] [363/3661] Completed BBCP in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.4m
[2025-11-27T19:43:40.694164] [INFO ] [sig       ] [364/3661] Forecasting BBD...
[2025-11-27T19:43:40.694201] [INFO ] [sig       ] Generating forecast for: BBD
[2025-11-27T19:43:40.694234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-11-27T19:43:40.704865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-11-27T19:43:40.705131] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-11-27T19:43:40.705918] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-11-27T19:43:40.705980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:40.706021] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:40.706057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:40.706120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:40.760977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:40.761593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:40.761678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:40.761717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:40.880410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:40.880533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:40.880600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:40.880637] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:40.883732] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=42.62%)
[2025-11-27T19:43:40.884006] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-11-27T19:43:40.884148] [INFO ] [sig       ] BBD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:41.022719] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BBD.txt
[2025-11-27T19:43:41.022857] [INFO ] [sig       ] [364/3661] Completed BBD in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.4m
[2025-11-27T19:43:41.022906] [INFO ] [sig       ] [365/3661] Forecasting BBDO...
[2025-11-27T19:43:41.022944] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-11-27T19:43:41.022978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-11-27T19:43:41.033775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-11-27T19:43:41.034078] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-11-27T19:43:41.034864] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-11-27T19:43:41.034927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:41.034967] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:41.035013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:41.035084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:41.089616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:41.090214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:41.090301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:41.090341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:41.206842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:41.206964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:41.207028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:41.207082] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:41.210214] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=43.91%)
[2025-11-27T19:43:41.210508] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-11-27T19:43:41.210663] [INFO ] [sig       ] BBDO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:41.347348] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BBDO.txt
[2025-11-27T19:43:41.347475] [INFO ] [sig       ] [365/3661] Completed BBDO in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.4m
[2025-11-27T19:43:41.347519] [INFO ] [sig       ] [366/3661] Forecasting BBH...
[2025-11-27T19:43:41.347555] [INFO ] [sig       ] Generating forecast for: BBH
[2025-11-27T19:43:41.347608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-11-27T19:43:41.358088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-11-27T19:43:41.358414] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-11-27T19:43:41.359218] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-11-27T19:43:41.359280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:41.359321] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:41.359366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:41.359438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:41.414229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:41.414857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:41.414941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:41.414978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:41.523421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:41.523541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:41.523599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:41.523638] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:41.526725] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=63.73%)
[2025-11-27T19:43:41.527016] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-11-27T19:43:41.527150] [INFO ] [sig       ] BBH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:41.662497] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BBH.txt
[2025-11-27T19:43:41.662634] [INFO ] [sig       ] [366/3661] Completed BBH in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.4m
[2025-11-27T19:43:41.662684] [INFO ] [sig       ] [367/3661] Forecasting BBIO...
[2025-11-27T19:43:41.662727] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-11-27T19:43:41.662766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-11-27T19:43:41.673210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-11-27T19:43:41.673496] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-11-27T19:43:41.674299] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-11-27T19:43:41.674361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:41.674401] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:41.674447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:41.674521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:41.732160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:41.732824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:41.732921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:41.732961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:41.859042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:41.859182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:41.859231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:41.859280] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:41.862474] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-11-27T19:43:41.862777] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-11-27T19:43:41.862918] [INFO ] [sig       ] BBIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:41.996859] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BBIO.txt
[2025-11-27T19:43:41.996982] [INFO ] [sig       ] [367/3661] Completed BBIO in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:41.997031] [INFO ] [sig       ] [368/3661] Forecasting BBLG...
[2025-11-27T19:43:41.997070] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-11-27T19:43:41.997125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-11-27T19:43:42.007833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-11-27T19:43:42.008181] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-11-27T19:43:42.008991] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-11-27T19:43:42.009055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:42.009089] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:42.009137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:42.009209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:42.066142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:42.066787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:42.066876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:42.066915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:42.185200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:42.185340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:42.185387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:42.185422] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:42.188600] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-11-27T19:43:42.188890] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-11-27T19:43:42.189024] [INFO ] [sig       ] BBLG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:42.325071] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BBLG.txt
[2025-11-27T19:43:42.325218] [INFO ] [sig       ] [368/3661] Completed BBLG in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:42.325280] [INFO ] [sig       ] [369/3661] Forecasting BBN...
[2025-11-27T19:43:42.325325] [INFO ] [sig       ] Generating forecast for: BBN
[2025-11-27T19:43:42.325363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-11-27T19:43:42.336289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-11-27T19:43:42.336562] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-11-27T19:43:42.337367] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-11-27T19:43:42.337430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:42.337489] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:42.337534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:42.337624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:42.392440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:42.393062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:42.393153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:42.393207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:42.508061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:42.508197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:42.508242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:42.508275] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:42.511371] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-11-27T19:43:42.511675] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-11-27T19:43:42.511806] [INFO ] [sig       ] BBN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:42.646919] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BBN.txt
[2025-11-27T19:43:42.647065] [INFO ] [sig       ] [369/3661] Completed BBN in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:42.647124] [INFO ] [sig       ] [370/3661] Forecasting BBSI...
[2025-11-27T19:43:42.647159] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-11-27T19:43:42.647196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-11-27T19:43:42.657339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-11-27T19:43:42.657630] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-11-27T19:43:42.658427] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-11-27T19:43:42.658489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:42.658529] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:42.658588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:42.658664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:42.713342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:42.713985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:42.714071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:42.714112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:42.831519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:42.831686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:42.831744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:42.831776] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:42.834977] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-11-27T19:43:42.835275] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-11-27T19:43:42.835404] [INFO ] [sig       ] BBSI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:42.969632] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BBSI.txt
[2025-11-27T19:43:42.969787] [INFO ] [sig       ] [370/3661] Completed BBSI in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:42.969844] [INFO ] [sig       ] [371/3661] Forecasting BBUC...
[2025-11-27T19:43:42.969889] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-11-27T19:43:42.969952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-11-27T19:43:42.980013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-11-27T19:43:42.980325] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-11-27T19:43:42.981138] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-11-27T19:43:42.981200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:42.981241] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:42.981285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:42.981364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:43.036325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:43.036983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:43.037069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:43.037106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:43.160692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:43.160820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:43.160866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:43.160901] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:43.163988] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=87.36%)
[2025-11-27T19:43:43.164278] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-11-27T19:43:43.164408] [INFO ] [sig       ] BBUC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:43.299380] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BBUC.txt
[2025-11-27T19:43:43.299506] [INFO ] [sig       ] [371/3661] Completed BBUC in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:43.299554] [INFO ] [sig       ] [372/3661] Forecasting BBVA...
[2025-11-27T19:43:43.299604] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-11-27T19:43:43.299653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-11-27T19:43:43.310225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-11-27T19:43:43.310502] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-11-27T19:43:43.311282] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-11-27T19:43:43.311345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:43.311397] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:43.311443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:43.311523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:43.366017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:43.366625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:43.366710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:43.366746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:43.485537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:43.485716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:43.485764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:43.485801] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:43.489496] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=47.31%)
[2025-11-27T19:43:43.489809] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-11-27T19:43:43.490151] [INFO ] [sig       ] BBVA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:43.627031] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BBVA.txt
[2025-11-27T19:43:43.627199] [INFO ] [sig       ] [372/3661] Completed BBVA in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:43.627248] [INFO ] [sig       ] [373/3661] Forecasting BBWI...
[2025-11-27T19:43:43.627296] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-11-27T19:43:43.627357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-11-27T19:43:43.638406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-11-27T19:43:43.638766] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-11-27T19:43:43.639541] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-11-27T19:43:43.639623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:43.639674] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:43.639718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:43.639788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:43.694272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:43.695188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:43.695281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:43.695323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:43.817610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:43.817792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:43.817849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:43.817887] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:43.821398] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-11-27T19:43:43.821738] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-11-27T19:43:43.821895] [INFO ] [sig       ] BBWI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:43.990529] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BBWI.txt
[2025-11-27T19:43:43.990841] [INFO ] [sig       ] [373/3661] Completed BBWI in 0.4s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:43.990933] [INFO ] [sig       ] [374/3661] Forecasting BBY...
[2025-11-27T19:43:43.990990] [INFO ] [sig       ] Generating forecast for: BBY
[2025-11-27T19:43:43.991038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-11-27T19:43:44.005812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-11-27T19:43:44.006344] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-11-27T19:43:44.007533] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-11-27T19:43:44.007644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:44.007710] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:44.007770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:44.007874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:44.090623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:44.091843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:44.091973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:44.092046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:44.233306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:44.233494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:44.233544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:44.233600] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:44.237381] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-11-27T19:43:44.237776] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-11-27T19:43:44.237945] [INFO ] [sig       ] BBY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:44.386024] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BBY.txt
[2025-11-27T19:43:44.386226] [INFO ] [sig       ] [374/3661] Completed BBY in 0.4s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:44.386279] [INFO ] [sig       ] [375/3661] Forecasting BC...
[2025-11-27T19:43:44.386340] [INFO ] [sig       ] Generating forecast for: BC
[2025-11-27T19:43:44.386406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-11-27T19:43:44.398162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-11-27T19:43:44.398591] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-11-27T19:43:44.399413] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-11-27T19:43:44.399478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:44.399521] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:44.399557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:44.399642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:44.458892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:44.459946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:44.460047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:44.460093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:44.620137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:44.620346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:44.620421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:44.620483] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:44.625626] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=46.61%)
[2025-11-27T19:43:44.626054] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-11-27T19:43:44.626247] [INFO ] [sig       ] BC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:44.777477] [INFO ] [LOCAL     ] Saved forecast: BC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BC.txt
[2025-11-27T19:43:44.777694] [INFO ] [sig       ] [375/3661] Completed BC in 0.4s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:44.777752] [INFO ] [sig       ] [376/3661] Forecasting BCAL...
[2025-11-27T19:43:44.777794] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-11-27T19:43:44.777837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-11-27T19:43:44.789217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-11-27T19:43:44.789527] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-11-27T19:43:44.790337] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-11-27T19:43:44.790404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:44.790446] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:44.790484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:44.790549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:44.851277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:44.852027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:44.852120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:44.852165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:44.972005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:44.972187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:44.972245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:44.972305] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:44.975813] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=48.65%)
[2025-11-27T19:43:44.976127] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-11-27T19:43:44.976275] [INFO ] [sig       ] BCAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:45.112444] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCAL.txt
[2025-11-27T19:43:45.112635] [INFO ] [sig       ] [376/3661] Completed BCAL in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:45.112689] [INFO ] [sig       ] [377/3661] Forecasting BCAX...
[2025-11-27T19:43:45.112745] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-11-27T19:43:45.112782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-11-27T19:43:45.123778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-11-27T19:43:45.124080] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-11-27T19:43:45.124878] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-11-27T19:43:45.124941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:45.124991] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:45.125035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:45.125115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:45.180193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:45.181020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:45.181118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:45.181182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:45.305722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:45.305898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:45.305948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:45.305987] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:45.309436] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-11-27T19:43:45.309765] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-11-27T19:43:45.309909] [INFO ] [sig       ] BCAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:45.446053] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCAX.txt
[2025-11-27T19:43:45.446235] [INFO ] [sig       ] [377/3661] Completed BCAX in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:45.446284] [INFO ] [sig       ] [378/3661] Forecasting BCBP...
[2025-11-27T19:43:45.446386] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-11-27T19:43:45.446427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-11-27T19:43:45.457805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-11-27T19:43:45.458254] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-11-27T19:43:45.459235] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-11-27T19:43:45.459312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:45.459356] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:45.459403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:45.459491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:45.515715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:45.516622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:45.516718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:45.516778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:45.636330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:45.636496] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:43:45.636545] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:45.636600] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:45.639919] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=36.86%)
[2025-11-27T19:43:45.640225] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-11-27T19:43:45.640384] [INFO ] [sig       ] BCBP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:45.775341] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCBP.txt
[2025-11-27T19:43:45.775488] [INFO ] [sig       ] [378/3661] Completed BCBP in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.4m
[2025-11-27T19:43:45.775536] [INFO ] [sig       ] [379/3661] Forecasting BCC...
[2025-11-27T19:43:45.775593] [INFO ] [sig       ] Generating forecast for: BCC
[2025-11-27T19:43:45.775658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-11-27T19:43:45.786238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-11-27T19:43:45.786546] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-11-27T19:43:45.787362] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-11-27T19:43:45.787427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:45.787474] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:45.787518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:45.787616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:45.843291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:45.844147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:45.844253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:45.844303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:45.962064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:45.962223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:45.962272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:45.962309] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:45.965519] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-11-27T19:43:45.965820] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-11-27T19:43:45.965951] [INFO ] [sig       ] BCC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:46.100320] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCC.txt
[2025-11-27T19:43:46.100458] [INFO ] [sig       ] [379/3661] Completed BCC in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-11-27T19:43:46.100506] [INFO ] [sig       ] [380/3661] Forecasting BCDA...
[2025-11-27T19:43:46.100545] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-11-27T19:43:46.100617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-11-27T19:43:46.111359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-11-27T19:43:46.111680] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-11-27T19:43:46.112445] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-11-27T19:43:46.112508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:46.112549] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:46.112605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:46.112694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:46.167589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:46.168193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:46.168281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:46.168324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:46.278847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:46.279009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:46.279056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:46.279087] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:46.282301] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-11-27T19:43:46.282593] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-11-27T19:43:46.282725] [INFO ] [sig       ] BCDA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:46.416819] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCDA.txt
[2025-11-27T19:43:46.416971] [INFO ] [sig       ] [380/3661] Completed BCDA in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-11-27T19:43:46.417021] [INFO ] [sig       ] [381/3661] Forecasting BCE...
[2025-11-27T19:43:46.417058] [INFO ] [sig       ] Generating forecast for: BCE
[2025-11-27T19:43:46.417113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-11-27T19:43:46.428139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-11-27T19:43:46.428443] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-11-27T19:43:46.429253] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-11-27T19:43:46.429329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:46.429370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:46.429406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:46.429471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:46.484374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:46.485152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:46.485245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:46.485287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:46.604189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:46.604361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:46.604412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:46.604450] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:46.607788] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-11-27T19:43:46.608075] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-11-27T19:43:46.608237] [INFO ] [sig       ] BCE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:46.741770] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCE.txt
[2025-11-27T19:43:46.741928] [INFO ] [sig       ] [381/3661] Completed BCE in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-11-27T19:43:46.741987] [INFO ] [sig       ] [382/3661] Forecasting BCH...
[2025-11-27T19:43:46.742023] [INFO ] [sig       ] Generating forecast for: BCH
[2025-11-27T19:43:46.742063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-11-27T19:43:46.752825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-11-27T19:43:46.753104] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-11-27T19:43:46.753883] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-11-27T19:43:46.753957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:46.754000] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:46.754036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:46.754100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:46.808319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:46.809049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:46.809141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:46.809184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:46.925379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:46.925538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:46.925601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:46.925641] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:46.928929] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-11-27T19:43:46.929215] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-11-27T19:43:46.929374] [INFO ] [sig       ] BCH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:47.064750] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCH.txt
[2025-11-27T19:43:47.064912] [INFO ] [sig       ] [382/3661] Completed BCH in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-11-27T19:43:47.064961] [INFO ] [sig       ] [383/3661] Forecasting BCML...
[2025-11-27T19:43:47.065000] [INFO ] [sig       ] Generating forecast for: BCML
[2025-11-27T19:43:47.065038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-11-27T19:43:47.075971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-11-27T19:43:47.076367] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-11-27T19:43:47.077153] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-11-27T19:43:47.077217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:47.077259] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:47.077294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:47.077357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:47.131393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:47.132229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:47.132325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:47.132369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:47.238860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:47.239041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:47.239091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:47.239127] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:47.242448] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-11-27T19:43:47.242773] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-11-27T19:43:47.242917] [INFO ] [sig       ] BCML: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:47.381697] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCML.txt
[2025-11-27T19:43:47.381925] [INFO ] [sig       ] [383/3661] Completed BCML in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-11-27T19:43:47.381999] [INFO ] [sig       ] [384/3661] Forecasting BCO...
[2025-11-27T19:43:47.382061] [INFO ] [sig       ] Generating forecast for: BCO
[2025-11-27T19:43:47.382146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-11-27T19:43:47.393769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-11-27T19:43:47.394074] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-11-27T19:43:47.394859] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-11-27T19:43:47.394922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:47.394964] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:47.395008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:47.395087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:47.449408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:47.450168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:47.450260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:47.450309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:47.569390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:47.569526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:47.569594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:47.569639] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:47.573013] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-11-27T19:43:47.573294] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-11-27T19:43:47.573434] [INFO ] [sig       ] BCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:47.710011] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCO.txt
[2025-11-27T19:43:47.710179] [INFO ] [sig       ] [384/3661] Completed BCO in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-11-27T19:43:47.710229] [INFO ] [sig       ] [385/3661] Forecasting BCPC...
[2025-11-27T19:43:47.710264] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-11-27T19:43:47.710303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-11-27T19:43:47.721655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-11-27T19:43:47.721961] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-11-27T19:43:47.722821] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-11-27T19:43:47.722886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:47.722929] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:47.722979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:47.723062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:47.780337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:47.781001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:47.781095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:47.781137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:47.900529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:47.900698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:47.900751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:47.900789] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:47.904076] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=37.12%)
[2025-11-27T19:43:47.904367] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-11-27T19:43:47.904506] [INFO ] [sig       ] BCPC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:48.041567] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCPC.txt
[2025-11-27T19:43:48.041780] [INFO ] [sig       ] [385/3661] Completed BCPC in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:48.041849] [INFO ] [sig       ] [386/3661] Forecasting BCRX...
[2025-11-27T19:43:48.041910] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-11-27T19:43:48.041998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-11-27T19:43:48.052284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-11-27T19:43:48.052652] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-11-27T19:43:48.053425] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-11-27T19:43:48.053494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:48.053555] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:48.053634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:48.053731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:48.110307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:48.111215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:48.111322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:48.111366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:48.246688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:48.246883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:48.246955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:48.247012] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:48.250643] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=23.08%)
[2025-11-27T19:43:48.250945] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-11-27T19:43:48.251078] [INFO ] [sig       ] BCRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:48.390078] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCRX.txt
[2025-11-27T19:43:48.390255] [INFO ] [sig       ] [386/3661] Completed BCRX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:48.390326] [INFO ] [sig       ] [387/3661] Forecasting BCS...
[2025-11-27T19:43:48.390369] [INFO ] [sig       ] Generating forecast for: BCS
[2025-11-27T19:43:48.390408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-11-27T19:43:48.401729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-11-27T19:43:48.402110] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-11-27T19:43:48.402941] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-11-27T19:43:48.403006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:48.403060] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:48.403108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:48.403192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:48.460836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:48.461702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:48.461804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:48.461862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:48.582629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:48.582813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:48.582865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:48.582904] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:48.586461] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-11-27T19:43:48.586837] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-11-27T19:43:48.586989] [INFO ] [sig       ] BCS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:48.725479] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BCS.txt
[2025-11-27T19:43:48.725675] [INFO ] [sig       ] [387/3661] Completed BCS in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:48.725746] [INFO ] [sig       ] [388/3661] Forecasting BCSF...
[2025-11-27T19:43:48.725795] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-11-27T19:43:48.725831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-11-27T19:43:48.737109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-11-27T19:43:48.737521] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-11-27T19:43:48.738346] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-11-27T19:43:48.738411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:48.738453] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:48.738498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:48.738633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:48.794690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:48.795565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:48.795675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:48.795718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:48.919329] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:48.919500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:48.919549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:48.919607] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:48.922910] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-11-27T19:43:48.923180] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-11-27T19:43:48.923324] [INFO ] [sig       ] BCSF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:49.057375] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCSF.txt
[2025-11-27T19:43:49.057536] [INFO ] [sig       ] [388/3661] Completed BCSF in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:49.057622] [INFO ] [sig       ] [389/3661] Forecasting BCTX...
[2025-11-27T19:43:49.057660] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-11-27T19:43:49.057695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-11-27T19:43:49.067321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-11-27T19:43:49.067710] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-11-27T19:43:49.068514] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-11-27T19:43:49.068594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:49.068638] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:49.068674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:49.068791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:49.125443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:49.126351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:49.126452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:49.126498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:49.245308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:49.245456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:49.245505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:49.245540] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:49.249023] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=26.48%)
[2025-11-27T19:43:49.249307] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-11-27T19:43:49.249448] [INFO ] [sig       ] BCTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:49.383256] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCTX.txt
[2025-11-27T19:43:49.383374] [INFO ] [sig       ] [389/3661] Completed BCTX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:49.383422] [INFO ] [sig       ] [390/3661] Forecasting BCX...
[2025-11-27T19:43:49.383458] [INFO ] [sig       ] Generating forecast for: BCX
[2025-11-27T19:43:49.383494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-11-27T19:43:49.394034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-11-27T19:43:49.394297] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-11-27T19:43:49.395072] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-11-27T19:43:49.395135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:49.395176] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:49.395212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:49.395276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:49.449836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:49.450445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:49.450530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:49.450586] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:49.569442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:49.569554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:49.569617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:49.569660] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:49.572722] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=17.70%)
[2025-11-27T19:43:49.572997] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-11-27T19:43:49.573131] [INFO ] [sig       ] BCX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:49.707850] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BCX.txt
[2025-11-27T19:43:49.707973] [INFO ] [sig       ] [390/3661] Completed BCX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:49.708021] [INFO ] [sig       ] [391/3661] Forecasting BCYC...
[2025-11-27T19:43:49.708059] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-11-27T19:43:49.708165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-11-27T19:43:49.718856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-11-27T19:43:49.719150] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-11-27T19:43:49.720023] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-11-27T19:43:49.720087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:49.720139] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:49.720191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:49.720274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:49.777408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:49.778040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:49.778152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:49.778216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:49.897704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:49.897810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:49.897852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:49.897884] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:49.900916] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-11-27T19:43:49.901199] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-11-27T19:43:49.901329] [INFO ] [sig       ] BCYC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:50.077200] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BCYC.txt
[2025-11-27T19:43:50.077350] [INFO ] [sig       ] [391/3661] Completed BCYC in 0.4s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:50.077399] [INFO ] [sig       ] [392/3661] Forecasting BDC...
[2025-11-27T19:43:50.077436] [INFO ] [sig       ] Generating forecast for: BDC
[2025-11-27T19:43:50.077485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-11-27T19:43:50.087962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-11-27T19:43:50.088238] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-11-27T19:43:50.089037] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-11-27T19:43:50.089101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:50.089142] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:50.089177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:50.089240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:50.143981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:50.144604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:50.144690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:50.144726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:50.260408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:50.260529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:50.260586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:50.260624] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:50.263751] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-11-27T19:43:50.264041] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-11-27T19:43:50.264173] [INFO ] [sig       ] BDC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:50.398921] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BDC.txt
[2025-11-27T19:43:50.399044] [INFO ] [sig       ] [392/3661] Completed BDC in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:50.399091] [INFO ] [sig       ] [393/3661] Forecasting BDJ...
[2025-11-27T19:43:50.399127] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-11-27T19:43:50.399182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-11-27T19:43:50.409424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-11-27T19:43:50.409709] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-11-27T19:43:50.410483] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-11-27T19:43:50.410545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:50.410616] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:50.410655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:50.410738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:50.466705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:50.467321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:50.467406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:50.467448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:50.583716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:50.583825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:50.583866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:50.583901] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:50.586922] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-11-27T19:43:50.587205] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-11-27T19:43:50.587341] [INFO ] [sig       ] BDJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:50.722099] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BDJ.txt
[2025-11-27T19:43:50.722221] [INFO ] [sig       ] [393/3661] Completed BDJ in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:50.722269] [INFO ] [sig       ] [394/3661] Forecasting BDN...
[2025-11-27T19:43:50.722307] [INFO ] [sig       ] Generating forecast for: BDN
[2025-11-27T19:43:50.722344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-11-27T19:43:50.732220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-11-27T19:43:50.732522] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-11-27T19:43:50.733300] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-11-27T19:43:50.733365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:50.733406] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:50.733442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:50.733538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:50.789913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:50.790516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:50.790615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:50.790659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:50.911105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:50.911237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:50.911284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:50.911319] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:50.914491] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-11-27T19:43:50.914792] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-11-27T19:43:50.914930] [INFO ] [sig       ] BDN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:51.052494] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BDN.txt
[2025-11-27T19:43:51.052713] [INFO ] [sig       ] [394/3661] Completed BDN in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.3m
[2025-11-27T19:43:51.052766] [INFO ] [sig       ] [395/3661] Forecasting BDRX...
[2025-11-27T19:43:51.052805] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-11-27T19:43:51.052861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-11-27T19:43:51.064873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-11-27T19:43:51.065308] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-11-27T19:43:51.066141] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-11-27T19:43:51.066204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:51.066245] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:51.066280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:51.066346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:51.122444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:51.123281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:51.123373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:51.123416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:51.239758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:51.239929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:51.239995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:51.240040] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:51.243617] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=36.41%)
[2025-11-27T19:43:51.243904] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-11-27T19:43:51.244039] [INFO ] [sig       ] BDRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:51.380076] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BDRX.txt
[2025-11-27T19:43:51.380252] [INFO ] [sig       ] [395/3661] Completed BDRX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-11-27T19:43:51.380303] [INFO ] [sig       ] [396/3661] Forecasting BDSX...
[2025-11-27T19:43:51.380346] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-11-27T19:43:51.380405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-11-27T19:43:51.391024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-11-27T19:43:51.391294] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-11-27T19:43:51.392103] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-11-27T19:43:51.392166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:51.392205] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:51.392240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:51.392304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:51.447320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:51.447999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:51.448104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:51.448168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:51.562979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:51.563171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:51.563238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:51.563294] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:51.566624] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=40.07%)
[2025-11-27T19:43:51.566914] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-11-27T19:43:51.567063] [INFO ] [sig       ] BDSX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:51.702616] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BDSX.txt
[2025-11-27T19:43:51.702777] [INFO ] [sig       ] [396/3661] Completed BDSX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-11-27T19:43:51.702850] [INFO ] [sig       ] [397/3661] Forecasting BDTX...
[2025-11-27T19:43:51.702954] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-11-27T19:43:51.703059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-11-27T19:43:51.714363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-11-27T19:43:51.714704] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-11-27T19:43:51.715528] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-11-27T19:43:51.715621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:51.715679] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:51.715727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:51.715802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:51.773178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:51.773882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:51.773970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:51.774014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:51.899003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:51.899166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:51.899213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:51.899248] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:51.902623] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-11-27T19:43:51.902912] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-11-27T19:43:51.903045] [INFO ] [sig       ] BDTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:52.039790] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BDTX.txt
[2025-11-27T19:43:52.039946] [INFO ] [sig       ] [397/3661] Completed BDTX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-11-27T19:43:52.039991] [INFO ] [sig       ] [398/3661] Forecasting BDX...
[2025-11-27T19:43:52.040030] [INFO ] [sig       ] Generating forecast for: BDX
[2025-11-27T19:43:52.040116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-11-27T19:43:52.050948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-11-27T19:43:52.051250] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-11-27T19:43:52.052038] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-11-27T19:43:52.052111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:52.052167] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:52.052219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:52.052316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:52.109482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:52.110401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:52.110510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:52.110570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:52.230884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:52.231048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:52.231097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:52.231132] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:52.234414] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=59.60%)
[2025-11-27T19:43:52.234711] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-11-27T19:43:52.234862] [INFO ] [sig       ] BDX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:52.380645] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BDX.txt
[2025-11-27T19:43:52.380802] [INFO ] [sig       ] [398/3661] Completed BDX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-11-27T19:43:52.380852] [INFO ] [sig       ] [399/3661] Forecasting BE...
[2025-11-27T19:43:52.380908] [INFO ] [sig       ] Generating forecast for: BE
[2025-11-27T19:43:52.380943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-11-27T19:43:52.392072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-11-27T19:43:52.392444] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-11-27T19:43:52.393239] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-11-27T19:43:52.393304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:52.393346] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:52.393381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:52.393445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:52.447764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:52.448482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:52.448590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:52.448634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:52.566000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:52.566116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:52.566162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:52.566197] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:52.569403] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=47.93%)
[2025-11-27T19:43:52.569700] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-11-27T19:43:52.569832] [INFO ] [sig       ] BE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:52.703436] [INFO ] [LOCAL     ] Saved forecast: BE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BE.txt
[2025-11-27T19:43:52.703567] [INFO ] [sig       ] [399/3661] Completed BE in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-11-27T19:43:52.703636] [INFO ] [sig       ] [400/3661] Forecasting BEAM...
[2025-11-27T19:43:52.703672] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-11-27T19:43:52.703723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-11-27T19:43:52.713848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-11-27T19:43:52.714122] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-11-27T19:43:52.714901] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-11-27T19:43:52.714963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:52.715003] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:52.715039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:52.715101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:52.769692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:52.770281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:52.770367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:52.770412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:52.884915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:52.885045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:52.885090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:52.885141] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:52.888313] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-11-27T19:43:52.888613] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-11-27T19:43:52.888746] [INFO ] [sig       ] BEAM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:53.023803] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BEAM.txt
[2025-11-27T19:43:53.023942] [INFO ] [sig       ] [400/3661] Completed BEAM in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-11-27T19:43:53.023990] [INFO ] [sig       ] [401/3661] Forecasting BEEM...
[2025-11-27T19:43:53.024024] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-11-27T19:43:53.024061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-11-27T19:43:53.034821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-11-27T19:43:53.035101] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-11-27T19:43:53.035906] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-11-27T19:43:53.035968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:53.036003] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:53.036045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:53.036111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:53.090852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:53.091447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:53.091533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:53.091590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:53.204980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:53.205108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:53.205155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:53.205188] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:53.208564] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-11-27T19:43:53.208848] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-11-27T19:43:53.208981] [INFO ] [sig       ] BEEM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:53.343245] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BEEM.txt
[2025-11-27T19:43:53.343372] [INFO ] [sig       ] [401/3661] Completed BEEM in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-11-27T19:43:53.343418] [INFO ] [sig       ] [402/3661] Forecasting BEEP...
[2025-11-27T19:43:53.343453] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-11-27T19:43:53.343493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-11-27T19:43:53.354010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-11-27T19:43:53.354327] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-11-27T19:43:53.355107] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-11-27T19:43:53.355169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:53.355210] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:53.355246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:53.355311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:53.410043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:53.410681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:53.410764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:53.410812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:53.521828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:53.521932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:53.521973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:53.522012] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:53.525019] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-11-27T19:43:53.525281] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-11-27T19:43:53.525424] [INFO ] [sig       ] BEEP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:53.660828] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BEEP.txt
[2025-11-27T19:43:53.660951] [INFO ] [sig       ] [402/3661] Completed BEEP in 0.3s | 2.99 sym/s | Total: 2.2m | ETA: 18.2m
[2025-11-27T19:43:53.660999] [INFO ] [sig       ] [403/3661] Forecasting BEKE...
[2025-11-27T19:43:53.661036] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-11-27T19:43:53.661069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-11-27T19:43:53.672324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-11-27T19:43:53.672810] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-11-27T19:43:53.673563] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-11-27T19:43:53.673644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:53.673685] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:53.673720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:53.673782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:53.728864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:53.729961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:53.730063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:53.730108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:53.854608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:53.854787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:53.854840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:53.854881] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:53.858730] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-11-27T19:43:53.859040] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-11-27T19:43:53.859193] [INFO ] [sig       ] BEKE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:54.000592] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BEKE.txt
[2025-11-27T19:43:54.000769] [INFO ] [sig       ] [403/3661] Completed BEKE in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.2m
[2025-11-27T19:43:54.000824] [INFO ] [sig       ] [404/3661] Forecasting BELFA...
[2025-11-27T19:43:54.000881] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-11-27T19:43:54.000920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-11-27T19:43:54.012145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-11-27T19:43:54.012498] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-11-27T19:43:54.013442] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-11-27T19:43:54.013507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:54.013560] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:54.013631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:54.013719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:54.067543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:54.068159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:54.068256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:54.068292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:54.167036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:54.167131] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:43:54.167169] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:54.167204] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:54.170174] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=8.85%)
[2025-11-27T19:43:54.170457] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-11-27T19:43:54.170606] [INFO ] [sig       ] BELFA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:54.303969] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BELFA.txt
[2025-11-27T19:43:54.304117] [INFO ] [sig       ] [404/3661] Completed BELFA in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.2m
[2025-11-27T19:43:54.304183] [INFO ] [sig       ] [405/3661] Forecasting BELFB...
[2025-11-27T19:43:54.304216] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-11-27T19:43:54.304259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-11-27T19:43:54.315228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-11-27T19:43:54.315542] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-11-27T19:43:54.316401] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-11-27T19:43:54.316466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:54.316508] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:54.316550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:54.316651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:54.370858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:54.371456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:54.371543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:54.371604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:54.485560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:54.485682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:54.485734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:54.485768] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:54.488876] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-11-27T19:43:54.489161] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-11-27T19:43:54.489294] [INFO ] [sig       ] BELFB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:54.623449] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BELFB.txt
[2025-11-27T19:43:54.623584] [INFO ] [sig       ] [405/3661] Completed BELFB in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.2m
[2025-11-27T19:43:54.623641] [INFO ] [sig       ] [406/3661] Forecasting BEN...
[2025-11-27T19:43:54.623682] [INFO ] [sig       ] Generating forecast for: BEN
[2025-11-27T19:43:54.623734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-11-27T19:43:54.634970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-11-27T19:43:54.635264] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-11-27T19:43:54.636136] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-11-27T19:43:54.636201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:54.636244] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:54.636280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:54.636353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:54.690872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:54.691471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:54.691585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:54.691639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:54.811370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:54.811492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:54.811537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:54.811587] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:54.814693] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=84.23%)
[2025-11-27T19:43:54.814964] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-11-27T19:43:54.815113] [INFO ] [sig       ] BEN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:54.949136] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BEN.txt
[2025-11-27T19:43:54.949258] [INFO ] [sig       ] [406/3661] Completed BEN in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.2m
[2025-11-27T19:43:54.949306] [INFO ] [sig       ] [407/3661] Forecasting BEP...
[2025-11-27T19:43:54.949342] [INFO ] [sig       ] Generating forecast for: BEP
[2025-11-27T19:43:54.949378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-11-27T19:43:54.959939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-11-27T19:43:54.960211] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-11-27T19:43:54.961067] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-11-27T19:43:54.961138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:54.961207] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:54.961271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:54.961383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:55.015414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:55.016068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:55.016155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:55.016203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:55.132995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:55.133119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:55.133183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:55.133239] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:55.136393] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=67.44%)
[2025-11-27T19:43:55.136718] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-11-27T19:43:55.136879] [INFO ] [sig       ] BEP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:55.272959] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BEP.txt
[2025-11-27T19:43:55.273101] [INFO ] [sig       ] [407/3661] Completed BEP in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.2m
[2025-11-27T19:43:55.273174] [INFO ] [sig       ] [408/3661] Forecasting BEPH...
[2025-11-27T19:43:55.273240] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-11-27T19:43:55.273348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-11-27T19:43:55.284285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-11-27T19:43:55.284645] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-11-27T19:43:55.285477] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-11-27T19:43:55.285544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:55.285622] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:55.285701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:55.285802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:55.340980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:55.341621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:55.341706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:55.341756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:55.458017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:55.458152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:55.458207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:55.458253] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:55.461396] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-11-27T19:43:55.461704] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-11-27T19:43:55.461838] [INFO ] [sig       ] BEPH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:55.600417] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BEPH.txt
[2025-11-27T19:43:55.600544] [INFO ] [sig       ] [408/3661] Completed BEPH in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.2m
[2025-11-27T19:43:55.600608] [INFO ] [sig       ] [409/3661] Forecasting BEPI...
[2025-11-27T19:43:55.600646] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-11-27T19:43:55.600682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-11-27T19:43:55.611505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-11-27T19:43:55.611835] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-11-27T19:43:55.612615] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-11-27T19:43:55.612678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:55.612719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:55.612755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:55.612851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:55.667626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:55.668242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:55.668326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:55.668361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:55.766196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:55.766297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:55.766340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:55.766372] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:55.769400] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=66.18%)
[2025-11-27T19:43:55.769702] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-11-27T19:43:55.769832] [INFO ] [sig       ] BEPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:55.907045] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BEPI.txt
[2025-11-27T19:43:55.907229] [INFO ] [sig       ] [409/3661] Completed BEPI in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:55.907280] [INFO ] [sig       ] [410/3661] Forecasting BFAM...
[2025-11-27T19:43:55.907314] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-11-27T19:43:55.907350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-11-27T19:43:55.918244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-11-27T19:43:55.918513] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-11-27T19:43:55.919278] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-11-27T19:43:55.919339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:55.919380] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:55.919414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:55.919479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:55.973779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:55.974409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:55.974497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:55.974538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:56.093737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:56.093895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:56.093942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:56.093975] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:56.097163] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-11-27T19:43:56.097438] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-11-27T19:43:56.097583] [INFO ] [sig       ] BFAM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:56.234949] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BFAM.txt
[2025-11-27T19:43:56.235078] [INFO ] [sig       ] [410/3661] Completed BFAM in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:56.235126] [INFO ] [sig       ] [411/3661] Forecasting BFC...
[2025-11-27T19:43:56.235163] [INFO ] [sig       ] Generating forecast for: BFC
[2025-11-27T19:43:56.235195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-11-27T19:43:56.246203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-11-27T19:43:56.246558] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-11-27T19:43:56.247385] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-11-27T19:43:56.247450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:56.247492] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:56.247527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:56.247625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:56.302598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:56.303187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:56.303280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:56.303317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:56.416826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:56.416941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:56.416990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:56.417024] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:56.420111] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-11-27T19:43:56.420388] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-11-27T19:43:56.420528] [INFO ] [sig       ] BFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:56.555507] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BFC.txt
[2025-11-27T19:43:56.555656] [INFO ] [sig       ] [411/3661] Completed BFC in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:56.555739] [INFO ] [sig       ] [412/3661] Forecasting BFH...
[2025-11-27T19:43:56.555798] [INFO ] [sig       ] Generating forecast for: BFH
[2025-11-27T19:43:56.555858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-11-27T19:43:56.566650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-11-27T19:43:56.566945] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-11-27T19:43:56.567788] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-11-27T19:43:56.567858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:56.567911] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:56.567967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:56.568084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:56.623150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:56.623787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:56.623885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:56.623939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:56.746266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:56.746465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:56.746537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:56.746613] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:56.750013] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-11-27T19:43:56.750311] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-11-27T19:43:56.750464] [INFO ] [sig       ] BFH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:56.886164] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BFH.txt
[2025-11-27T19:43:56.886298] [INFO ] [sig       ] [412/3661] Completed BFH in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:56.886360] [INFO ] [sig       ] [413/3661] Forecasting BFIN...
[2025-11-27T19:43:56.886413] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-11-27T19:43:56.886467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-11-27T19:43:56.897702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-11-27T19:43:56.898008] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-11-27T19:43:56.898931] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-11-27T19:43:56.898994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:56.899035] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:56.899071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:56.899138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:56.954187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:56.954782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:56.954871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:56.954912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:57.063250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:57.063371] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:43:57.063417] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:57.063454] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:57.066544] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-11-27T19:43:57.066829] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-11-27T19:43:57.066956] [INFO ] [sig       ] BFIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:57.201842] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BFIN.txt
[2025-11-27T19:43:57.201967] [INFO ] [sig       ] [413/3661] Completed BFIN in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:57.202013] [INFO ] [sig       ] [414/3661] Forecasting BFK...
[2025-11-27T19:43:57.202049] [INFO ] [sig       ] Generating forecast for: BFK
[2025-11-27T19:43:57.202086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-11-27T19:43:57.212813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-11-27T19:43:57.213144] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-11-27T19:43:57.213993] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-11-27T19:43:57.214064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:57.214117] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:57.214172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:57.214272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:57.268824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:57.269438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:57.269534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:57.269615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:57.385350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:57.385518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:57.385614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:57.385674] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:57.388977] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2025-11-27T19:43:57.389292] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-11-27T19:43:57.389450] [INFO ] [sig       ] BFK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:57.527895] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BFK.txt
[2025-11-27T19:43:57.528049] [INFO ] [sig       ] [414/3661] Completed BFK in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:57.528137] [INFO ] [sig       ] [415/3661] Forecasting BFLY...
[2025-11-27T19:43:57.528222] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-11-27T19:43:57.528277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-11-27T19:43:57.539110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-11-27T19:43:57.539380] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-11-27T19:43:57.540209] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-11-27T19:43:57.540272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:57.540322] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:57.540360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:57.540447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:57.596101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:57.596913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:57.597003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:57.597046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:57.715135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:57.715276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:57.715323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:57.715359] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:57.718739] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-11-27T19:43:57.719017] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-11-27T19:43:57.719150] [INFO ] [sig       ] BFLY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:57.853273] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BFLY.txt
[2025-11-27T19:43:57.853403] [INFO ] [sig       ] [415/3661] Completed BFLY in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:57.853450] [INFO ] [sig       ] [416/3661] Forecasting BFS...
[2025-11-27T19:43:57.853492] [INFO ] [sig       ] Generating forecast for: BFS
[2025-11-27T19:43:57.853528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-11-27T19:43:57.863209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-11-27T19:43:57.863474] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-11-27T19:43:57.864251] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-11-27T19:43:57.864313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:57.864353] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:57.864422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:57.864510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:57.925435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:57.926955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:57.927078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:57.927147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:58.049543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:58.049836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:58.049921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:58.049989] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:58.053975] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=31.56%)
[2025-11-27T19:43:58.054324] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-11-27T19:43:58.054489] [INFO ] [sig       ] BFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:58.194757] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BFS.txt
[2025-11-27T19:43:58.195016] [INFO ] [sig       ] [416/3661] Completed BFS in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:58.195087] [INFO ] [sig       ] [417/3661] Forecasting BFZ...
[2025-11-27T19:43:58.195164] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-11-27T19:43:58.195217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-11-27T19:43:58.209301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-11-27T19:43:58.209886] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-11-27T19:43:58.210895] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-11-27T19:43:58.210982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:58.211044] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:58.211094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:58.211174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:58.269330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:58.270635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:58.270749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:58.270816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:58.393917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:58.394195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:58.394284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:58.394350] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:58.398500] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=72.28%)
[2025-11-27T19:43:58.398852] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-11-27T19:43:58.399022] [INFO ] [sig       ] BFZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:58.538258] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BFZ.txt
[2025-11-27T19:43:58.538492] [INFO ] [sig       ] [417/3661] Completed BFZ in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:58.538548] [INFO ] [sig       ] [418/3661] Forecasting BG...
[2025-11-27T19:43:58.538603] [INFO ] [sig       ] Generating forecast for: BG
[2025-11-27T19:43:58.538669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-11-27T19:43:58.551663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-11-27T19:43:58.552109] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-11-27T19:43:58.552976] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-11-27T19:43:58.553038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:58.553079] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:58.553114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:58.553208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:58.608516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:58.609476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:58.609615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:58.609667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:58.727788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:58.727976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:58.728033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:58.728065] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:58.731374] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=11.77%)
[2025-11-27T19:43:58.731682] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-11-27T19:43:58.731851] [INFO ] [sig       ] BG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:43:58.865981] [INFO ] [LOCAL     ] Saved forecast: BG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BG.txt
[2025-11-27T19:43:58.866126] [INFO ] [sig       ] [418/3661] Completed BG in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:58.866175] [INFO ] [sig       ] [419/3661] Forecasting BGB...
[2025-11-27T19:43:58.866211] [INFO ] [sig       ] Generating forecast for: BGB
[2025-11-27T19:43:58.866244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-11-27T19:43:58.876952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-11-27T19:43:58.877231] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-11-27T19:43:58.878025] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-11-27T19:43:58.878086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:58.878154] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:58.878201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:58.878283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:58.933013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:58.933631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:58.933715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:58.933756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:59.051130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:59.051246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:59.051287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:59.051324] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:59.054438] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-11-27T19:43:59.054744] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-11-27T19:43:59.054879] [INFO ] [sig       ] BGB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:59.193908] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGB.txt
[2025-11-27T19:43:59.194033] [INFO ] [sig       ] [419/3661] Completed BGB in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:59.194078] [INFO ] [sig       ] [420/3661] Forecasting BGC...
[2025-11-27T19:43:59.194115] [INFO ] [sig       ] Generating forecast for: BGC
[2025-11-27T19:43:59.194149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-11-27T19:43:59.204597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-11-27T19:43:59.204890] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-11-27T19:43:59.205674] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-11-27T19:43:59.205735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:59.205776] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:59.205823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:59.205895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:59.262109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:59.262752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:59.262840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:59.262877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:59.380006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:59.380124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:59.380169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:59.380205] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:59.383281] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-11-27T19:43:59.383565] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-11-27T19:43:59.383719] [INFO ] [sig       ] BGC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:59.521151] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGC.txt
[2025-11-27T19:43:59.521282] [INFO ] [sig       ] [420/3661] Completed BGC in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:59.521338] [INFO ] [sig       ] [421/3661] Forecasting BGH...
[2025-11-27T19:43:59.521376] [INFO ] [sig       ] Generating forecast for: BGH
[2025-11-27T19:43:59.521420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-11-27T19:43:59.532289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-11-27T19:43:59.532616] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-11-27T19:43:59.533383] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-11-27T19:43:59.533445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:59.533479] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:59.533515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:59.533598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:59.588200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:59.588803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:59.588898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:59.588938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:43:59.704249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:43:59.704365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:43:59.704408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:43:59.704444] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:43:59.707528] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-11-27T19:43:59.707815] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-11-27T19:43:59.707953] [INFO ] [sig       ] BGH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:43:59.842788] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGH.txt
[2025-11-27T19:43:59.842907] [INFO ] [sig       ] [421/3661] Completed BGH in 0.3s | 2.99 sym/s | Total: 2.3m | ETA: 18.1m
[2025-11-27T19:43:59.842951] [INFO ] [sig       ] [422/3661] Forecasting BGLC...
[2025-11-27T19:43:59.842990] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-11-27T19:43:59.843024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-11-27T19:43:59.853519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-11-27T19:43:59.853857] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-11-27T19:43:59.854685] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-11-27T19:43:59.854746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:43:59.854787] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:43:59.854833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:43:59.854907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:43:59.909184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:43:59.909822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:43:59.909911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:43:59.909949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:00.027924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:00.028044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:00.028085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:00.028135] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:00.031261] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-11-27T19:44:00.031585] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-11-27T19:44:00.031752] [INFO ] [sig       ] BGLC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:00.164715] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGLC.txt
[2025-11-27T19:44:00.164840] [INFO ] [sig       ] [422/3661] Completed BGLC in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.1m
[2025-11-27T19:44:00.164894] [INFO ] [sig       ] [423/3661] Forecasting BGRN...
[2025-11-27T19:44:00.164937] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-11-27T19:44:00.164972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-11-27T19:44:00.175613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-11-27T19:44:00.175936] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-11-27T19:44:00.176732] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-11-27T19:44:00.176794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:00.176835] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:00.176870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:00.176933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:00.232136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:00.232763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:00.232864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:00.232908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:00.356908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:00.357039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:00.357080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:00.357118] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:00.360242] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=62.43%)
[2025-11-27T19:44:00.360525] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-11-27T19:44:00.360677] [INFO ] [sig       ] BGRN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:00.496073] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGRN.txt
[2025-11-27T19:44:00.496199] [INFO ] [sig       ] [423/3661] Completed BGRN in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.1m
[2025-11-27T19:44:00.496245] [INFO ] [sig       ] [424/3661] Forecasting BGS...
[2025-11-27T19:44:00.496279] [INFO ] [sig       ] Generating forecast for: BGS
[2025-11-27T19:44:00.496333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-11-27T19:44:00.507119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-11-27T19:44:00.507422] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-11-27T19:44:00.508308] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-11-27T19:44:00.508381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:00.508435] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:00.508483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:00.508594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:00.580638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:00.581727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:00.581842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:00.581916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:00.702123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:00.702255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:00.702304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:00.702347] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:00.705785] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-11-27T19:44:00.706109] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-11-27T19:44:00.706255] [INFO ] [sig       ] BGS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:00.841911] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGS.txt
[2025-11-27T19:44:00.842081] [INFO ] [sig       ] [424/3661] Completed BGS in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:00.842125] [INFO ] [sig       ] [425/3661] Forecasting BGSF...
[2025-11-27T19:44:00.842175] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-11-27T19:44:00.842207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-11-27T19:44:00.855700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-11-27T19:44:00.856194] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-11-27T19:44:00.856976] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-11-27T19:44:00.857034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:00.857069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:00.857098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:00.857156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:00.913077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:00.913880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:00.913982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:00.914027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:01.029351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:01.029487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:01.029536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:01.029590] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:01.032818] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=92.59%)
[2025-11-27T19:44:01.033091] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-11-27T19:44:01.033223] [INFO ] [sig       ] BGSF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:01.168212] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGSF.txt
[2025-11-27T19:44:01.168360] [INFO ] [sig       ] [425/3661] Completed BGSF in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:01.168409] [INFO ] [sig       ] [426/3661] Forecasting BGX...
[2025-11-27T19:44:01.168451] [INFO ] [sig       ] Generating forecast for: BGX
[2025-11-27T19:44:01.168490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-11-27T19:44:01.181980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-11-27T19:44:01.182645] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-11-27T19:44:01.183641] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-11-27T19:44:01.183712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:01.183760] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:01.183800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:01.183870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:01.243835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:01.245077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:01.245242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:01.245292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:01.376137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:01.376345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:01.376425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:01.376470] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:01.380272] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-11-27T19:44:01.380627] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-11-27T19:44:01.380795] [INFO ] [sig       ] BGX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:01.522070] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGX.txt
[2025-11-27T19:44:01.522257] [INFO ] [sig       ] [426/3661] Completed BGX in 0.4s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:01.522326] [INFO ] [sig       ] [427/3661] Forecasting BGY...
[2025-11-27T19:44:01.522396] [INFO ] [sig       ] Generating forecast for: BGY
[2025-11-27T19:44:01.522448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-11-27T19:44:01.533672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-11-27T19:44:01.534097] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-11-27T19:44:01.534908] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-11-27T19:44:01.534974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:01.535027] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:01.535073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:01.535157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:01.591646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:01.592517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:01.592627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:01.592683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:01.716017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:01.716205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:01.716264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:01.716304] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:01.720332] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=69.89%)
[2025-11-27T19:44:01.720656] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-11-27T19:44:01.720798] [INFO ] [sig       ] BGY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:01.859099] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BGY.txt
[2025-11-27T19:44:01.859272] [INFO ] [sig       ] [427/3661] Completed BGY in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:01.859323] [INFO ] [sig       ] [428/3661] Forecasting BHC...
[2025-11-27T19:44:01.859375] [INFO ] [sig       ] Generating forecast for: BHC
[2025-11-27T19:44:01.859494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-11-27T19:44:01.870466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-11-27T19:44:01.870834] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-11-27T19:44:01.871630] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-11-27T19:44:01.871689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:01.871728] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:01.871785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:01.871903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:01.926806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:01.927568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:01.927686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:01.927722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:02.046446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:02.046653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:02.046704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:02.046741] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:02.050101] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-11-27T19:44:02.050396] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-11-27T19:44:02.050538] [INFO ] [sig       ] BHC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:02.206346] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BHC.txt
[2025-11-27T19:44:02.206545] [INFO ] [sig       ] [428/3661] Completed BHC in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:02.206614] [INFO ] [sig       ] [429/3661] Forecasting BHE...
[2025-11-27T19:44:02.206672] [INFO ] [sig       ] Generating forecast for: BHE
[2025-11-27T19:44:02.206707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-11-27T19:44:02.217544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-11-27T19:44:02.217853] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-11-27T19:44:02.218690] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-11-27T19:44:02.218754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:02.218796] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:02.218831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:02.218912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:02.274271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:02.275165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:02.275260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:02.275298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:02.392791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:02.392968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:02.393018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:02.393054] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:02.396368] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-11-27T19:44:02.396694] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-11-27T19:44:02.396832] [INFO ] [sig       ] BHE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:02.532735] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BHE.txt
[2025-11-27T19:44:02.532877] [INFO ] [sig       ] [429/3661] Completed BHE in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:02.532924] [INFO ] [sig       ] [430/3661] Forecasting BHF...
[2025-11-27T19:44:02.532964] [INFO ] [sig       ] Generating forecast for: BHF
[2025-11-27T19:44:02.532998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-11-27T19:44:02.543934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-11-27T19:44:02.544225] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-11-27T19:44:02.545017] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-11-27T19:44:02.545083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:02.545125] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:02.545171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:02.545254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:02.604373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:02.605208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:02.605312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:02.605355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:02.725956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:02.726130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:02.726178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:02.726216] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:02.729564] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=60.63%)
[2025-11-27T19:44:02.729850] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-11-27T19:44:02.729978] [INFO ] [sig       ] BHF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:02.866295] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BHF.txt
[2025-11-27T19:44:02.866457] [INFO ] [sig       ] [430/3661] Completed BHF in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:02.866507] [INFO ] [sig       ] [431/3661] Forecasting BHFAL...
[2025-11-27T19:44:02.866545] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-11-27T19:44:02.866615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-11-27T19:44:02.878643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-11-27T19:44:02.879001] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-11-27T19:44:02.879854] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-11-27T19:44:02.879916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:02.879957] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:02.879993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:02.880063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:02.935312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:02.935943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:02.936030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:02.936070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:03.053929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:03.054106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:03.054161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:03.054194] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:03.057433] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-11-27T19:44:03.057807] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-11-27T19:44:03.057945] [INFO ] [sig       ] BHFAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:03.195731] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BHFAL.txt
[2025-11-27T19:44:03.195890] [INFO ] [sig       ] [431/3661] Completed BHFAL in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:03.195939] [INFO ] [sig       ] [432/3661] Forecasting BHFAM...
[2025-11-27T19:44:03.195980] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-11-27T19:44:03.196026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-11-27T19:44:03.206944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-11-27T19:44:03.207264] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-11-27T19:44:03.208048] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-11-27T19:44:03.208128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:03.208170] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:03.208206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:03.208268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:03.263880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:03.264480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:03.264564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:03.264619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:03.379146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:03.379286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:03.379328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:03.379367] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:03.382536] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2025-11-27T19:44:03.382830] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-11-27T19:44:03.382962] [INFO ] [sig       ] BHFAM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:03.522407] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BHFAM.txt
[2025-11-27T19:44:03.522547] [INFO ] [sig       ] [432/3661] Completed BHFAM in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:03.522624] [INFO ] [sig       ] [433/3661] Forecasting BHFAN...
[2025-11-27T19:44:03.522674] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-11-27T19:44:03.522721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-11-27T19:44:03.533709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-11-27T19:44:03.533990] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-11-27T19:44:03.534853] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-11-27T19:44:03.534915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:03.534956] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:03.534992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:03.535055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:03.591911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:03.592528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:03.592636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:03.592680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:03.712101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:03.712224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:03.712268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:03.712301] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:03.715549] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=71.19%)
[2025-11-27T19:44:03.715849] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-11-27T19:44:03.715983] [INFO ] [sig       ] BHFAN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:03.853274] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BHFAN.txt
[2025-11-27T19:44:03.853403] [INFO ] [sig       ] [433/3661] Completed BHFAN in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:03.853452] [INFO ] [sig       ] [434/3661] Forecasting BHFAO...
[2025-11-27T19:44:03.853488] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-11-27T19:44:03.853524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-11-27T19:44:03.864059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-11-27T19:44:03.864344] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-11-27T19:44:03.865138] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-11-27T19:44:03.865201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:03.865240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:03.865274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:03.865413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:03.920433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:03.921052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:03.921139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:03.921175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:04.036328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:04.036448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:04.036487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:04.036525] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:04.039688] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-11-27T19:44:04.039971] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-11-27T19:44:04.040111] [INFO ] [sig       ] BHFAO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:04.174955] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BHFAO.txt
[2025-11-27T19:44:04.175076] [INFO ] [sig       ] [434/3661] Completed BHFAO in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:04.175130] [INFO ] [sig       ] [435/3661] Forecasting BHFAP...
[2025-11-27T19:44:04.175163] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-11-27T19:44:04.175198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-11-27T19:44:04.185832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-11-27T19:44:04.186139] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-11-27T19:44:04.186997] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-11-27T19:44:04.187062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:04.187103] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:04.187139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:04.187238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:04.244069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:04.244710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:04.244797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:04.244848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:04.362618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:04.362749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:04.362795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:04.362846] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:04.365987] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-11-27T19:44:04.366266] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-11-27T19:44:04.366393] [INFO ] [sig       ] BHFAP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:04.502307] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BHFAP.txt
[2025-11-27T19:44:04.502431] [INFO ] [sig       ] [435/3661] Completed BHFAP in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:04.502505] [INFO ] [sig       ] [436/3661] Forecasting BHK...
[2025-11-27T19:44:04.502567] [INFO ] [sig       ] Generating forecast for: BHK
[2025-11-27T19:44:04.502690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-11-27T19:44:04.513766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-11-27T19:44:04.514051] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-11-27T19:44:04.514885] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-11-27T19:44:04.514947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:04.514999] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:04.515055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:04.515164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:04.572924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:04.573558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:04.573670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:04.573734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:04.694866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:04.694992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:04.695068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:04.695128] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:04.698422] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-11-27T19:44:04.698793] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-11-27T19:44:04.698955] [INFO ] [sig       ] BHK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:04.839153] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BHK.txt
[2025-11-27T19:44:04.839311] [INFO ] [sig       ] [436/3661] Completed BHK in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:04.839385] [INFO ] [sig       ] [437/3661] Forecasting BHP...
[2025-11-27T19:44:04.839469] [INFO ] [sig       ] Generating forecast for: BHP
[2025-11-27T19:44:04.839535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-11-27T19:44:04.850632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-11-27T19:44:04.850953] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-11-27T19:44:04.851804] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-11-27T19:44:04.851867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:04.851911] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:04.851947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:04.852033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:04.909216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:04.909850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:04.909949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:04.909988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:05.028131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:05.028250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:05.028293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:05.028325] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:05.031418] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-11-27T19:44:05.031725] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-11-27T19:44:05.031854] [INFO ] [sig       ] BHP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:05.164875] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BHP.txt
[2025-11-27T19:44:05.164998] [INFO ] [sig       ] [437/3661] Completed BHP in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:05.165040] [INFO ] [sig       ] [438/3661] Forecasting BHRB...
[2025-11-27T19:44:05.165074] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-11-27T19:44:05.165138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-11-27T19:44:05.175972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-11-27T19:44:05.176343] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-11-27T19:44:05.177172] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-11-27T19:44:05.177237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:05.177279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:05.177320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:05.177385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:05.238634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:05.239292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:05.239379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:05.239417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:05.352303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:05.352423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:05.352466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:05.352502] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:05.355785] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-11-27T19:44:05.356082] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-11-27T19:44:05.356228] [INFO ] [sig       ] BHRB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:05.493056] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BHRB.txt
[2025-11-27T19:44:05.493210] [INFO ] [sig       ] [438/3661] Completed BHRB in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:05.493275] [INFO ] [sig       ] [439/3661] Forecasting BHVN...
[2025-11-27T19:44:05.493328] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-11-27T19:44:05.493408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-11-27T19:44:05.503997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-11-27T19:44:05.504303] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-11-27T19:44:05.505164] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-11-27T19:44:05.505229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:05.505272] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:05.505309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:05.505401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:05.563751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:05.564368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:05.564455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:05.564493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:05.685538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:05.685726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:05.685788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:05.685837] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:05.689194] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=58.90%)
[2025-11-27T19:44:05.689497] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-11-27T19:44:05.689682] [INFO ] [sig       ] BHVN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:05.825240] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BHVN.txt
[2025-11-27T19:44:05.825371] [INFO ] [sig       ] [439/3661] Completed BHVN in 0.3s | 2.99 sym/s | Total: 2.4m | ETA: 18.0m
[2025-11-27T19:44:05.825434] [INFO ] [sig       ] [440/3661] Forecasting BIAF...
[2025-11-27T19:44:05.825488] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-11-27T19:44:05.825593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-11-27T19:44:05.836336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-11-27T19:44:05.836674] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-11-27T19:44:05.837516] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-11-27T19:44:05.837607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:05.837668] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:05.837724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:05.837821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:05.896289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:05.896943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:05.897039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:05.897094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:06.004499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:06.004649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:06.004708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:06.004759] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:06.007987] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-11-27T19:44:06.011040] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-11-27T19:44:06.011192] [INFO ] [sig       ] BIAF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:06.147983] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIAF.txt
[2025-11-27T19:44:06.148206] [INFO ] [sig       ] [440/3661] Completed BIAF in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 18.0m
[2025-11-27T19:44:06.148263] [INFO ] [sig       ] [441/3661] Forecasting BIB...
[2025-11-27T19:44:06.148307] [INFO ] [sig       ] Generating forecast for: BIB
[2025-11-27T19:44:06.148369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-11-27T19:44:06.159930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-11-27T19:44:06.160325] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-11-27T19:44:06.161166] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-11-27T19:44:06.161242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:06.161284] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:06.161319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:06.161400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:06.217286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:06.218204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:06.218303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:06.218348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:06.329923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:06.330118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:06.330172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:06.330214] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:06.333744] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-11-27T19:44:06.334039] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-11-27T19:44:06.334184] [INFO ] [sig       ] BIB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:06.474990] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIB.txt
[2025-11-27T19:44:06.475198] [INFO ] [sig       ] [441/3661] Completed BIB in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:06.475254] [INFO ] [sig       ] [442/3661] Forecasting BIIB...
[2025-11-27T19:44:06.475295] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-11-27T19:44:06.475357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-11-27T19:44:06.486476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-11-27T19:44:06.486930] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-11-27T19:44:06.487771] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-11-27T19:44:06.487835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:06.487878] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:06.487916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:06.487985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:06.546464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:06.547391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:06.547490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:06.547529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:06.670888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:06.671080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:06.671133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:06.671169] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:06.674767] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=61.30%)
[2025-11-27T19:44:06.675054] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-11-27T19:44:06.675194] [INFO ] [sig       ] BIIB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:06.810548] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIIB.txt
[2025-11-27T19:44:06.810739] [INFO ] [sig       ] [442/3661] Completed BIIB in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:06.810795] [INFO ] [sig       ] [443/3661] Forecasting BILI...
[2025-11-27T19:44:06.810827] [INFO ] [sig       ] Generating forecast for: BILI
[2025-11-27T19:44:06.810866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-11-27T19:44:06.821855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-11-27T19:44:06.822126] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-11-27T19:44:06.822925] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-11-27T19:44:06.822988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:06.823028] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:06.823065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:06.823132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:06.881347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:06.882136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:06.882245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:06.882290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:07.003079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:07.003268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:07.003317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:07.003352] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:07.006677] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=83.92%)
[2025-11-27T19:44:07.006956] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-11-27T19:44:07.007090] [INFO ] [sig       ] BILI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:07.147723] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BILI.txt
[2025-11-27T19:44:07.147900] [INFO ] [sig       ] [443/3661] Completed BILI in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:07.147950] [INFO ] [sig       ] [444/3661] Forecasting BILL...
[2025-11-27T19:44:07.147991] [INFO ] [sig       ] Generating forecast for: BILL
[2025-11-27T19:44:07.148028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-11-27T19:44:07.158978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-11-27T19:44:07.159349] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-11-27T19:44:07.160246] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-11-27T19:44:07.160311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:07.160354] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:07.160392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:07.160456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:07.217178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:07.217968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:07.218057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:07.218101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:07.343935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:07.344130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:07.344181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:07.344217] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:07.347529] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=37.93%)
[2025-11-27T19:44:07.347849] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-11-27T19:44:07.347981] [INFO ] [sig       ] BILL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:07.482962] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BILL.txt
[2025-11-27T19:44:07.483110] [INFO ] [sig       ] [444/3661] Completed BILL in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:07.483161] [INFO ] [sig       ] [445/3661] Forecasting BIO...
[2025-11-27T19:44:07.483203] [INFO ] [sig       ] Generating forecast for: BIO
[2025-11-27T19:44:07.483243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-11-27T19:44:07.493812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-11-27T19:44:07.494072] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-11-27T19:44:07.494888] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-11-27T19:44:07.494954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:07.494997] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:07.495035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:07.495102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:07.552151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:07.552873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:07.552965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:07.553009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:07.673260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:07.673441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:07.673492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:07.673528] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:07.676856] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-11-27T19:44:07.677128] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-11-27T19:44:07.677259] [INFO ] [sig       ] BIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:07.811795] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIO.txt
[2025-11-27T19:44:07.811939] [INFO ] [sig       ] [445/3661] Completed BIO in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:07.811990] [INFO ] [sig       ] [446/3661] Forecasting BIOX...
[2025-11-27T19:44:07.812025] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-11-27T19:44:07.812065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-11-27T19:44:07.822697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-11-27T19:44:07.822975] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-11-27T19:44:07.823748] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-11-27T19:44:07.823810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:07.823846] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:07.823883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:07.823947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:07.880370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:07.881059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:07.881148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:07.881191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:07.997759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:07.997933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:07.997982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:07.998023] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:08.001326] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-11-27T19:44:08.001710] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-11-27T19:44:08.001885] [INFO ] [sig       ] BIOX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:08.137586] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIOX.txt
[2025-11-27T19:44:08.137741] [INFO ] [sig       ] [446/3661] Completed BIOX in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:08.137786] [INFO ] [sig       ] [447/3661] Forecasting BIP...
[2025-11-27T19:44:08.137828] [INFO ] [sig       ] Generating forecast for: BIP
[2025-11-27T19:44:08.137863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-11-27T19:44:08.148600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-11-27T19:44:08.148884] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-11-27T19:44:08.149663] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-11-27T19:44:08.149726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:08.149768] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:08.149804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:08.149868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:08.204857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:08.205505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:08.205612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:08.205657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:08.326612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:08.326779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:08.326828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:08.326865] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:08.330096] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=40.25%)
[2025-11-27T19:44:08.330362] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-11-27T19:44:08.330492] [INFO ] [sig       ] BIP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:08.465121] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BIP.txt
[2025-11-27T19:44:08.465269] [INFO ] [sig       ] [447/3661] Completed BIP in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:08.465316] [INFO ] [sig       ] [448/3661] Forecasting BIPH...
[2025-11-27T19:44:08.465352] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-11-27T19:44:08.465391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-11-27T19:44:08.476275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-11-27T19:44:08.476633] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-11-27T19:44:08.477403] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-11-27T19:44:08.477465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:08.477506] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:08.477542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:08.477627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:08.532972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:08.533569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:08.533672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:08.533714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:08.637867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:08.638030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:08.638096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:08.638151] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:08.641366] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2025-11-27T19:44:08.641652] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-11-27T19:44:08.641781] [INFO ] [sig       ] BIPH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:08.777021] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIPH.txt
[2025-11-27T19:44:08.777170] [INFO ] [sig       ] [448/3661] Completed BIPH in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:08.777220] [INFO ] [sig       ] [449/3661] Forecasting BIPI...
[2025-11-27T19:44:08.777258] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-11-27T19:44:08.777300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-11-27T19:44:08.789056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-11-27T19:44:08.789409] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-11-27T19:44:08.790233] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-11-27T19:44:08.790299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:08.790351] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:08.790395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:08.790475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:08.845814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:08.846464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:08.846556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:08.846610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:08.952107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:08.952239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:08.952285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:08.952343] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:08.955442] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-11-27T19:44:08.955741] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-11-27T19:44:08.955884] [INFO ] [sig       ] BIPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:09.089584] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIPI.txt
[2025-11-27T19:44:09.089722] [INFO ] [sig       ] [449/3661] Completed BIPI in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:09.089768] [INFO ] [sig       ] [450/3661] Forecasting BIRD...
[2025-11-27T19:44:09.089806] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-11-27T19:44:09.089842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-11-27T19:44:09.101091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-11-27T19:44:09.101427] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-11-27T19:44:09.102199] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-11-27T19:44:09.102260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:09.102299] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:09.102338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:09.102400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:09.157186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:09.157801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:09.157887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:09.157929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:09.276192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:09.276349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:09.276396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:09.276431] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:09.279641] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-11-27T19:44:09.279912] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-11-27T19:44:09.280041] [INFO ] [sig       ] BIRD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:09.413543] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BIRD.txt
[2025-11-27T19:44:09.413685] [INFO ] [sig       ] [450/3661] Completed BIRD in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:09.413734] [INFO ] [sig       ] [451/3661] Forecasting BIRK...
[2025-11-27T19:44:09.413771] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-11-27T19:44:09.413813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-11-27T19:44:09.425122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-11-27T19:44:09.425392] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-11-27T19:44:09.426177] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-11-27T19:44:09.426240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:09.426279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:09.426328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:09.426428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:09.481156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:09.481783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:09.481869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:09.481914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:09.600114] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:09.600289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:09.600345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:09.600380] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:09.603718] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-11-27T19:44:09.604019] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-11-27T19:44:09.604154] [INFO ] [sig       ] BIRK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:09.740978] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIRK.txt
[2025-11-27T19:44:09.741118] [INFO ] [sig       ] [451/3661] Completed BIRK in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:09.741166] [INFO ] [sig       ] [452/3661] Forecasting BITF...
[2025-11-27T19:44:09.741203] [INFO ] [sig       ] Generating forecast for: BITF
[2025-11-27T19:44:09.741239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-11-27T19:44:09.752205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-11-27T19:44:09.752509] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-11-27T19:44:09.753297] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-11-27T19:44:09.753362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:09.753411] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:09.753458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:09.753540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:09.809508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:09.810169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:09.810255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:09.810291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:09.931163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:09.931294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:09.931340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:09.931375] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:09.934564] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2025-11-27T19:44:09.934899] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-11-27T19:44:09.935029] [INFO ] [sig       ] BITF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:10.073499] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BITF.txt
[2025-11-27T19:44:10.073678] [INFO ] [sig       ] [452/3661] Completed BITF in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:10.073732] [INFO ] [sig       ] [453/3661] Forecasting BIVI...
[2025-11-27T19:44:10.073773] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-11-27T19:44:10.073812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-11-27T19:44:10.084701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-11-27T19:44:10.084998] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-11-27T19:44:10.085803] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-11-27T19:44:10.085865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:10.085906] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:10.085961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:10.086040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:10.142539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:10.143194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:10.143285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:10.143329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:10.262856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:10.263021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:10.263069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:10.263112] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:10.266401] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-11-27T19:44:10.266705] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-11-27T19:44:10.266842] [INFO ] [sig       ] BIVI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:10.401993] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BIVI.txt
[2025-11-27T19:44:10.402146] [INFO ] [sig       ] [453/3661] Completed BIVI in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:10.402201] [INFO ] [sig       ] [454/3661] Forecasting BJ...
[2025-11-27T19:44:10.402244] [INFO ] [sig       ] Generating forecast for: BJ
[2025-11-27T19:44:10.402358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-11-27T19:44:10.412982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-11-27T19:44:10.413289] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-11-27T19:44:10.414062] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-11-27T19:44:10.414124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:10.414166] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:10.414203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:10.414268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:10.469843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:10.470462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:10.470556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:10.470625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:10.589995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:10.590162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:10.590210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:10.590247] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:10.593435] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-11-27T19:44:10.593728] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-11-27T19:44:10.593855] [INFO ] [sig       ] BJ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:10.729040] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BJ.txt
[2025-11-27T19:44:10.729193] [INFO ] [sig       ] [454/3661] Completed BJ in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:10.729249] [INFO ] [sig       ] [455/3661] Forecasting BJDX...
[2025-11-27T19:44:10.729287] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-11-27T19:44:10.729327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-11-27T19:44:10.740384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-11-27T19:44:10.740758] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-11-27T19:44:10.741560] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-11-27T19:44:10.741657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:10.741704] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:10.741756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:10.741894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:10.796936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:10.797648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:10.797734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:10.797776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:10.921847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:10.922014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:10.922064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:10.922102] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:10.925375] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-11-27T19:44:10.925685] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-11-27T19:44:10.925823] [INFO ] [sig       ] BJDX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:11.061075] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BJDX.txt
[2025-11-27T19:44:11.061230] [INFO ] [sig       ] [455/3661] Completed BJDX in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:11.061295] [INFO ] [sig       ] [456/3661] Forecasting BJRI...
[2025-11-27T19:44:11.061337] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-11-27T19:44:11.061376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-11-27T19:44:11.072104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-11-27T19:44:11.072378] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-11-27T19:44:11.073152] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-11-27T19:44:11.073214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:11.073255] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:11.073290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:11.073355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:11.128742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:11.129417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:11.129507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:11.129549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:11.250335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:11.250504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:11.250552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:11.250609] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:11.253847] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-11-27T19:44:11.254117] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-11-27T19:44:11.254247] [INFO ] [sig       ] BJRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:11.389624] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BJRI.txt
[2025-11-27T19:44:11.389817] [INFO ] [sig       ] [456/3661] Completed BJRI in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.9m
[2025-11-27T19:44:11.389870] [INFO ] [sig       ] [457/3661] Forecasting BK...
[2025-11-27T19:44:11.389911] [INFO ] [sig       ] Generating forecast for: BK
[2025-11-27T19:44:11.389970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-11-27T19:44:11.400754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-11-27T19:44:11.401039] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-11-27T19:44:11.401810] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-11-27T19:44:11.401873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:11.401915] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:11.401952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:11.402019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:11.457200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:11.457828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:11.457914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:11.457955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:11.575618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:11.575798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:11.575848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:11.575889] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:11.579121] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=77.48%)
[2025-11-27T19:44:11.579396] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-11-27T19:44:11.579532] [INFO ] [sig       ] BK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:11.718591] [INFO ] [LOCAL     ] Saved forecast: BK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BK.txt
[2025-11-27T19:44:11.718748] [INFO ] [sig       ] [457/3661] Completed BK in 0.3s | 2.99 sym/s | Total: 2.5m | ETA: 17.8m
[2025-11-27T19:44:11.718799] [INFO ] [sig       ] [458/3661] Forecasting BKCH...
[2025-11-27T19:44:11.718856] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-11-27T19:44:11.718893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-11-27T19:44:11.730297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-11-27T19:44:11.730604] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-11-27T19:44:11.731384] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-11-27T19:44:11.731447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:11.731488] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:11.731532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:11.731648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:11.786876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:11.787564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:11.787667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:11.787707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:11.903015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:11.903182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:11.903231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:11.903268] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:11.906616] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-11-27T19:44:11.906937] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-11-27T19:44:11.907079] [INFO ] [sig       ] BKCH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:12.043449] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BKCH.txt
[2025-11-27T19:44:12.043644] [INFO ] [sig       ] [458/3661] Completed BKCH in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:12.043691] [INFO ] [sig       ] [459/3661] Forecasting BKD...
[2025-11-27T19:44:12.043738] [INFO ] [sig       ] Generating forecast for: BKD
[2025-11-27T19:44:12.043793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-11-27T19:44:12.054207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-11-27T19:44:12.054481] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-11-27T19:44:12.055295] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-11-27T19:44:12.055359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:12.055401] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:12.055438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:12.055518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:12.111052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:12.111832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:12.111934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:12.111978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:12.230521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:12.230709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:12.230759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:12.230840] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:12.234055] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=50.09%)
[2025-11-27T19:44:12.234340] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-11-27T19:44:12.234471] [INFO ] [sig       ] BKD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:12.369814] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BKD.txt
[2025-11-27T19:44:12.369999] [INFO ] [sig       ] [459/3661] Completed BKD in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:12.370050] [INFO ] [sig       ] [460/3661] Forecasting BKE...
[2025-11-27T19:44:12.370135] [INFO ] [sig       ] Generating forecast for: BKE
[2025-11-27T19:44:12.370177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-11-27T19:44:12.381021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-11-27T19:44:12.381393] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-11-27T19:44:12.382185] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-11-27T19:44:12.382247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:12.382288] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:12.382332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:12.382411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:12.449646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:12.450488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:12.450598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:12.450643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:12.570397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:12.570564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:12.570632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:12.570672] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:12.573979] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-11-27T19:44:12.574256] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-11-27T19:44:12.574390] [INFO ] [sig       ] BKE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:12.711238] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BKE.txt
[2025-11-27T19:44:12.711393] [INFO ] [sig       ] [460/3661] Completed BKE in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:12.711441] [INFO ] [sig       ] [461/3661] Forecasting BKH...
[2025-11-27T19:44:12.711486] [INFO ] [sig       ] Generating forecast for: BKH
[2025-11-27T19:44:12.711540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-11-27T19:44:12.722088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-11-27T19:44:12.722387] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-11-27T19:44:12.723176] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-11-27T19:44:12.723241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:12.723282] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:12.723319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:12.723430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:12.778825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:12.779459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:12.779547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:12.779625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:12.897163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:12.897335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:12.897384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:12.897422] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:12.900683] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-11-27T19:44:12.900988] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-11-27T19:44:12.901119] [INFO ] [sig       ] BKH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:13.038152] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BKH.txt
[2025-11-27T19:44:13.038314] [INFO ] [sig       ] [461/3661] Completed BKH in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:13.038362] [INFO ] [sig       ] [462/3661] Forecasting BKN...
[2025-11-27T19:44:13.038463] [INFO ] [sig       ] Generating forecast for: BKN
[2025-11-27T19:44:13.038505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-11-27T19:44:13.052641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-11-27T19:44:13.053310] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-11-27T19:44:13.054383] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-11-27T19:44:13.054454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:13.054506] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:13.054546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:13.054637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:13.111454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:13.112671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:13.112787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:13.112845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:13.234773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:13.235043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:13.235102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:13.235143] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:13.239102] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2025-11-27T19:44:13.239471] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-11-27T19:44:13.239655] [INFO ] [sig       ] BKN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:13.384968] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BKN.txt
[2025-11-27T19:44:13.385284] [INFO ] [sig       ] [462/3661] Completed BKN in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:13.385348] [INFO ] [sig       ] [463/3661] Forecasting BKNG...
[2025-11-27T19:44:13.385391] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-11-27T19:44:13.385437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-11-27T19:44:13.397566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-11-27T19:44:13.398143] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-11-27T19:44:13.399197] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-11-27T19:44:13.399296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:13.399349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:13.399389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:13.399478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:13.455378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:13.456521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:13.456676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:13.456726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:13.578929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:13.579117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:13.579170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:13.579208] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:13.582649] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=46.29%)
[2025-11-27T19:44:13.582934] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-11-27T19:44:13.583074] [INFO ] [sig       ] BKNG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:13.717479] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BKNG.txt
[2025-11-27T19:44:13.718015] [INFO ] [sig       ] [463/3661] Completed BKNG in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:13.718074] [INFO ] [sig       ] [464/3661] Forecasting BKSY...
[2025-11-27T19:44:13.718142] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-11-27T19:44:13.718189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-11-27T19:44:13.731170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-11-27T19:44:13.731564] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-11-27T19:44:13.732387] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-11-27T19:44:13.732453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:13.732496] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:13.732534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:13.732632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:13.787645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:13.788324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:13.788418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:13.788466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:13.910346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:13.910526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:13.910595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:13.910637] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:13.914099] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-11-27T19:44:13.914393] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-11-27T19:44:13.914546] [INFO ] [sig       ] BKSY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:14.055394] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BKSY.txt
[2025-11-27T19:44:14.055593] [INFO ] [sig       ] [464/3661] Completed BKSY in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:14.055685] [INFO ] [sig       ] [465/3661] Forecasting BL...
[2025-11-27T19:44:14.055724] [INFO ] [sig       ] Generating forecast for: BL
[2025-11-27T19:44:14.055795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-11-27T19:44:14.070641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-11-27T19:44:14.071292] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-11-27T19:44:14.072332] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-11-27T19:44:14.072421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:14.072468] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:14.072506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:14.072599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:14.128504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:14.129649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:14.129758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:14.129804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:14.252023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:14.252200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:14.252251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:14.252291] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:14.255701] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=31.27%)
[2025-11-27T19:44:14.255981] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-11-27T19:44:14.256116] [INFO ] [sig       ] BL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:14.389105] [INFO ] [LOCAL     ] Saved forecast: BL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BL.txt
[2025-11-27T19:44:14.389252] [INFO ] [sig       ] [465/3661] Completed BL in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:14.389302] [INFO ] [sig       ] [466/3661] Forecasting BLBD...
[2025-11-27T19:44:14.389341] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-11-27T19:44:14.389396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-11-27T19:44:14.400120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-11-27T19:44:14.400387] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-11-27T19:44:14.401168] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-11-27T19:44:14.401231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:14.401275] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:14.401310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:14.401375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:14.456468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:14.457102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:14.457188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:14.457230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:14.579410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:14.579696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:14.579765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:14.579806] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:14.584196] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=29.08%)
[2025-11-27T19:44:14.584655] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-11-27T19:44:14.584855] [INFO ] [sig       ] BLBD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:14.728334] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLBD.txt
[2025-11-27T19:44:14.728682] [INFO ] [sig       ] [466/3661] Completed BLBD in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:14.728746] [INFO ] [sig       ] [467/3661] Forecasting BLCN...
[2025-11-27T19:44:14.728791] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-11-27T19:44:14.728832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-11-27T19:44:14.741736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-11-27T19:44:14.742179] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-11-27T19:44:14.743151] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-11-27T19:44:14.743218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:14.743263] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:14.743300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:14.743374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:14.799837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:14.801030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:14.801142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:14.801191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:14.911643] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:14.911928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:14.911985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:14.912025] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:14.915844] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=14.02%)
[2025-11-27T19:44:14.916150] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-11-27T19:44:14.916294] [INFO ] [sig       ] BLCN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:15.053625] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLCN.txt
[2025-11-27T19:44:15.053861] [INFO ] [sig       ] [467/3661] Completed BLCN in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:15.053949] [INFO ] [sig       ] [468/3661] Forecasting BLCO...
[2025-11-27T19:44:15.054001] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-11-27T19:44:15.054044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-11-27T19:44:15.066784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-11-27T19:44:15.067211] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-11-27T19:44:15.068170] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-11-27T19:44:15.068234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:15.068279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:15.068316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:15.068390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:15.124264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:15.125427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:15.125544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:15.125619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:15.252434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:15.252726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:15.252789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:15.252833] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:15.256896] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-11-27T19:44:15.257218] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-11-27T19:44:15.257371] [INFO ] [sig       ] BLCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:15.393673] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLCO.txt
[2025-11-27T19:44:15.393927] [INFO ] [sig       ] [468/3661] Completed BLCO in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:15.393983] [INFO ] [sig       ] [469/3661] Forecasting BLD...
[2025-11-27T19:44:15.394025] [INFO ] [sig       ] Generating forecast for: BLD
[2025-11-27T19:44:15.394095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-11-27T19:44:15.406825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-11-27T19:44:15.407367] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-11-27T19:44:15.408497] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-11-27T19:44:15.408564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:15.408626] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:15.408663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:15.408772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:15.464874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:15.465937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:15.466058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:15.466127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:15.584942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:15.585120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:15.585174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:15.585215] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:15.588655] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-11-27T19:44:15.588952] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-11-27T19:44:15.589092] [INFO ] [sig       ] BLD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:15.729333] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BLD.txt
[2025-11-27T19:44:15.729480] [INFO ] [sig       ] [469/3661] Completed BLD in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:15.729530] [INFO ] [sig       ] [470/3661] Forecasting BLDP...
[2025-11-27T19:44:15.729586] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-11-27T19:44:15.729643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-11-27T19:44:15.740734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-11-27T19:44:15.741008] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-11-27T19:44:15.741786] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-11-27T19:44:15.741849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:15.741894] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:15.741929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:15.741995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:15.798098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:15.798794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:15.798883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:15.798930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:15.921238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:15.921396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:15.921445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:15.921482] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:15.924708] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-11-27T19:44:15.924995] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-11-27T19:44:15.925129] [INFO ] [sig       ] BLDP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:16.063062] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLDP.txt
[2025-11-27T19:44:16.063207] [INFO ] [sig       ] [470/3661] Completed BLDP in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:16.063256] [INFO ] [sig       ] [471/3661] Forecasting BLE...
[2025-11-27T19:44:16.063296] [INFO ] [sig       ] Generating forecast for: BLE
[2025-11-27T19:44:16.063333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-11-27T19:44:16.074376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-11-27T19:44:16.074701] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-11-27T19:44:16.075516] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-11-27T19:44:16.075604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:16.075649] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:16.075688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:16.075766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:16.145992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:16.146827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:16.146918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:16.146960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:16.260749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:16.260922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:16.260969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:16.261008] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:16.264253] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-11-27T19:44:16.264524] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-11-27T19:44:16.264670] [INFO ] [sig       ] BLE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:16.400799] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BLE.txt
[2025-11-27T19:44:16.400950] [INFO ] [sig       ] [471/3661] Completed BLE in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:16.401000] [INFO ] [sig       ] [472/3661] Forecasting BLFS...
[2025-11-27T19:44:16.401039] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-11-27T19:44:16.401082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-11-27T19:44:16.412135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-11-27T19:44:16.412425] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-11-27T19:44:16.413196] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-11-27T19:44:16.413259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:16.413301] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:16.413337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:16.413403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:16.469104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:16.469724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:16.469809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:16.469850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:16.588527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:16.588756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:16.588815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:16.588855] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:16.592165] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=60.81%)
[2025-11-27T19:44:16.592447] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-11-27T19:44:16.592595] [INFO ] [sig       ] BLFS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:16.728886] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BLFS.txt
[2025-11-27T19:44:16.729037] [INFO ] [sig       ] [472/3661] Completed BLFS in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:16.729089] [INFO ] [sig       ] [473/3661] Forecasting BLFY...
[2025-11-27T19:44:16.729130] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-11-27T19:44:16.729172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-11-27T19:44:16.740525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-11-27T19:44:16.740870] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-11-27T19:44:16.741684] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-11-27T19:44:16.741747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:16.741790] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:16.741826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:16.741899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:16.798384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:16.799026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:16.799114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:16.799157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:16.918042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:16.918241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:16.918291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:16.918324] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:16.921618] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=71.00%)
[2025-11-27T19:44:16.921921] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-11-27T19:44:16.922048] [INFO ] [sig       ] BLFY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:17.059664] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BLFY.txt
[2025-11-27T19:44:17.059808] [INFO ] [sig       ] [473/3661] Completed BLFY in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:17.059863] [INFO ] [sig       ] [474/3661] Forecasting BLK...
[2025-11-27T19:44:17.059900] [INFO ] [sig       ] Generating forecast for: BLK
[2025-11-27T19:44:17.059935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-11-27T19:44:17.071170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-11-27T19:44:17.071472] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-11-27T19:44:17.072449] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-11-27T19:44:17.072520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:17.072564] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:17.072624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:17.072691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:17.129828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:17.130456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:17.130563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:17.130626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:17.252274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:17.252441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:17.252490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:17.252527] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:17.255761] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-11-27T19:44:17.256037] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-11-27T19:44:17.256167] [INFO ] [sig       ] BLK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:17.396353] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BLK.txt
[2025-11-27T19:44:17.396508] [INFO ] [sig       ] [474/3661] Completed BLK in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.8m
[2025-11-27T19:44:17.396563] [INFO ] [sig       ] [475/3661] Forecasting BLKB...
[2025-11-27T19:44:17.396621] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-11-27T19:44:17.396682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-11-27T19:44:17.407464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-11-27T19:44:17.407759] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-11-27T19:44:17.408564] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-11-27T19:44:17.408653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:17.408696] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:17.408734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:17.408801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:17.465361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:17.466034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:17.466122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:17.466166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:17.582295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:17.582457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:17.582503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:17.582540] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:17.585800] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=14.87%)
[2025-11-27T19:44:17.586144] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-11-27T19:44:17.586280] [INFO ] [sig       ] BLKB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:17.725627] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLKB.txt
[2025-11-27T19:44:17.725782] [INFO ] [sig       ] [475/3661] Completed BLKB in 0.3s | 2.99 sym/s | Total: 2.6m | ETA: 17.7m
[2025-11-27T19:44:17.725830] [INFO ] [sig       ] [476/3661] Forecasting BLMN...
[2025-11-27T19:44:17.725863] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-11-27T19:44:17.725896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-11-27T19:44:17.737081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-11-27T19:44:17.737369] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-11-27T19:44:17.738174] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-11-27T19:44:17.738237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:17.738289] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:17.738331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:17.738392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:17.793508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:17.794120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:17.794216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:17.794259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:17.913216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:17.913375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:17.913424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:17.913460] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:17.916722] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-11-27T19:44:17.916994] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-11-27T19:44:17.917137] [INFO ] [sig       ] BLMN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:18.052754] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLMN.txt
[2025-11-27T19:44:18.052907] [INFO ] [sig       ] [476/3661] Completed BLMN in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:18.052960] [INFO ] [sig       ] [477/3661] Forecasting BLND...
[2025-11-27T19:44:18.052999] [INFO ] [sig       ] Generating forecast for: BLND
[2025-11-27T19:44:18.053036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-11-27T19:44:18.064686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-11-27T19:44:18.065039] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-11-27T19:44:18.065898] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-11-27T19:44:18.065963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:18.066007] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:18.066044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:18.066110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:18.123447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:18.124181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:18.124275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:18.124320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:18.258926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:18.259133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:18.259194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:18.259243] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:18.263796] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-11-27T19:44:18.264117] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-11-27T19:44:18.264265] [INFO ] [sig       ] BLND: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:18.414128] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLND.txt
[2025-11-27T19:44:18.414291] [INFO ] [sig       ] [477/3661] Completed BLND in 0.4s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:18.414342] [INFO ] [sig       ] [478/3661] Forecasting BLNK...
[2025-11-27T19:44:18.414376] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-11-27T19:44:18.414416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-11-27T19:44:18.425264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-11-27T19:44:18.425691] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-11-27T19:44:18.426493] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-11-27T19:44:18.426557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:18.426618] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:18.426655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:18.426719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:18.483838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:18.484772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:18.484868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:18.484911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:18.603970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:18.604145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:18.604193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:18.604231] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:18.607531] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-11-27T19:44:18.607899] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-11-27T19:44:18.608043] [INFO ] [sig       ] BLNK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:18.745023] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLNK.txt
[2025-11-27T19:44:18.745205] [INFO ] [sig       ] [478/3661] Completed BLNK in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:18.745255] [INFO ] [sig       ] [479/3661] Forecasting BLRX...
[2025-11-27T19:44:18.745289] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-11-27T19:44:18.745328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-11-27T19:44:18.757933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-11-27T19:44:18.758390] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-11-27T19:44:18.759209] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-11-27T19:44:18.759275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:18.759319] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:18.759358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:18.759425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:18.825070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:18.825966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:18.826063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:18.826113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:18.943455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:18.943648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:18.943700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:18.943739] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:18.947006] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-11-27T19:44:18.947281] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-11-27T19:44:18.947416] [INFO ] [sig       ] BLRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:19.085042] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLRX.txt
[2025-11-27T19:44:19.085202] [INFO ] [sig       ] [479/3661] Completed BLRX in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:19.085257] [INFO ] [sig       ] [480/3661] Forecasting BLTE...
[2025-11-27T19:44:19.085297] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-11-27T19:44:19.085341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-11-27T19:44:19.097124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-11-27T19:44:19.097564] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-11-27T19:44:19.098439] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-11-27T19:44:19.098504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:19.098545] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:19.098598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:19.098679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:19.156904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:19.157813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:19.157906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:19.157945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:19.281038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:19.281229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:19.281276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:19.281317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:19.284691] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-11-27T19:44:19.284978] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-11-27T19:44:19.285114] [INFO ] [sig       ] BLTE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:19.423369] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLTE.txt
[2025-11-27T19:44:19.423551] [INFO ] [sig       ] [480/3661] Completed BLTE in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:19.423621] [INFO ] [sig       ] [481/3661] Forecasting BLX...
[2025-11-27T19:44:19.423675] [INFO ] [sig       ] Generating forecast for: BLX
[2025-11-27T19:44:19.423717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-11-27T19:44:19.435068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-11-27T19:44:19.435468] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-11-27T19:44:19.436273] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-11-27T19:44:19.436336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:19.436373] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:19.436410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:19.436473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:19.491413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:19.492278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:19.492372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:19.492414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:19.611811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:19.611988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:19.612037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:19.612076] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:19.615292] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=82.81%)
[2025-11-27T19:44:19.615565] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-11-27T19:44:19.615730] [INFO ] [sig       ] BLX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:19.751494] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BLX.txt
[2025-11-27T19:44:19.751689] [INFO ] [sig       ] [481/3661] Completed BLX in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:19.751741] [INFO ] [sig       ] [482/3661] Forecasting BLZE...
[2025-11-27T19:44:19.751774] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-11-27T19:44:19.751808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-11-27T19:44:19.762529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-11-27T19:44:19.762882] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-11-27T19:44:19.763661] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-11-27T19:44:19.763723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:19.763765] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:19.763802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:19.763864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:19.819457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:19.820305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:19.820396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:19.820438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:19.945566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:19.945755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:19.945804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:19.945841] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:19.949170] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-11-27T19:44:19.949465] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-11-27T19:44:19.949621] [INFO ] [sig       ] BLZE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:20.084843] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BLZE.txt
[2025-11-27T19:44:20.085024] [INFO ] [sig       ] [482/3661] Completed BLZE in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:20.085075] [INFO ] [sig       ] [483/3661] Forecasting BMA...
[2025-11-27T19:44:20.085139] [INFO ] [sig       ] Generating forecast for: BMA
[2025-11-27T19:44:20.085176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-11-27T19:44:20.096643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-11-27T19:44:20.097011] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-11-27T19:44:20.097855] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-11-27T19:44:20.097922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:20.097966] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:20.098004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:20.098079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:20.160971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:20.161892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:20.161990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:20.162033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:20.276960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:20.277133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:20.277194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:20.277236] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:20.280457] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=88.05%)
[2025-11-27T19:44:20.280748] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-11-27T19:44:20.280900] [INFO ] [sig       ] BMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:20.418677] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BMA.txt
[2025-11-27T19:44:20.418868] [INFO ] [sig       ] [483/3661] Completed BMA in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:20.418941] [INFO ] [sig       ] [484/3661] Forecasting BMBL...
[2025-11-27T19:44:20.418984] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-11-27T19:44:20.419023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-11-27T19:44:20.429819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-11-27T19:44:20.430173] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-11-27T19:44:20.431025] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-11-27T19:44:20.431090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:20.431151] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:20.431190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:20.431264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:20.489605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:20.490461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:20.490558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:20.490621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:20.617225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:20.617423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:20.617487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:20.617529] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:20.621015] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-11-27T19:44:20.621300] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-11-27T19:44:20.621438] [INFO ] [sig       ] BMBL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:20.767256] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BMBL.txt
[2025-11-27T19:44:20.767428] [INFO ] [sig       ] [484/3661] Completed BMBL in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:20.767481] [INFO ] [sig       ] [485/3661] Forecasting BME...
[2025-11-27T19:44:20.767521] [INFO ] [sig       ] Generating forecast for: BME
[2025-11-27T19:44:20.767567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-11-27T19:44:20.779732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-11-27T19:44:20.780083] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-11-27T19:44:20.780881] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-11-27T19:44:20.780945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:20.780987] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:20.781023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:20.781086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:20.835785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:20.836411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:20.836512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:20.836555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:20.951373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:20.951516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:20.951563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:20.951617] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:20.954715] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-11-27T19:44:20.954981] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-11-27T19:44:20.955113] [INFO ] [sig       ] BME: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:21.088802] [INFO ] [LOCAL     ] Saved forecast: BME	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BME.txt
[2025-11-27T19:44:21.088950] [INFO ] [sig       ] [485/3661] Completed BME in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:21.089000] [INFO ] [sig       ] [486/3661] Forecasting BMEZ...
[2025-11-27T19:44:21.089039] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-11-27T19:44:21.089077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-11-27T19:44:21.100330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-11-27T19:44:21.100612] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-11-27T19:44:21.101362] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-11-27T19:44:21.101424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:21.101465] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:21.101501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:21.101565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:21.155791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:21.156366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:21.156452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:21.156494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:21.270971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:21.271108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:21.271153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:21.271187] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:21.274307] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-11-27T19:44:21.274588] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-11-27T19:44:21.274716] [INFO ] [sig       ] BMEZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:21.407233] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BMEZ.txt
[2025-11-27T19:44:21.407355] [INFO ] [sig       ] [486/3661] Completed BMEZ in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:21.407404] [INFO ] [sig       ] [487/3661] Forecasting BMI...
[2025-11-27T19:44:21.407443] [INFO ] [sig       ] Generating forecast for: BMI
[2025-11-27T19:44:21.407480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-11-27T19:44:21.418253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-11-27T19:44:21.418535] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-11-27T19:44:21.419301] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-11-27T19:44:21.419364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:21.419415] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:21.419456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:21.419521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:21.474161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:21.474766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:21.474853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:21.474894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:21.593026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:21.593199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:21.593252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:21.593291] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:21.596582] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-11-27T19:44:21.596850] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-11-27T19:44:21.596990] [INFO ] [sig       ] BMI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:21.730261] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BMI.txt
[2025-11-27T19:44:21.730401] [INFO ] [sig       ] [487/3661] Completed BMI in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:21.730452] [INFO ] [sig       ] [488/3661] Forecasting BMO...
[2025-11-27T19:44:21.730491] [INFO ] [sig       ] Generating forecast for: BMO
[2025-11-27T19:44:21.730530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-11-27T19:44:21.741646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-11-27T19:44:21.741924] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-11-27T19:44:21.742703] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-11-27T19:44:21.742766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:21.742808] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:21.742844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:21.742909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:21.797341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:21.797950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:21.798042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:21.798083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:21.919772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:21.919917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:21.919966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:21.920005] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:21.923169] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-11-27T19:44:21.923436] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-11-27T19:44:21.923568] [INFO ] [sig       ] BMO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:22.060379] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BMO.txt
[2025-11-27T19:44:22.060536] [INFO ] [sig       ] [488/3661] Completed BMO in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:22.060603] [INFO ] [sig       ] [489/3661] Forecasting BMRA...
[2025-11-27T19:44:22.060645] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-11-27T19:44:22.060690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-11-27T19:44:22.071643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-11-27T19:44:22.071970] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-11-27T19:44:22.072767] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-11-27T19:44:22.072830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:22.072864] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:22.072896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:22.072965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:22.127180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:22.127779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:22.127884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:22.127925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:22.242788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:22.242929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:22.242977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:22.243015] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:22.246176] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=43.12%)
[2025-11-27T19:44:22.246446] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-11-27T19:44:22.246596] [INFO ] [sig       ] BMRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:22.383398] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BMRA.txt
[2025-11-27T19:44:22.383561] [INFO ] [sig       ] [489/3661] Completed BMRA in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:22.383625] [INFO ] [sig       ] [490/3661] Forecasting BMRC...
[2025-11-27T19:44:22.383684] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-11-27T19:44:22.383734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-11-27T19:44:22.394698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-11-27T19:44:22.394957] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-11-27T19:44:22.395737] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-11-27T19:44:22.395800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:22.395840] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:22.395878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:22.395941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:22.450315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:22.450914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:22.451014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:22.451059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:22.569113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:22.569259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:22.569307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:22.569340] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:22.572469] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-11-27T19:44:22.572757] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-11-27T19:44:22.572891] [INFO ] [sig       ] BMRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:22.706701] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BMRC.txt
[2025-11-27T19:44:22.706841] [INFO ] [sig       ] [490/3661] Completed BMRC in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:22.706897] [INFO ] [sig       ] [491/3661] Forecasting BMRN...
[2025-11-27T19:44:22.706935] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-11-27T19:44:22.706978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-11-27T19:44:22.717534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-11-27T19:44:22.717824] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-11-27T19:44:22.718638] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-11-27T19:44:22.718699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:22.718739] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:22.718774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:22.718837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:22.777281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:22.777986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:22.778074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:22.778132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:22.890294] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:22.890464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:22.890523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:22.890564] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:22.894041] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2025-11-27T19:44:22.894347] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-11-27T19:44:22.894503] [INFO ] [sig       ] BMRN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:23.030619] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BMRN.txt
[2025-11-27T19:44:23.030789] [INFO ] [sig       ] [491/3661] Completed BMRN in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.7m
[2025-11-27T19:44:23.030839] [INFO ] [sig       ] [492/3661] Forecasting BMY...
[2025-11-27T19:44:23.030875] [INFO ] [sig       ] Generating forecast for: BMY
[2025-11-27T19:44:23.030907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-11-27T19:44:23.041641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-11-27T19:44:23.041925] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-11-27T19:44:23.042758] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-11-27T19:44:23.042820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:23.042853] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:23.042885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:23.042949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:23.099253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:23.099937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:23.100029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:23.100073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:23.221428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:23.221628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:23.221681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:23.221718] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:23.224989] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-11-27T19:44:23.225284] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-11-27T19:44:23.225412] [INFO ] [sig       ] BMY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:23.362111] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BMY.txt
[2025-11-27T19:44:23.362269] [INFO ] [sig       ] [492/3661] Completed BMY in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-27T19:44:23.362319] [INFO ] [sig       ] [493/3661] Forecasting BN...
[2025-11-27T19:44:23.362356] [INFO ] [sig       ] Generating forecast for: BN
[2025-11-27T19:44:23.362395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-11-27T19:44:23.373213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-11-27T19:44:23.373504] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-11-27T19:44:23.374306] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-11-27T19:44:23.374368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:23.374409] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:23.374445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:23.374514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:23.432030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:23.432868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:23.432964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:23.433010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:23.555798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:23.555991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:23.556057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:23.556114] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:23.562847] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-11-27T19:44:23.563292] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-11-27T19:44:23.563477] [INFO ] [sig       ] BN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:23.703427] [INFO ] [LOCAL     ] Saved forecast: BN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BN.txt
[2025-11-27T19:44:23.703641] [INFO ] [sig       ] [493/3661] Completed BN in 0.3s | 2.99 sym/s | Total: 2.7m | ETA: 17.6m
[2025-11-27T19:44:23.703721] [INFO ] [sig       ] [494/3661] Forecasting BND...
[2025-11-27T19:44:23.703783] [INFO ] [sig       ] Generating forecast for: BND
[2025-11-27T19:44:23.703867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-11-27T19:44:23.714800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-11-27T19:44:23.715109] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-11-27T19:44:23.715937] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-11-27T19:44:23.716001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:23.716048] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:23.716096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:23.716181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:23.772322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:23.772958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:23.773048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:23.773099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:23.895137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:23.895302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:23.895351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:23.895391] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:23.898772] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-11-27T19:44:23.899083] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-11-27T19:44:23.899230] [INFO ] [sig       ] BND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:24.035000] [INFO ] [LOCAL     ] Saved forecast: BND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BND.txt
[2025-11-27T19:44:24.035160] [INFO ] [sig       ] [494/3661] Completed BND in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:24.035210] [INFO ] [sig       ] [495/3661] Forecasting BNDX...
[2025-11-27T19:44:24.035250] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-11-27T19:44:24.035306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-11-27T19:44:24.045982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-11-27T19:44:24.046251] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-11-27T19:44:24.047082] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-11-27T19:44:24.047146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:24.047187] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:24.047224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:24.047288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:24.101522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:24.102126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:24.102212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:24.102263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:24.225115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:24.225476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:24.225537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:24.225595] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:24.228983] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=71.02%)
[2025-11-27T19:44:24.229268] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-11-27T19:44:24.229406] [INFO ] [sig       ] BNDX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:24.363374] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BNDX.txt
[2025-11-27T19:44:24.363519] [INFO ] [sig       ] [495/3661] Completed BNDX in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:24.363568] [INFO ] [sig       ] [496/3661] Forecasting BNED...
[2025-11-27T19:44:24.363625] [INFO ] [sig       ] Generating forecast for: BNED
[2025-11-27T19:44:24.363693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-11-27T19:44:24.374383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-11-27T19:44:24.374687] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-11-27T19:44:24.375462] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-11-27T19:44:24.375523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:24.375564] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:24.375620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:24.375685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:24.431950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:24.432568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:24.432688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:24.432736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:24.549435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:24.549624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:24.549675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:24.549719] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:24.553174] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-11-27T19:44:24.553452] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-11-27T19:44:24.553605] [INFO ] [sig       ] BNED: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:24.688651] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BNED.txt
[2025-11-27T19:44:24.688788] [INFO ] [sig       ] [496/3661] Completed BNED in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:24.688837] [INFO ] [sig       ] [497/3661] Forecasting BNGO...
[2025-11-27T19:44:24.688871] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-11-27T19:44:24.688908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-11-27T19:44:24.699941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-11-27T19:44:24.700265] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-11-27T19:44:24.701113] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-11-27T19:44:24.701178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:24.701221] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:24.701258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:24.701361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:24.761779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:24.762421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:24.762519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:24.762569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:24.880944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:24.881110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:24.881168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:24.881213] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:24.884501] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=35.82%)
[2025-11-27T19:44:24.884802] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-11-27T19:44:24.884943] [INFO ] [sig       ] BNGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:25.018908] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BNGO.txt
[2025-11-27T19:44:25.019045] [INFO ] [sig       ] [497/3661] Completed BNGO in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:25.019089] [INFO ] [sig       ] [498/3661] Forecasting BNH...
[2025-11-27T19:44:25.019135] [INFO ] [sig       ] Generating forecast for: BNH
[2025-11-27T19:44:25.019173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-11-27T19:44:25.029986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-11-27T19:44:25.030362] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-11-27T19:44:25.031191] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-11-27T19:44:25.031256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:25.031305] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:25.031352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:25.031430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:25.088318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:25.088983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:25.089082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:25.089127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:25.203322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:25.203478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:25.203534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:25.203601] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:25.206919] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2025-11-27T19:44:25.207209] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-11-27T19:44:25.207352] [INFO ] [sig       ] BNH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:25.346441] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BNH.txt
[2025-11-27T19:44:25.346662] [INFO ] [sig       ] [498/3661] Completed BNH in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:25.346735] [INFO ] [sig       ] [499/3661] Forecasting BNJ...
[2025-11-27T19:44:25.346795] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-11-27T19:44:25.346876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-11-27T19:44:25.362182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-11-27T19:44:25.362647] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-11-27T19:44:25.363768] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-11-27T19:44:25.363850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:25.363916] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:25.363980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:25.364085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:25.429785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:25.430706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:25.430798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:25.430848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:25.544381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:25.544563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:25.544638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:25.544691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:25.548846] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-11-27T19:44:25.549229] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-11-27T19:44:25.549397] [INFO ] [sig       ] BNJ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:25.685202] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BNJ.txt
[2025-11-27T19:44:25.685346] [INFO ] [sig       ] [499/3661] Completed BNJ in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:25.685396] [INFO ] [sig       ] [500/3661] Forecasting BNL...
[2025-11-27T19:44:25.685434] [INFO ] [sig       ] Generating forecast for: BNL
[2025-11-27T19:44:25.685474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-11-27T19:44:25.696163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-11-27T19:44:25.696444] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-11-27T19:44:25.697232] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-11-27T19:44:25.697306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:25.697349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:25.697388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:25.697451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:25.753515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:25.754200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:25.754290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:25.754336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:25.877007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:25.877183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:25.877233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:25.877275] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:25.880643] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-11-27T19:44:25.880920] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-11-27T19:44:25.881055] [INFO ] [sig       ] BNL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:26.017505] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BNL.txt
[2025-11-27T19:44:26.017661] [INFO ] [sig       ] [500/3661] Completed BNL in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:26.017718] [INFO ] [sig       ] [501/3661] Forecasting BNRG...
[2025-11-27T19:44:26.017757] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-11-27T19:44:26.017790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-11-27T19:44:26.028635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-11-27T19:44:26.028948] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-11-27T19:44:26.029796] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-11-27T19:44:26.029859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:26.029909] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:26.029957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:26.030039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:26.086884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:26.087530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:26.087636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:26.087681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:26.207010] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:26.207176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:26.207231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:26.207279] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:26.210626] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-11-27T19:44:26.210909] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-11-27T19:44:26.211055] [INFO ] [sig       ] BNRG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:26.346337] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BNRG.txt
[2025-11-27T19:44:26.346480] [INFO ] [sig       ] [501/3661] Completed BNRG in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:26.346530] [INFO ] [sig       ] [502/3661] Forecasting BNS...
[2025-11-27T19:44:26.346568] [INFO ] [sig       ] Generating forecast for: BNS
[2025-11-27T19:44:26.346636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-11-27T19:44:26.356859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-11-27T19:44:26.357149] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-11-27T19:44:26.357915] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-11-27T19:44:26.357976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:26.358017] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:26.358053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:26.358136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:26.413964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:26.414602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:26.414691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:26.414734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:26.535226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:26.535399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:26.535447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:26.535483] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:26.538873] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-11-27T19:44:26.539205] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-11-27T19:44:26.539370] [INFO ] [sig       ] BNS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:26.675335] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BNS.txt
[2025-11-27T19:44:26.675514] [INFO ] [sig       ] [502/3661] Completed BNS in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:26.675565] [INFO ] [sig       ] [503/3661] Forecasting BNTC...
[2025-11-27T19:44:26.675620] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-11-27T19:44:26.675676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-11-27T19:44:26.686343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-11-27T19:44:26.686683] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-11-27T19:44:26.687439] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-11-27T19:44:26.687501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:26.687542] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:26.687595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:26.687661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:26.742405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:26.743035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:26.743123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:26.743165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:26.861940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:26.862104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:26.862150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:26.862187] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:26.865415] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=60.20%)
[2025-11-27T19:44:26.865719] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-11-27T19:44:26.865857] [INFO ] [sig       ] BNTC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:27.001386] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BNTC.txt
[2025-11-27T19:44:27.001558] [INFO ] [sig       ] [503/3661] Completed BNTC in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:27.001646] [INFO ] [sig       ] [504/3661] Forecasting BNTX...
[2025-11-27T19:44:27.001692] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-11-27T19:44:27.001735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-11-27T19:44:27.013231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-11-27T19:44:27.013629] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-11-27T19:44:27.014658] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-11-27T19:44:27.014734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:27.014789] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:27.014836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:27.014923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:27.077200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:27.078088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:27.078204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:27.078249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:27.201396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:27.201591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:27.201651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:27.201694] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:27.205061] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-11-27T19:44:27.205356] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-11-27T19:44:27.205496] [INFO ] [sig       ] BNTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:27.344809] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BNTX.txt
[2025-11-27T19:44:27.344986] [INFO ] [sig       ] [504/3661] Completed BNTX in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:27.345041] [INFO ] [sig       ] [505/3661] Forecasting BNY...
[2025-11-27T19:44:27.345084] [INFO ] [sig       ] Generating forecast for: BNY
[2025-11-27T19:44:27.345125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-11-27T19:44:27.357325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-11-27T19:44:27.357732] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-11-27T19:44:27.358614] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-11-27T19:44:27.358679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:27.358723] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:27.358758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:27.358821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:27.415396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:27.416281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:27.416381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:27.416425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:27.536644] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:27.536817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:27.536867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:27.536906] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:27.540372] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-11-27T19:44:27.540684] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-11-27T19:44:27.540841] [INFO ] [sig       ] BNY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:27.678504] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BNY.txt
[2025-11-27T19:44:27.678687] [INFO ] [sig       ] [505/3661] Completed BNY in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:27.678741] [INFO ] [sig       ] [506/3661] Forecasting BNZI...
[2025-11-27T19:44:27.678798] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-11-27T19:44:27.678841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-11-27T19:44:27.690357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-11-27T19:44:27.690697] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-11-27T19:44:27.691542] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-11-27T19:44:27.691627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:27.691669] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:27.691704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:27.691814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:27.749784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:27.750478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:27.750570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:27.750631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:27.868049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:27.868191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:27.868238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:27.868275] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:27.871634] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=27.21%)
[2025-11-27T19:44:27.871918] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-11-27T19:44:27.872048] [INFO ] [sig       ] BNZI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:28.010452] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BNZI.txt
[2025-11-27T19:44:28.010636] [INFO ] [sig       ] [506/3661] Completed BNZI in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:28.010688] [INFO ] [sig       ] [507/3661] Forecasting BOC...
[2025-11-27T19:44:28.010736] [INFO ] [sig       ] Generating forecast for: BOC
[2025-11-27T19:44:28.010775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-11-27T19:44:28.021898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-11-27T19:44:28.022256] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-11-27T19:44:28.023080] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-11-27T19:44:28.023146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:28.023188] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:28.023235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:28.023309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:28.080857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:28.081722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:28.081814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:28.081851] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:28.204662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:28.204828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:28.204893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:28.204933] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:28.208410] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-11-27T19:44:28.208718] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-11-27T19:44:28.208860] [INFO ] [sig       ] BOC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:28.345150] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BOC.txt
[2025-11-27T19:44:28.345305] [INFO ] [sig       ] [507/3661] Completed BOC in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:28.345357] [INFO ] [sig       ] [508/3661] Forecasting BOE...
[2025-11-27T19:44:28.345393] [INFO ] [sig       ] Generating forecast for: BOE
[2025-11-27T19:44:28.345431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-11-27T19:44:28.356789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-11-27T19:44:28.357107] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-11-27T19:44:28.357899] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-11-27T19:44:28.357962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:28.357999] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:28.358034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:28.358098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:28.412774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:28.413356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:28.413444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:28.413485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:28.528524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:28.528683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:28.528730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:28.528763] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:28.531907] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=80.69%)
[2025-11-27T19:44:28.532174] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-11-27T19:44:28.532304] [INFO ] [sig       ] BOE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:28.666448] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BOE.txt
[2025-11-27T19:44:28.666586] [INFO ] [sig       ] [508/3661] Completed BOE in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.6m
[2025-11-27T19:44:28.666634] [INFO ] [sig       ] [509/3661] Forecasting BOF...
[2025-11-27T19:44:28.666672] [INFO ] [sig       ] Generating forecast for: BOF
[2025-11-27T19:44:28.666710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-11-27T19:44:28.677309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-11-27T19:44:28.677597] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-11-27T19:44:28.678372] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-11-27T19:44:28.678435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:28.678474] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:28.678509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:28.678592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:28.733379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:28.733989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:28.734087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:28.734128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:28.856113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:28.856233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:28.856279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:28.856315] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:28.859368] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-11-27T19:44:28.859655] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-11-27T19:44:28.859785] [INFO ] [sig       ] BOF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:28.997085] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BOF.txt
[2025-11-27T19:44:28.997219] [INFO ] [sig       ] [509/3661] Completed BOF in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-27T19:44:28.997269] [INFO ] [sig       ] [510/3661] Forecasting BOH...
[2025-11-27T19:44:28.997310] [INFO ] [sig       ] Generating forecast for: BOH
[2025-11-27T19:44:28.997352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-11-27T19:44:29.008089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-11-27T19:44:29.008381] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-11-27T19:44:29.009194] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-11-27T19:44:29.009271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:29.009321] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:29.009362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:29.009429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:29.065982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:29.066611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:29.066698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:29.066744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:29.186902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:29.187063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:29.187116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:29.187150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:29.190364] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-11-27T19:44:29.190656] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-11-27T19:44:29.190788] [INFO ] [sig       ] BOH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:29.324096] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BOH.txt
[2025-11-27T19:44:29.324233] [INFO ] [sig       ] [510/3661] Completed BOH in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-27T19:44:29.324282] [INFO ] [sig       ] [511/3661] Forecasting BOKF...
[2025-11-27T19:44:29.324321] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-11-27T19:44:29.324355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-11-27T19:44:29.335345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-11-27T19:44:29.335641] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-11-27T19:44:29.336385] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-11-27T19:44:29.336446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:29.336497] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:29.336535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:29.336616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:29.391216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:29.391818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:29.391903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:29.391944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:29.511935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:29.512104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:29.512152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:29.512185] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:29.515367] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-11-27T19:44:29.515660] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-11-27T19:44:29.515791] [INFO ] [sig       ] BOKF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:29.653992] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BOKF.txt
[2025-11-27T19:44:29.654122] [INFO ] [sig       ] [511/3661] Completed BOKF in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-27T19:44:29.654170] [INFO ] [sig       ] [512/3661] Forecasting BOLD...
[2025-11-27T19:44:29.654205] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-11-27T19:44:29.654243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-11-27T19:44:29.665405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-11-27T19:44:29.665763] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-11-27T19:44:29.666520] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-11-27T19:44:29.666602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:29.666646] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:29.666682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:29.666746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:29.721249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:29.721860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:29.721945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:29.721990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:29.834953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:29.835091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:29.835138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:29.835177] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:29.838324] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-11-27T19:44:29.838610] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-11-27T19:44:29.838742] [INFO ] [sig       ] BOLD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:29.973143] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BOLD.txt
[2025-11-27T19:44:29.973265] [INFO ] [sig       ] [512/3661] Completed BOLD in 0.3s | 2.99 sym/s | Total: 2.8m | ETA: 17.5m
[2025-11-27T19:44:29.973312] [INFO ] [sig       ] [513/3661] Forecasting BOND...
[2025-11-27T19:44:29.973352] [INFO ] [sig       ] Generating forecast for: BOND
[2025-11-27T19:44:29.973390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-11-27T19:44:29.983896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-11-27T19:44:29.984211] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-11-27T19:44:29.984985] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-11-27T19:44:29.985046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:29.985087] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:29.985123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:29.985188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:30.039135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:30.039729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:30.039813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:30.039855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:30.158920] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:30.159056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:30.159107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:30.159143] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:30.162251] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-11-27T19:44:30.162516] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-11-27T19:44:30.162664] [INFO ] [sig       ] BOND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:30.297125] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BOND.txt
[2025-11-27T19:44:30.297252] [INFO ] [sig       ] [513/3661] Completed BOND in 0.3s | 2.99 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:30.297300] [INFO ] [sig       ] [514/3661] Forecasting BOOM...
[2025-11-27T19:44:30.297338] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-11-27T19:44:30.297380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-11-27T19:44:30.307921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-11-27T19:44:30.308204] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-11-27T19:44:30.308988] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-11-27T19:44:30.309050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:30.309085] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:30.309118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:30.309178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:30.364430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:30.365018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:30.365103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:30.365145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:30.487441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:30.487602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:30.487650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:30.487688] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:30.490861] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-11-27T19:44:30.491126] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-11-27T19:44:30.491255] [INFO ] [sig       ] BOOM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:30.624585] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BOOM.txt
[2025-11-27T19:44:30.624723] [INFO ] [sig       ] [514/3661] Completed BOOM in 0.3s | 2.99 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:30.624774] [INFO ] [sig       ] [515/3661] Forecasting BOTZ...
[2025-11-27T19:44:30.624849] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-11-27T19:44:30.624895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-11-27T19:44:30.636148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-11-27T19:44:30.636481] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-11-27T19:44:30.637303] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-11-27T19:44:30.637368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:30.637410] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:30.637444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:30.637507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:30.692418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:30.693272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:30.693363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:30.693402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:30.809951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:30.810128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:30.810175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:30.810213] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:30.813499] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-11-27T19:44:30.813792] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-11-27T19:44:30.813936] [INFO ] [sig       ] BOTZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:30.950144] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BOTZ.txt
[2025-11-27T19:44:30.950294] [INFO ] [sig       ] [515/3661] Completed BOTZ in 0.3s | 2.99 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:30.950346] [INFO ] [sig       ] [516/3661] Forecasting BOX...
[2025-11-27T19:44:30.950396] [INFO ] [sig       ] Generating forecast for: BOX
[2025-11-27T19:44:30.950453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-11-27T19:44:30.960897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-11-27T19:44:30.961205] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-11-27T19:44:30.962022] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-11-27T19:44:30.962084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:30.962128] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:30.962164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:30.962228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:31.017147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:31.017895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:31.017984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:31.018035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:31.134191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:31.134361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:31.134411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:31.134465] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:31.137732] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-11-27T19:44:31.138015] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-11-27T19:44:31.138180] [INFO ] [sig       ] BOX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:31.275611] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BOX.txt
[2025-11-27T19:44:31.275765] [INFO ] [sig       ] [516/3661] Completed BOX in 0.3s | 2.99 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:31.275814] [INFO ] [sig       ] [517/3661] Forecasting BP...
[2025-11-27T19:44:31.275848] [INFO ] [sig       ] Generating forecast for: BP
[2025-11-27T19:44:31.275883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-11-27T19:44:31.286399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-11-27T19:44:31.286721] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-11-27T19:44:31.287491] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-11-27T19:44:31.287553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:31.287617] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:31.287656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:31.287721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:31.343101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:31.343777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:31.343865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:31.343903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:31.464108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:31.464269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:31.464321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:31.464358] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:31.467616] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=18.89%)
[2025-11-27T19:44:31.467891] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-11-27T19:44:31.468020] [INFO ] [sig       ] BP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:31.603502] [INFO ] [LOCAL     ] Saved forecast: BP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BP.txt
[2025-11-27T19:44:31.603666] [INFO ] [sig       ] [517/3661] Completed BP in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:31.603733] [INFO ] [sig       ] [518/3661] Forecasting BPOP...
[2025-11-27T19:44:31.603767] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-11-27T19:44:31.603806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-11-27T19:44:31.615290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-11-27T19:44:31.615685] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-11-27T19:44:31.616477] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-11-27T19:44:31.616540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:31.616603] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:31.616642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:31.616708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:31.671345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:31.672099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:31.672189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:31.672231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:31.791035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:31.791224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:31.791285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:31.791344] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:31.795082] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-11-27T19:44:31.795393] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-11-27T19:44:31.795769] [INFO ] [sig       ] BPOP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:31.937412] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BPOP.txt
[2025-11-27T19:44:31.937613] [INFO ] [sig       ] [518/3661] Completed BPOP in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:31.937685] [INFO ] [sig       ] [519/3661] Forecasting BPRN...
[2025-11-27T19:44:31.937729] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-11-27T19:44:31.937781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-11-27T19:44:31.947721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-11-27T19:44:31.948005] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-11-27T19:44:31.948926] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-11-27T19:44:31.948992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:31.949034] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:31.949069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:31.949134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:32.007132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:32.007978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:32.008093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:32.008156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:32.110437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:32.110632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:32.110685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:32.110726] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:32.114225] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-11-27T19:44:32.114541] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-11-27T19:44:32.114705] [INFO ] [sig       ] BPRN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:32.259978] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BPRN.txt
[2025-11-27T19:44:32.260140] [INFO ] [sig       ] [519/3661] Completed BPRN in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:32.260193] [INFO ] [sig       ] [520/3661] Forecasting BPYPM...
[2025-11-27T19:44:32.260256] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-11-27T19:44:32.260300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-11-27T19:44:32.271633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-11-27T19:44:32.271954] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-11-27T19:44:32.272765] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-11-27T19:44:32.272828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:32.272864] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:32.272901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:32.272969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:32.330387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:32.331064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:32.331154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:32.331198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:32.434987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:32.435154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:32.435203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:32.435242] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:32.438473] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=40.51%)
[2025-11-27T19:44:32.438759] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-11-27T19:44:32.438888] [INFO ] [sig       ] BPYPM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:32.574457] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BPYPM.txt
[2025-11-27T19:44:32.574602] [INFO ] [sig       ] [520/3661] Completed BPYPM in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:32.574653] [INFO ] [sig       ] [521/3661] Forecasting BPYPO...
[2025-11-27T19:44:32.574693] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-11-27T19:44:32.574732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-11-27T19:44:32.585612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-11-27T19:44:32.585913] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-11-27T19:44:32.586692] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-11-27T19:44:32.586753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:32.586794] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:32.586832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:32.586896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:32.642216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:32.642819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:32.642905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:32.642945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:32.743901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:32.744028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:32.744073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:32.744111] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:32.747237] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-11-27T19:44:32.747505] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-11-27T19:44:32.747649] [INFO ] [sig       ] BPYPO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:32.886123] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BPYPO.txt
[2025-11-27T19:44:32.886267] [INFO ] [sig       ] [521/3661] Completed BPYPO in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:32.886314] [INFO ] [sig       ] [522/3661] Forecasting BPYPP...
[2025-11-27T19:44:32.886370] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-11-27T19:44:32.886406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-11-27T19:44:32.897387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-11-27T19:44:32.897720] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-11-27T19:44:32.898495] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-11-27T19:44:32.898557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:32.898627] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:32.898664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:32.898739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:32.953877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:32.954459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:32.954543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:32.954602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:33.059552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:33.059712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:33.059758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:33.059796] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:33.062969] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=86.34%)
[2025-11-27T19:44:33.063239] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-11-27T19:44:33.063369] [INFO ] [sig       ] BPYPP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:33.241081] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BPYPP.txt
[2025-11-27T19:44:33.241239] [INFO ] [sig       ] [522/3661] Completed BPYPP in 0.4s | 3.00 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:33.241288] [INFO ] [sig       ] [523/3661] Forecasting BRAG...
[2025-11-27T19:44:33.241331] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-11-27T19:44:33.241370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-11-27T19:44:33.252992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-11-27T19:44:33.253423] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-11-27T19:44:33.254314] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-11-27T19:44:33.254381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:33.254426] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:33.254464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:33.254528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:33.312891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:33.313764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:33.313859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:33.313905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:33.437733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:33.437917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:33.437969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:33.438007] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:33.441376] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-11-27T19:44:33.441678] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-11-27T19:44:33.441822] [INFO ] [sig       ] BRAG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:33.577181] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BRAG.txt
[2025-11-27T19:44:33.577365] [INFO ] [sig       ] [523/3661] Completed BRAG in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:33.577418] [INFO ] [sig       ] [524/3661] Forecasting BRC...
[2025-11-27T19:44:33.577456] [INFO ] [sig       ] Generating forecast for: BRC
[2025-11-27T19:44:33.577495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-11-27T19:44:33.588709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-11-27T19:44:33.589039] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-11-27T19:44:33.589877] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-11-27T19:44:33.589941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:33.589984] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:33.590020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:33.590086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:33.645468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:33.646372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:33.646477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:33.646521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:33.762798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:33.762981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:33.763033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:33.763072] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:33.766293] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-11-27T19:44:33.766561] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-11-27T19:44:33.766715] [INFO ] [sig       ] BRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:33.901398] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BRC.txt
[2025-11-27T19:44:33.901556] [INFO ] [sig       ] [524/3661] Completed BRC in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.5m
[2025-11-27T19:44:33.901635] [INFO ] [sig       ] [525/3661] Forecasting BRCC...
[2025-11-27T19:44:33.901670] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-11-27T19:44:33.901725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-11-27T19:44:33.912760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-11-27T19:44:33.913071] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-11-27T19:44:33.913852] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-11-27T19:44:33.913914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:33.913955] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:33.913996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:33.914061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:33.968823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:33.969538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:33.969642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:33.969685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:34.091472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:34.091656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:34.091706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:34.091743] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:34.094967] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2025-11-27T19:44:34.095240] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-11-27T19:44:34.095371] [INFO ] [sig       ] BRCC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:34.235318] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BRCC.txt
[2025-11-27T19:44:34.235487] [INFO ] [sig       ] [525/3661] Completed BRCC in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.4m
[2025-11-27T19:44:34.235537] [INFO ] [sig       ] [526/3661] Forecasting BRO...
[2025-11-27T19:44:34.235611] [INFO ] [sig       ] Generating forecast for: BRO
[2025-11-27T19:44:34.235656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-11-27T19:44:34.246513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-11-27T19:44:34.246843] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-11-27T19:44:34.247631] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-11-27T19:44:34.247694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:34.247735] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:34.247770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:34.247834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:34.302537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:34.303224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:34.303314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:34.303357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:34.426427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:34.426614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:34.426666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:34.426703] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:34.430036] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-11-27T19:44:34.430320] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-11-27T19:44:34.430480] [INFO ] [sig       ] BRO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:34.568290] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BRO.txt
[2025-11-27T19:44:34.568457] [INFO ] [sig       ] [526/3661] Completed BRO in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.4m
[2025-11-27T19:44:34.568513] [INFO ] [sig       ] [527/3661] Forecasting BROS...
[2025-11-27T19:44:34.568556] [INFO ] [sig       ] Generating forecast for: BROS
[2025-11-27T19:44:34.568614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-11-27T19:44:34.579969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-11-27T19:44:34.580275] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-11-27T19:44:34.581066] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-11-27T19:44:34.581130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:34.581170] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:34.581206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:34.581276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:34.636389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:34.637078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:34.637167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:34.637209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:34.756330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:34.756494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:34.756542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:34.756599] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:34.759916] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-11-27T19:44:34.760191] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-11-27T19:44:34.760323] [INFO ] [sig       ] BROS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:34.895617] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BROS.txt
[2025-11-27T19:44:34.895775] [INFO ] [sig       ] [527/3661] Completed BROS in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.4m
[2025-11-27T19:44:34.895824] [INFO ] [sig       ] [528/3661] Forecasting BRSP...
[2025-11-27T19:44:34.895859] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-11-27T19:44:34.895906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-11-27T19:44:34.907386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-11-27T19:44:34.907797] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-11-27T19:44:34.908684] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-11-27T19:44:34.908758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:34.908812] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:34.908864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:34.908953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:34.965412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:34.966079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:34.966181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:34.966237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:35.084653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:35.084847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:35.084909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:35.084964] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:35.088382] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-11-27T19:44:35.088698] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-11-27T19:44:35.088849] [INFO ] [sig       ] BRSP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:35.225936] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BRSP.txt
[2025-11-27T19:44:35.226105] [INFO ] [sig       ] [528/3661] Completed BRSP in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.4m
[2025-11-27T19:44:35.226168] [INFO ] [sig       ] [529/3661] Forecasting BRX...
[2025-11-27T19:44:35.226237] [INFO ] [sig       ] Generating forecast for: BRX
[2025-11-27T19:44:35.226298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-11-27T19:44:35.237549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-11-27T19:44:35.237866] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-11-27T19:44:35.238714] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-11-27T19:44:35.238784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:35.238846] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:35.238903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:35.239001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:35.297014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:35.297790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:35.297885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:35.297945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:35.420401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:35.420595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:35.420665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:35.420723] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:35.424153] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=59.37%)
[2025-11-27T19:44:35.424523] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-11-27T19:44:35.424695] [INFO ] [sig       ] BRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:35.562156] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BRX.txt
[2025-11-27T19:44:35.562306] [INFO ] [sig       ] [529/3661] Completed BRX in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.4m
[2025-11-27T19:44:35.562379] [INFO ] [sig       ] [530/3661] Forecasting BRY...
[2025-11-27T19:44:35.562460] [INFO ] [sig       ] Generating forecast for: BRY
[2025-11-27T19:44:35.562511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-11-27T19:44:35.573289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-11-27T19:44:35.573590] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-11-27T19:44:35.574366] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-11-27T19:44:35.574429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:35.574480] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:35.574526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:35.574620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:35.630118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:35.630870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:35.630957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:35.630995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:35.748891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:35.749040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:35.749088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:35.749123] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:35.752367] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2025-11-27T19:44:35.752670] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-11-27T19:44:35.752811] [INFO ] [sig       ] BRY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:35.889755] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BRY.txt
[2025-11-27T19:44:35.889897] [INFO ] [sig       ] [530/3661] Completed BRY in 0.3s | 3.00 sym/s | Total: 2.9m | ETA: 17.4m
[2025-11-27T19:44:35.889956] [INFO ] [sig       ] [531/3661] Forecasting BRZE...
[2025-11-27T19:44:35.890023] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-11-27T19:44:35.890073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-11-27T19:44:35.900785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-11-27T19:44:35.901094] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-11-27T19:44:35.901975] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-11-27T19:44:35.902040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:35.902082] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:35.902119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:35.902199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:35.959628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:35.960286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:35.960374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:35.960417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:36.082444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:36.082648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:36.082699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:36.082740] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:36.086006] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-11-27T19:44:36.086292] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-11-27T19:44:36.086432] [INFO ] [sig       ] BRZE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:36.224515] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BRZE.txt
[2025-11-27T19:44:36.224877] [INFO ] [sig       ] [531/3661] Completed BRZE in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:36.224935] [INFO ] [sig       ] [532/3661] Forecasting BSAC...
[2025-11-27T19:44:36.225055] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-11-27T19:44:36.225110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-11-27T19:44:36.237141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-11-27T19:44:36.237704] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-11-27T19:44:36.238525] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-11-27T19:44:36.238604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:36.238646] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:36.238689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:36.238764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:36.298029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:36.299103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:36.299195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:36.299249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:36.430276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:36.430467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:36.430522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:36.430562] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:36.434704] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-11-27T19:44:36.435032] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-11-27T19:44:36.435204] [INFO ] [sig       ] BSAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:36.608682] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSAC.txt
[2025-11-27T19:44:36.608937] [INFO ] [sig       ] [532/3661] Completed BSAC in 0.4s | 3.00 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:36.609034] [INFO ] [sig       ] [533/3661] Forecasting BSCP...
[2025-11-27T19:44:36.609148] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-11-27T19:44:36.609222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-11-27T19:44:36.624899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-11-27T19:44:36.625509] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-11-27T19:44:36.626561] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-11-27T19:44:36.626668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:36.626732] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:36.626785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:36.626870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:36.685369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:36.686379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:36.686508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:36.686597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:36.790070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:36.790269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:36.790337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:36.790395] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:36.793987] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-27T19:44:36.794346] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-11-27T19:44:36.794541] [INFO ] [sig       ] BSCP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:36.941956] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSCP.txt
[2025-11-27T19:44:36.942179] [INFO ] [sig       ] [533/3661] Completed BSCP in 0.3s | 3.00 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:36.942261] [INFO ] [sig       ] [534/3661] Forecasting BSCQ...
[2025-11-27T19:44:36.942318] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-11-27T19:44:36.942400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-11-27T19:44:36.956652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-11-27T19:44:36.957124] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-11-27T19:44:36.958205] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-11-27T19:44:36.958272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:36.958315] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:36.958348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:36.958415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:37.029250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:37.030425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:37.030560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:37.030651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:37.188144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:37.188340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:37.188400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:37.188444] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:37.192648] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-11-27T19:44:37.193170] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-11-27T19:44:37.193381] [INFO ] [sig       ] BSCQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:37.407668] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSCQ.txt
[2025-11-27T19:44:37.407893] [INFO ] [sig       ] [534/3661] Completed BSCQ in 0.5s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:37.407953] [INFO ] [sig       ] [535/3661] Forecasting BSCS...
[2025-11-27T19:44:37.408010] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-11-27T19:44:37.408044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-11-27T19:44:37.420021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-11-27T19:44:37.420424] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-11-27T19:44:37.421322] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-11-27T19:44:37.421391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:37.421447] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:37.421486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:37.421551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:37.481131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:37.482072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:37.482183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:37.482226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:37.629199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:37.629372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:37.629423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:37.629462] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:37.633266] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-11-27T19:44:37.633622] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-11-27T19:44:37.633775] [INFO ] [sig       ] BSCS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:37.777535] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSCS.txt
[2025-11-27T19:44:37.777754] [INFO ] [sig       ] [535/3661] Completed BSCS in 0.4s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:37.777859] [INFO ] [sig       ] [536/3661] Forecasting BSCX...
[2025-11-27T19:44:37.777906] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-11-27T19:44:37.777944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-11-27T19:44:37.789250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-11-27T19:44:37.789592] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-11-27T19:44:37.790386] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-11-27T19:44:37.790452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:37.790495] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:37.790533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:37.790619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:37.851168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:37.852065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:37.852192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:37.852256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:37.978346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:37.978524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:37.978593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:37.978637] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:37.982195] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2025-11-27T19:44:37.982486] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-11-27T19:44:37.982644] [INFO ] [sig       ] BSCX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:38.132004] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BSCX.txt
[2025-11-27T19:44:38.132198] [INFO ] [sig       ] [536/3661] Completed BSCX in 0.4s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:38.132258] [INFO ] [sig       ] [537/3661] Forecasting BSCY...
[2025-11-27T19:44:38.132291] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-11-27T19:44:38.132325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-11-27T19:44:38.143907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-11-27T19:44:38.144244] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-11-27T19:44:38.145079] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-11-27T19:44:38.145142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:38.145184] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:38.145222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:38.145281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:38.200525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:38.201203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:38.201291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:38.201327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:38.324700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:38.324862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:38.324912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:38.324948] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:38.328260] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=67.63%)
[2025-11-27T19:44:38.328538] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-11-27T19:44:38.328703] [INFO ] [sig       ] BSCY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:38.465171] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSCY.txt
[2025-11-27T19:44:38.465318] [INFO ] [sig       ] [537/3661] Completed BSCY in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:38.465369] [INFO ] [sig       ] [538/3661] Forecasting BSJP...
[2025-11-27T19:44:38.465410] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-11-27T19:44:38.465448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-11-27T19:44:38.475888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-11-27T19:44:38.476196] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-11-27T19:44:38.476994] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-11-27T19:44:38.477056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:38.477097] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:38.477134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:38.477197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:38.533381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:38.534082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:38.534172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:38.534219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:38.646943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:38.647112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:38.647161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:38.647197] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:38.650464] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-11-27T19:44:38.650757] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-11-27T19:44:38.650890] [INFO ] [sig       ] BSJP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:38.790655] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSJP.txt
[2025-11-27T19:44:38.790853] [INFO ] [sig       ] [538/3661] Completed BSJP in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:38.790916] [INFO ] [sig       ] [539/3661] Forecasting BSJQ...
[2025-11-27T19:44:38.790975] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-11-27T19:44:38.791022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-11-27T19:44:38.804587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-11-27T19:44:38.804972] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-11-27T19:44:38.805788] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-11-27T19:44:38.805850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:38.805891] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:38.805927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:38.805990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:38.862257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:38.862977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:38.863086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:38.863131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:38.983515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:38.983688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:38.983738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:38.983774] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:38.987197] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-11-27T19:44:38.987474] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-11-27T19:44:38.987622] [INFO ] [sig       ] BSJQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:39.123114] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSJQ.txt
[2025-11-27T19:44:39.123286] [INFO ] [sig       ] [539/3661] Completed BSJQ in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:39.123334] [INFO ] [sig       ] [540/3661] Forecasting BSJS...
[2025-11-27T19:44:39.123369] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-11-27T19:44:39.123424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-11-27T19:44:39.133880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-11-27T19:44:39.134248] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-11-27T19:44:39.135077] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-11-27T19:44:39.135139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:39.135180] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:39.135218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:39.135293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:39.194647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:39.195560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:39.195673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:39.195724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:39.317163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:39.317328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:39.317375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:39.317415] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:39.320791] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-11-27T19:44:39.321087] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-11-27T19:44:39.321244] [INFO ] [sig       ] BSJS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:39.462272] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BSJS.txt
[2025-11-27T19:44:39.462414] [INFO ] [sig       ] [540/3661] Completed BSJS in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:39.462468] [INFO ] [sig       ] [541/3661] Forecasting BSL...
[2025-11-27T19:44:39.462509] [INFO ] [sig       ] Generating forecast for: BSL
[2025-11-27T19:44:39.462567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-11-27T19:44:39.473766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-11-27T19:44:39.474052] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-11-27T19:44:39.474821] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-11-27T19:44:39.474883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:39.474925] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:39.474961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:39.475025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:39.532857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:39.533594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:39.533685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:39.533729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:39.651611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:39.651778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:39.651833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:39.651873] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:39.655177] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-11-27T19:44:39.655457] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-11-27T19:44:39.655610] [INFO ] [sig       ] BSL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:39.800761] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSL.txt
[2025-11-27T19:44:39.800915] [INFO ] [sig       ] [541/3661] Completed BSL in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:39.800965] [INFO ] [sig       ] [542/3661] Forecasting BSLK...
[2025-11-27T19:44:39.801001] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-11-27T19:44:39.801053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-11-27T19:44:39.812264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-11-27T19:44:39.812610] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-11-27T19:44:39.813387] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-11-27T19:44:39.813454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:39.813498] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:39.813538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:39.813624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:39.871499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:39.872164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:39.872256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:39.872300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:39.988085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:39.988282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:39.988362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:39.988403] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:39.991756] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-11-27T19:44:39.992035] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-11-27T19:44:39.992171] [INFO ] [sig       ] BSLK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:40.148672] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BSLK.txt
[2025-11-27T19:44:40.148852] [INFO ] [sig       ] [542/3661] Completed BSLK in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:40.148905] [INFO ] [sig       ] [543/3661] Forecasting BSM...
[2025-11-27T19:44:40.148945] [INFO ] [sig       ] Generating forecast for: BSM
[2025-11-27T19:44:40.148988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-11-27T19:44:40.160134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-11-27T19:44:40.160421] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-11-27T19:44:40.161193] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-11-27T19:44:40.161256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:40.161298] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:40.161334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:40.161400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:40.219518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:40.220190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:40.220295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:40.220340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:40.338699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:40.338870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:40.338921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:40.338960] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:40.342265] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-11-27T19:44:40.342556] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-11-27T19:44:40.342709] [INFO ] [sig       ] BSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:40.480294] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BSM.txt
[2025-11-27T19:44:40.480425] [INFO ] [sig       ] [543/3661] Completed BSM in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:40.480474] [INFO ] [sig       ] [544/3661] Forecasting BSMP...
[2025-11-27T19:44:40.480514] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-11-27T19:44:40.480551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-11-27T19:44:40.491264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-11-27T19:44:40.491616] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-11-27T19:44:40.492413] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-11-27T19:44:40.492480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:40.492524] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:40.492561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:40.492657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:40.549208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:40.549875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:40.549975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:40.550015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:40.666707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:40.666864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:40.666912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:40.666944] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:40.670195] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-11-27T19:44:40.670478] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-11-27T19:44:40.670642] [INFO ] [sig       ] BSMP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:40.810960] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSMP.txt
[2025-11-27T19:44:40.811123] [INFO ] [sig       ] [544/3661] Completed BSMP in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:40.811172] [INFO ] [sig       ] [545/3661] Forecasting BSMQ...
[2025-11-27T19:44:40.811210] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-11-27T19:44:40.811245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-11-27T19:44:40.822377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-11-27T19:44:40.822779] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-11-27T19:44:40.823614] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-11-27T19:44:40.823678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:40.823720] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:40.823757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:40.823823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:40.879919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:40.880520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:40.880623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:40.880668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:41.002026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:41.002215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:41.002264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:41.002314] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:41.005709] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=45.84%)
[2025-11-27T19:44:41.006064] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-11-27T19:44:41.006212] [INFO ] [sig       ] BSMQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:41.143919] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BSMQ.txt
[2025-11-27T19:44:41.144066] [INFO ] [sig       ] [545/3661] Completed BSMQ in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:41.144111] [INFO ] [sig       ] [546/3661] Forecasting BSMS...
[2025-11-27T19:44:41.144146] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-11-27T19:44:41.144181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-11-27T19:44:41.154630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-11-27T19:44:41.154974] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-11-27T19:44:41.155812] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-11-27T19:44:41.155876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:41.155929] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:41.155968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:41.156034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:41.212661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:41.213334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:41.213433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:41.213488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:41.326632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:41.326786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:41.326846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:41.326900] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:41.330269] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-11-27T19:44:41.330560] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-11-27T19:44:41.330730] [INFO ] [sig       ] BSMS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:41.466121] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSMS.txt
[2025-11-27T19:44:41.466255] [INFO ] [sig       ] [546/3661] Completed BSMS in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.4m
[2025-11-27T19:44:41.466313] [INFO ] [sig       ] [547/3661] Forecasting BSSX...
[2025-11-27T19:44:41.466354] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-11-27T19:44:41.466392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-11-27T19:44:41.477260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-11-27T19:44:41.477624] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-11-27T19:44:41.478430] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-11-27T19:44:41.478496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:41.478553] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:41.478628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:41.478716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:41.537375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:41.538122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:41.538228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:41.538283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:41.645452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:41.645623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:41.645684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:41.645735] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:41.649075] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=50.10%)
[2025-11-27T19:44:41.649371] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-11-27T19:44:41.649524] [INFO ] [sig       ] BSSX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:41.785596] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSSX.txt
[2025-11-27T19:44:41.785788] [INFO ] [sig       ] [547/3661] Completed BSSX in 0.3s | 2.99 sym/s | Total: 3.0m | ETA: 17.3m
[2025-11-27T19:44:41.785855] [INFO ] [sig       ] [548/3661] Forecasting BSTZ...
[2025-11-27T19:44:41.785906] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-11-27T19:44:41.785964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-11-27T19:44:41.796566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-11-27T19:44:41.796895] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-11-27T19:44:41.797775] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-11-27T19:44:41.797850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:41.797906] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:41.797958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:41.798049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:41.855971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:41.856873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:41.856973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:41.857029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:41.974845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:41.974997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:41.975054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:41.975103] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:41.978318] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-11-27T19:44:41.978631] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-11-27T19:44:41.978789] [INFO ] [sig       ] BSTZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:42.114348] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BSTZ.txt
[2025-11-27T19:44:42.114546] [INFO ] [sig       ] [548/3661] Completed BSTZ in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:42.114630] [INFO ] [sig       ] [549/3661] Forecasting BSVN...
[2025-11-27T19:44:42.114685] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-11-27T19:44:42.114759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-11-27T19:44:42.125737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-11-27T19:44:42.126083] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-11-27T19:44:42.126972] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-11-27T19:44:42.127050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:42.127111] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:42.127164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:42.127248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:42.184679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:42.185526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:42.185642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:42.185699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:42.297513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:42.297709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:42.297761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:42.297800] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:42.301191] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=78.34%)
[2025-11-27T19:44:42.301500] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-11-27T19:44:42.301664] [INFO ] [sig       ] BSVN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:42.434096] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSVN.txt
[2025-11-27T19:44:42.434242] [INFO ] [sig       ] [549/3661] Completed BSVN in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:42.434291] [INFO ] [sig       ] [550/3661] Forecasting BSVO...
[2025-11-27T19:44:42.434350] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-11-27T19:44:42.434406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-11-27T19:44:42.445374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-11-27T19:44:42.445732] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-11-27T19:44:42.446530] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-11-27T19:44:42.446619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:42.446662] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:42.446699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:42.446764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:42.504515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:42.505424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:42.505519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:42.505559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:42.632824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:42.633022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:42.633071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:42.633105] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:42.636486] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-11-27T19:44:42.636789] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-11-27T19:44:42.636931] [INFO ] [sig       ] BSVO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:42.772615] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BSVO.txt
[2025-11-27T19:44:42.772776] [INFO ] [sig       ] [550/3661] Completed BSVO in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:42.772825] [INFO ] [sig       ] [551/3661] Forecasting BSX...
[2025-11-27T19:44:42.772885] [INFO ] [sig       ] Generating forecast for: BSX
[2025-11-27T19:44:42.772929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-11-27T19:44:42.784473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-11-27T19:44:42.784837] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-11-27T19:44:42.785695] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-11-27T19:44:42.785761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:42.785804] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:42.785841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:42.785913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:42.842225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:42.842962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:42.843060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:42.843116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:42.962197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:42.962334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:42.962383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:42.962421] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:42.965779] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2025-11-27T19:44:42.966081] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-11-27T19:44:42.966221] [INFO ] [sig       ] BSX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:43.104735] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BSX.txt
[2025-11-27T19:44:43.104884] [INFO ] [sig       ] [551/3661] Completed BSX in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:43.104932] [INFO ] [sig       ] [552/3661] Forecasting BSY...
[2025-11-27T19:44:43.104966] [INFO ] [sig       ] Generating forecast for: BSY
[2025-11-27T19:44:43.105006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-11-27T19:44:43.115327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-11-27T19:44:43.115666] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-11-27T19:44:43.116471] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-11-27T19:44:43.116535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:43.116616] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:43.116669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:43.116737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:43.172071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:43.172717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:43.172805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:43.172854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:43.292185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:43.292350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:43.292414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:43.292470] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:43.295694] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-11-27T19:44:43.295994] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-11-27T19:44:43.296153] [INFO ] [sig       ] BSY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:43.435704] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BSY.txt
[2025-11-27T19:44:43.435855] [INFO ] [sig       ] [552/3661] Completed BSY in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:43.435908] [INFO ] [sig       ] [553/3661] Forecasting BTA...
[2025-11-27T19:44:43.435945] [INFO ] [sig       ] Generating forecast for: BTA
[2025-11-27T19:44:43.435982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-11-27T19:44:43.446633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-11-27T19:44:43.446959] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-11-27T19:44:43.447819] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-11-27T19:44:43.447888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:43.447949] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:43.448004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:43.448098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:43.504018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:43.504882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:43.504980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:43.505023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:43.613631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:43.613839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:43.613892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:43.613949] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:43.617299] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-11-27T19:44:43.617603] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-11-27T19:44:43.617739] [INFO ] [sig       ] BTA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:43.752648] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BTA.txt
[2025-11-27T19:44:43.752807] [INFO ] [sig       ] [553/3661] Completed BTA in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:43.752855] [INFO ] [sig       ] [554/3661] Forecasting BTAI...
[2025-11-27T19:44:43.752894] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-11-27T19:44:43.752951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-11-27T19:44:43.763975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-11-27T19:44:43.764235] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-11-27T19:44:43.765067] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-11-27T19:44:43.765131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:43.765173] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:43.765209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:43.765274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:43.819857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:43.820507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:43.820616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:43.820661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:43.938628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:43.938794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:43.938845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:43.938889] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:43.942160] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-11-27T19:44:43.942436] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-11-27T19:44:43.942566] [INFO ] [sig       ] BTAI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:44.077256] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BTAI.txt
[2025-11-27T19:44:44.077382] [INFO ] [sig       ] [554/3661] Completed BTAI in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:44.077431] [INFO ] [sig       ] [555/3661] Forecasting BTCS...
[2025-11-27T19:44:44.077465] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-11-27T19:44:44.077504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-11-27T19:44:44.089798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-11-27T19:44:44.090127] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-11-27T19:44:44.090940] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-11-27T19:44:44.091003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:44.091044] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:44.091080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:44.091143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:44.146483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:44.147117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:44.147205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:44.147248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:44.265235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:44.265422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:44.265477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:44.265514] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:44.268884] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-11-27T19:44:44.269156] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-11-27T19:44:44.269287] [INFO ] [sig       ] BTCS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:44.405237] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BTCS.txt
[2025-11-27T19:44:44.405381] [INFO ] [sig       ] [555/3661] Completed BTCS in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:44.405429] [INFO ] [sig       ] [556/3661] Forecasting BTE...
[2025-11-27T19:44:44.405467] [INFO ] [sig       ] Generating forecast for: BTE
[2025-11-27T19:44:44.405503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-11-27T19:44:44.416429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-11-27T19:44:44.416784] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-11-27T19:44:44.417593] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-11-27T19:44:44.417655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:44.417698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:44.417734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:44.417794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:44.472328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:44.472951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:44.473039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:44.473080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:44.584506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:44.584660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:44.584707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:44.584746] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:44.587856] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=45.67%)
[2025-11-27T19:44:44.588145] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-11-27T19:44:44.588278] [INFO ] [sig       ] BTE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:44.722660] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BTE.txt
[2025-11-27T19:44:44.722792] [INFO ] [sig       ] [556/3661] Completed BTE in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:44.722842] [INFO ] [sig       ] [557/3661] Forecasting BTF...
[2025-11-27T19:44:44.722884] [INFO ] [sig       ] Generating forecast for: BTF
[2025-11-27T19:44:44.722922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-11-27T19:44:44.734729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-11-27T19:44:44.735079] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-11-27T19:44:44.735936] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-11-27T19:44:44.736008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:44.736062] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:44.736114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:44.736206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:44.791125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:44.791819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:44.791919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:44.791975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:44.911141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:44.911336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:44.911398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:44.911454] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:44.914859] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-11-27T19:44:44.915135] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-11-27T19:44:44.915271] [INFO ] [sig       ] BTF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:45.052923] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BTF.txt
[2025-11-27T19:44:45.053104] [INFO ] [sig       ] [557/3661] Completed BTF in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:45.053153] [INFO ] [sig       ] [558/3661] Forecasting BTI...
[2025-11-27T19:44:45.053192] [INFO ] [sig       ] Generating forecast for: BTI
[2025-11-27T19:44:45.053229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-11-27T19:44:45.065319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-11-27T19:44:45.065645] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-11-27T19:44:45.066483] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-11-27T19:44:45.066551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:45.066627] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:45.066700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:45.066825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:45.121623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:45.122255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:45.122353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:45.122408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:45.242110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:45.242288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:45.242352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:45.242399] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:45.246090] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-11-27T19:44:45.246376] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-11-27T19:44:45.246511] [INFO ] [sig       ] BTI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:45.381116] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BTI.txt
[2025-11-27T19:44:45.381276] [INFO ] [sig       ] [558/3661] Completed BTI in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:45.381344] [INFO ] [sig       ] [559/3661] Forecasting BTM...
[2025-11-27T19:44:45.381396] [INFO ] [sig       ] Generating forecast for: BTM
[2025-11-27T19:44:45.381503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-11-27T19:44:45.392449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-11-27T19:44:45.392784] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-11-27T19:44:45.393676] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-11-27T19:44:45.393764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:45.393834] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:45.393894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:45.393998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:45.452137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:45.452864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:45.452967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:45.453023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:45.568772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:45.568935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:45.569004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:45.569065] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:45.572377] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-11-27T19:44:45.572703] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-11-27T19:44:45.572854] [INFO ] [sig       ] BTM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:45.709784] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BTM.txt
[2025-11-27T19:44:45.709941] [INFO ] [sig       ] [559/3661] Completed BTM in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:45.710017] [INFO ] [sig       ] [560/3661] Forecasting BTMD...
[2025-11-27T19:44:45.710076] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-11-27T19:44:45.710157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-11-27T19:44:45.720179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-11-27T19:44:45.720515] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-11-27T19:44:45.721358] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-11-27T19:44:45.721425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:45.721474] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:45.721529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:45.721640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:45.777908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:45.778611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:45.778702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:45.778762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:45.902034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:45.902241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:45.902294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:45.902331] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:45.905902] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=51.38%)
[2025-11-27T19:44:45.906207] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-11-27T19:44:45.906356] [INFO ] [sig       ] BTMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:46.049563] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BTMD.txt
[2025-11-27T19:44:46.049734] [INFO ] [sig       ] [560/3661] Completed BTMD in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:46.049785] [INFO ] [sig       ] [561/3661] Forecasting BTSG...
[2025-11-27T19:44:46.049826] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-11-27T19:44:46.049873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-11-27T19:44:46.061083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-11-27T19:44:46.061396] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-11-27T19:44:46.062189] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-11-27T19:44:46.062252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:46.062302] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:46.062347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:46.062430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:46.119187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:46.119914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:46.120003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:46.120047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:46.238457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:46.238664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:46.238740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:46.238783] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:46.242193] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-11-27T19:44:46.242488] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-11-27T19:44:46.242651] [INFO ] [sig       ] BTSG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:46.389177] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BTSG.txt
[2025-11-27T19:44:46.389378] [INFO ] [sig       ] [561/3661] Completed BTSG in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:46.389432] [INFO ] [sig       ] [562/3661] Forecasting BTZ...
[2025-11-27T19:44:46.389472] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-11-27T19:44:46.389588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-11-27T19:44:46.401132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-11-27T19:44:46.401500] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-11-27T19:44:46.402314] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-11-27T19:44:46.402378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:46.402428] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:46.402478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:46.402561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:46.457149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:46.457781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:46.457869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:46.457922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:46.569072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:46.569219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:46.569265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:46.569301] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:46.572492] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-11-27T19:44:46.572813] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-11-27T19:44:46.572960] [INFO ] [sig       ] BTZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:46.708445] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BTZ.txt
[2025-11-27T19:44:46.708679] [INFO ] [sig       ] [562/3661] Completed BTZ in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.3m
[2025-11-27T19:44:46.708762] [INFO ] [sig       ] [563/3661] Forecasting BUD...
[2025-11-27T19:44:46.708842] [INFO ] [sig       ] Generating forecast for: BUD
[2025-11-27T19:44:46.708902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-11-27T19:44:46.719746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-11-27T19:44:46.720088] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-11-27T19:44:46.720916] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-11-27T19:44:46.720980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:46.721023] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:46.721069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:46.721148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:46.776089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:46.776738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:46.776824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:46.776867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:46.892719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:46.892876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:46.892924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:46.892961] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:46.896142] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-11-27T19:44:46.896411] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-11-27T19:44:46.896542] [INFO ] [sig       ] BUD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:47.031883] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BUD.txt
[2025-11-27T19:44:47.032029] [INFO ] [sig       ] [563/3661] Completed BUD in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.2m
[2025-11-27T19:44:47.032077] [INFO ] [sig       ] [564/3661] Forecasting BUFC...
[2025-11-27T19:44:47.032114] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-11-27T19:44:47.032151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-11-27T19:44:47.042043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-11-27T19:44:47.042420] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-11-27T19:44:47.043374] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-11-27T19:44:47.043438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:47.043490] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:47.043539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:47.043632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:47.100717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:47.101520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:47.101632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:47.101678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:47.194285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:47.194468] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:44:47.194518] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:47.194556] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:47.197840] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-11-27T19:44:47.198161] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-11-27T19:44:47.198300] [INFO ] [sig       ] BUFC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:47.339094] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BUFC.txt
[2025-11-27T19:44:47.339277] [INFO ] [sig       ] [564/3661] Completed BUFC in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.2m
[2025-11-27T19:44:47.339344] [INFO ] [sig       ] [565/3661] Forecasting BUG...
[2025-11-27T19:44:47.339428] [INFO ] [sig       ] Generating forecast for: BUG
[2025-11-27T19:44:47.339490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-11-27T19:44:47.350990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-11-27T19:44:47.351337] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-11-27T19:44:47.352212] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-11-27T19:44:47.352283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:47.352339] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:47.352391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:47.352472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:47.407908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:47.408568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:47.408705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:47.408769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:47.524825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:47.524973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:47.525034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:47.525087] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:47.528314] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=30.33%)
[2025-11-27T19:44:47.528635] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-11-27T19:44:47.528803] [INFO ] [sig       ] BUG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:47.664835] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BUG.txt
[2025-11-27T19:44:47.664987] [INFO ] [sig       ] [565/3661] Completed BUG in 0.3s | 2.99 sym/s | Total: 3.1m | ETA: 17.2m
[2025-11-27T19:44:47.665049] [INFO ] [sig       ] [566/3661] Forecasting BUI...
[2025-11-27T19:44:47.665101] [INFO ] [sig       ] Generating forecast for: BUI
[2025-11-27T19:44:47.665177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-11-27T19:44:47.676055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-11-27T19:44:47.676362] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-11-27T19:44:47.677196] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-11-27T19:44:47.677268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:47.677324] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:47.677382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:47.677483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:47.733330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:47.734014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:47.734110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:47.734165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:47.849892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:47.850038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:47.850129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:47.850208] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:47.853778] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-11-27T19:44:47.854080] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-11-27T19:44:47.854238] [INFO ] [sig       ] BUI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:47.991972] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BUI.txt
[2025-11-27T19:44:47.992133] [INFO ] [sig       ] [566/3661] Completed BUI in 0.3s | 2.99 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:47.992196] [INFO ] [sig       ] [567/3661] Forecasting BURL...
[2025-11-27T19:44:47.992266] [INFO ] [sig       ] Generating forecast for: BURL
[2025-11-27T19:44:47.992341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-11-27T19:44:48.002674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-11-27T19:44:48.002975] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-11-27T19:44:48.003791] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-11-27T19:44:48.003857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:48.003915] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:48.003971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:48.004069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:48.060641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:48.061429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:48.061528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:48.061611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:48.184478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:48.184661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:48.184720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:48.184773] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:48.188036] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-11-27T19:44:48.188347] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-11-27T19:44:48.188502] [INFO ] [sig       ] BURL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:48.325152] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BURL.txt
[2025-11-27T19:44:48.325288] [INFO ] [sig       ] [567/3661] Completed BURL in 0.3s | 2.99 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:48.325347] [INFO ] [sig       ] [568/3661] Forecasting BUSE...
[2025-11-27T19:44:48.325401] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-11-27T19:44:48.325457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-11-27T19:44:48.336534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-11-27T19:44:48.336912] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-11-27T19:44:48.337723] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-11-27T19:44:48.337796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:48.337851] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:48.337901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:48.337989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:48.394672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:48.395362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:48.395460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:48.395518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:48.513017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:48.513182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:48.513243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:48.513296] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:48.516529] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-11-27T19:44:48.516857] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-11-27T19:44:48.517004] [INFO ] [sig       ] BUSE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:48.655917] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BUSE.txt
[2025-11-27T19:44:48.656068] [INFO ] [sig       ] [568/3661] Completed BUSE in 0.3s | 2.99 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:48.656131] [INFO ] [sig       ] [569/3661] Forecasting BUXX...
[2025-11-27T19:44:48.656203] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-11-27T19:44:48.656255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-11-27T19:44:48.667141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-11-27T19:44:48.667425] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-11-27T19:44:48.668252] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-11-27T19:44:48.668324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:48.668378] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:48.668424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:48.668502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:48.724241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:48.724928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:48.725024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:48.725080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:48.836622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:48.836800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:48.836863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:48.836914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:48.840217] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2025-11-27T19:44:48.840504] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-11-27T19:44:48.840673] [INFO ] [sig       ] BUXX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:48.976445] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BUXX.txt
[2025-11-27T19:44:48.976620] [INFO ] [sig       ] [569/3661] Completed BUXX in 0.3s | 2.99 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:48.976686] [INFO ] [sig       ] [570/3661] Forecasting BVFL...
[2025-11-27T19:44:48.976741] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-11-27T19:44:48.976812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-11-27T19:44:48.987841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-11-27T19:44:48.988224] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-11-27T19:44:48.989079] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-11-27T19:44:48.989146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:48.989206] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:48.989251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:48.989341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:49.043609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:49.044204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:49.044291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:49.044340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:49.154529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:49.154706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:49.154768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:49.154818] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:49.158005] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2025-11-27T19:44:49.158308] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-11-27T19:44:49.158449] [INFO ] [sig       ] BVFL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:49.294232] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BVFL.txt
[2025-11-27T19:44:49.294374] [INFO ] [sig       ] [570/3661] Completed BVFL in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:49.294423] [INFO ] [sig       ] [571/3661] Forecasting BVN...
[2025-11-27T19:44:49.294459] [INFO ] [sig       ] Generating forecast for: BVN
[2025-11-27T19:44:49.294497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-11-27T19:44:49.305617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-11-27T19:44:49.305909] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-11-27T19:44:49.306731] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-11-27T19:44:49.306800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:49.306862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:49.306916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:49.307009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:49.362640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:49.363277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:49.363372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:49.363436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:49.479659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:49.479815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:49.479862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:49.479929] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:49.483145] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=71.48%)
[2025-11-27T19:44:49.483424] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-11-27T19:44:49.483558] [INFO ] [sig       ] BVN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:49.620843] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BVN.txt
[2025-11-27T19:44:49.620981] [INFO ] [sig       ] [571/3661] Completed BVN in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:49.621029] [INFO ] [sig       ] [572/3661] Forecasting BVS...
[2025-11-27T19:44:49.621062] [INFO ] [sig       ] Generating forecast for: BVS
[2025-11-27T19:44:49.621123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-11-27T19:44:49.631673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-11-27T19:44:49.631981] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-11-27T19:44:49.632787] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-11-27T19:44:49.632859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:49.632915] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:49.632964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:49.633055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:49.690002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:49.690685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:49.690802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:49.690859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:49.811803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:49.811958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:49.812018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:49.812071] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:49.815326] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-11-27T19:44:49.815666] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-11-27T19:44:49.815838] [INFO ] [sig       ] BVS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:49.951848] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BVS.txt
[2025-11-27T19:44:49.952032] [INFO ] [sig       ] [572/3661] Completed BVS in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:49.952099] [INFO ] [sig       ] [573/3661] Forecasting BWA...
[2025-11-27T19:44:49.952152] [INFO ] [sig       ] Generating forecast for: BWA
[2025-11-27T19:44:49.952197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-11-27T19:44:49.963182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-11-27T19:44:49.963596] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-11-27T19:44:49.964420] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-11-27T19:44:49.964486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:49.964553] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:49.964625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:49.964708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:50.021270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:50.022157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:50.022254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:50.022302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:50.138708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:50.138879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:50.138947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:50.138990] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:50.142203] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-11-27T19:44:50.142496] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-11-27T19:44:50.142671] [INFO ] [sig       ] BWA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:50.276298] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BWA.txt
[2025-11-27T19:44:50.276453] [INFO ] [sig       ] [573/3661] Completed BWA in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:50.276520] [INFO ] [sig       ] [574/3661] Forecasting BWAY...
[2025-11-27T19:44:50.276611] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-11-27T19:44:50.276709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-11-27T19:44:50.287340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-11-27T19:44:50.287701] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-11-27T19:44:50.288613] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-11-27T19:44:50.288695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:50.288758] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:50.288816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:50.288906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:50.346459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:50.347169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:50.347268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:50.347323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:50.466527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:50.466702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:50.466797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:50.466858] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:50.470204] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=14.78%)
[2025-11-27T19:44:50.470528] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-11-27T19:44:50.470711] [INFO ] [sig       ] BWAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:50.606294] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BWAY.txt
[2025-11-27T19:44:50.606433] [INFO ] [sig       ] [574/3661] Completed BWAY in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:50.606478] [INFO ] [sig       ] [575/3661] Forecasting BWB...
[2025-11-27T19:44:50.606511] [INFO ] [sig       ] Generating forecast for: BWB
[2025-11-27T19:44:50.606549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-11-27T19:44:50.617422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-11-27T19:44:50.617746] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-11-27T19:44:50.618542] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-11-27T19:44:50.618640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:50.618699] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:50.618776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:50.618878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:50.675705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:50.676382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:50.676477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:50.676551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:50.798683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:50.798859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:50.798923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:50.798978] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:50.802240] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-11-27T19:44:50.802550] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-11-27T19:44:50.802722] [INFO ] [sig       ] BWB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:50.937813] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BWB.txt
[2025-11-27T19:44:50.938007] [INFO ] [sig       ] [575/3661] Completed BWB in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:50.938092] [INFO ] [sig       ] [576/3661] Forecasting BWEN...
[2025-11-27T19:44:50.938171] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-11-27T19:44:50.938245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-11-27T19:44:50.948977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-11-27T19:44:50.949291] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-11-27T19:44:50.950098] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-11-27T19:44:50.950166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:50.950224] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:50.950280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:50.950373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:51.006836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:51.007786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:51.007904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:51.007964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:51.124343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:51.124520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:51.124604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:51.124662] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:51.127990] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-11-27T19:44:51.128313] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-11-27T19:44:51.128476] [INFO ] [sig       ] BWEN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:51.262692] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BWEN.txt
[2025-11-27T19:44:51.262843] [INFO ] [sig       ] [576/3661] Completed BWEN in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:51.262907] [INFO ] [sig       ] [577/3661] Forecasting BWFG...
[2025-11-27T19:44:51.262962] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-11-27T19:44:51.263015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-11-27T19:44:51.274111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-11-27T19:44:51.274461] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-11-27T19:44:51.275301] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-11-27T19:44:51.275367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:51.275433] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:51.275495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:51.275607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:51.332972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:51.333614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:51.333705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:51.333753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:51.449230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:51.449374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:51.449444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:51.449518] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:51.452862] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-11-27T19:44:51.453164] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-11-27T19:44:51.453321] [INFO ] [sig       ] BWFG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:51.587925] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BWFG.txt
[2025-11-27T19:44:51.588075] [INFO ] [sig       ] [577/3661] Completed BWFG in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:51.588167] [INFO ] [sig       ] [578/3661] Forecasting BWG...
[2025-11-27T19:44:51.588221] [INFO ] [sig       ] Generating forecast for: BWG
[2025-11-27T19:44:51.588290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-11-27T19:44:51.598971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-11-27T19:44:51.599316] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-11-27T19:44:51.600300] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-11-27T19:44:51.600379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:51.600439] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:51.600490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:51.600593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:51.657956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:51.658638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:51.658739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:51.658796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:51.779853] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:51.780209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:51.780271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:51.780328] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:51.783553] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-11-27T19:44:51.783865] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-11-27T19:44:51.784011] [INFO ] [sig       ] BWG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:51.923155] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BWG.txt
[2025-11-27T19:44:51.923309] [INFO ] [sig       ] [578/3661] Completed BWG in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.2m
[2025-11-27T19:44:51.923358] [INFO ] [sig       ] [579/3661] Forecasting BWIN...
[2025-11-27T19:44:51.923392] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-11-27T19:44:51.923433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-11-27T19:44:51.934174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-11-27T19:44:51.934466] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-11-27T19:44:51.935299] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-11-27T19:44:51.935368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:51.935429] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:51.935482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:51.935562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:51.992407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:51.993088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:51.993182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:51.993272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:52.112308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:52.112495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:52.112559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:52.112626] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:52.115929] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=63.43%)
[2025-11-27T19:44:52.116240] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-11-27T19:44:52.116406] [INFO ] [sig       ] BWIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:52.251230] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BWIN.txt
[2025-11-27T19:44:52.251374] [INFO ] [sig       ] [579/3661] Completed BWIN in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-27T19:44:52.251418] [INFO ] [sig       ] [580/3661] Forecasting BWMN...
[2025-11-27T19:44:52.251455] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-11-27T19:44:52.251488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-11-27T19:44:52.262356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-11-27T19:44:52.262672] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-11-27T19:44:52.263491] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-11-27T19:44:52.263557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:52.263625] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:52.263723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:52.263820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:52.318671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:52.319305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:52.319402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:52.319466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:52.439075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:52.439227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:52.439288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:52.439342] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:52.442633] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=17.04%)
[2025-11-27T19:44:52.442933] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-11-27T19:44:52.443088] [INFO ] [sig       ] BWMN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:52.578909] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BWMN.txt
[2025-11-27T19:44:52.579059] [INFO ] [sig       ] [580/3661] Completed BWMN in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-27T19:44:52.579122] [INFO ] [sig       ] [581/3661] Forecasting BXC...
[2025-11-27T19:44:52.579175] [INFO ] [sig       ] Generating forecast for: BXC
[2025-11-27T19:44:52.579249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-11-27T19:44:52.590032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-11-27T19:44:52.590346] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-11-27T19:44:52.591173] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-11-27T19:44:52.591244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:52.591304] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:52.591361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:52.591471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:52.647477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:52.648151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:52.648254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:52.648311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:52.770556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:52.770742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:52.770810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:52.770866] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:52.774136] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-11-27T19:44:52.774440] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-11-27T19:44:52.774617] [INFO ] [sig       ] BXC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:52.912190] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BXC.txt
[2025-11-27T19:44:52.912389] [INFO ] [sig       ] [581/3661] Completed BXC in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-27T19:44:52.912457] [INFO ] [sig       ] [582/3661] Forecasting BXMX...
[2025-11-27T19:44:52.912516] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-11-27T19:44:52.912596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-11-27T19:44:52.923899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-11-27T19:44:52.924187] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-11-27T19:44:52.925045] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-11-27T19:44:52.925109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:52.925151] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:52.925189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:52.925272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:52.982899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:52.983762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:52.983868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:52.983918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:53.104748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:53.104908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:53.104960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:53.105009] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:53.108251] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=15.83%)
[2025-11-27T19:44:53.108545] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-11-27T19:44:53.108707] [INFO ] [sig       ] BXMX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:53.247707] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BXMX.txt
[2025-11-27T19:44:53.247886] [INFO ] [sig       ] [582/3661] Completed BXMX in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-27T19:44:53.247950] [INFO ] [sig       ] [583/3661] Forecasting BXP...
[2025-11-27T19:44:53.248010] [INFO ] [sig       ] Generating forecast for: BXP
[2025-11-27T19:44:53.248090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-11-27T19:44:53.258611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-11-27T19:44:53.258934] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-11-27T19:44:53.259764] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-11-27T19:44:53.259841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:53.259899] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:53.259957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:53.260053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:53.317632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:53.318355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:53.318447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:53.318496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:53.439053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:53.439196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:53.439244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:53.439280] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:53.442454] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-11-27T19:44:53.442750] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-11-27T19:44:53.442885] [INFO ] [sig       ] BXP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:53.577917] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BXP.txt
[2025-11-27T19:44:53.578053] [INFO ] [sig       ] [583/3661] Completed BXP in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-27T19:44:53.578102] [INFO ] [sig       ] [584/3661] Forecasting BXSL...
[2025-11-27T19:44:53.578158] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-11-27T19:44:53.578195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-11-27T19:44:53.588697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-11-27T19:44:53.589002] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-11-27T19:44:53.589777] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-11-27T19:44:53.589840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:53.589881] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:53.589916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:53.589982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:53.645128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:53.645731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:53.645815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:53.645857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:53.759971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:53.760115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:53.760162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:53.760198] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:53.763321] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-11-27T19:44:53.763606] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-11-27T19:44:53.763736] [INFO ] [sig       ] BXSL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:53.899301] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BXSL.txt
[2025-11-27T19:44:53.899436] [INFO ] [sig       ] [584/3661] Completed BXSL in 0.3s | 3.00 sym/s | Total: 3.2m | ETA: 17.1m
[2025-11-27T19:44:53.899484] [INFO ] [sig       ] [585/3661] Forecasting BYD...
[2025-11-27T19:44:53.899522] [INFO ] [sig       ] Generating forecast for: BYD
[2025-11-27T19:44:53.899560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-11-27T19:44:53.910746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-11-27T19:44:53.911025] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-11-27T19:44:53.911802] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-11-27T19:44:53.911863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:53.911897] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:53.911929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:53.911989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:53.967147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:53.967738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:53.967822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:53.967868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:54.085825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:54.085963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:54.086008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:54.086045] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:54.089189] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-11-27T19:44:54.089453] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-11-27T19:44:54.089598] [INFO ] [sig       ] BYD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:54.224787] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BYD.txt
[2025-11-27T19:44:54.224923] [INFO ] [sig       ] [585/3661] Completed BYD in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:54.224969] [INFO ] [sig       ] [586/3661] Forecasting BYM...
[2025-11-27T19:44:54.225004] [INFO ] [sig       ] Generating forecast for: BYM
[2025-11-27T19:44:54.225043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-11-27T19:44:54.236234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-11-27T19:44:54.236494] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-11-27T19:44:54.237265] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-11-27T19:44:54.237328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:54.237370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:54.237407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:54.237472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:54.292685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:54.293284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:54.293372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:54.293408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:54.412421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:54.412591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:54.412641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:54.412675] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:54.415900] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=8.04%)
[2025-11-27T19:44:54.416188] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-11-27T19:44:54.416320] [INFO ] [sig       ] BYM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:54.552795] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BYM.txt
[2025-11-27T19:44:54.552933] [INFO ] [sig       ] [586/3661] Completed BYM in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:54.552982] [INFO ] [sig       ] [587/3661] Forecasting BYRN...
[2025-11-27T19:44:54.553021] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-11-27T19:44:54.553070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-11-27T19:44:54.564558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-11-27T19:44:54.564934] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-11-27T19:44:54.565756] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-11-27T19:44:54.565824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:54.565867] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:54.565904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:54.565973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:54.623853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:54.624648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:54.624743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:54.624789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:54.742556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:54.742740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:54.742788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:54.742820] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:54.746176] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-11-27T19:44:54.746457] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-11-27T19:44:54.746611] [INFO ] [sig       ] BYRN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:54.887954] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BYRN.txt
[2025-11-27T19:44:54.888102] [INFO ] [sig       ] [587/3661] Completed BYRN in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:54.888173] [INFO ] [sig       ] [588/3661] Forecasting BYSI...
[2025-11-27T19:44:54.888214] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-11-27T19:44:54.888255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-11-27T19:44:54.899696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-11-27T19:44:54.900056] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-11-27T19:44:54.900854] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-11-27T19:44:54.900918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:54.900960] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:54.900996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:54.901059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:54.955811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:54.956427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:54.956515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:54.956551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:55.064720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:55.064882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:55.064931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:55.064968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:55.068175] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2025-11-27T19:44:55.068466] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-11-27T19:44:55.068614] [INFO ] [sig       ] BYSI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:55.203773] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/BYSI.txt
[2025-11-27T19:44:55.203929] [INFO ] [sig       ] [588/3661] Completed BYSI in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:55.203992] [INFO ] [sig       ] [589/3661] Forecasting BZ...
[2025-11-27T19:44:55.204044] [INFO ] [sig       ] Generating forecast for: BZ
[2025-11-27T19:44:55.204097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-11-27T19:44:55.215137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-11-27T19:44:55.215521] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-11-27T19:44:55.216370] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-11-27T19:44:55.216436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:55.216479] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:55.216515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:55.216598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:55.273951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:55.274859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:55.274955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:55.274999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:55.400080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:55.400254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:55.400305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:55.400349] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:55.403686] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=29.99%)
[2025-11-27T19:44:55.403970] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-11-27T19:44:55.404105] [INFO ] [sig       ] BZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:55.547047] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BZ.txt
[2025-11-27T19:44:55.547201] [INFO ] [sig       ] [589/3661] Completed BZ in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:55.547249] [INFO ] [sig       ] [590/3661] Forecasting BZH...
[2025-11-27T19:44:55.547290] [INFO ] [sig       ] Generating forecast for: BZH
[2025-11-27T19:44:55.547329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-11-27T19:44:55.558236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-11-27T19:44:55.558564] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-11-27T19:44:55.559360] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-11-27T19:44:55.559424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:55.559465] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:55.559502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:55.559638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:55.618479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:55.619469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:55.619588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:55.619634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:55.737021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:55.737186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:55.737250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:55.737287] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:55.740662] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-11-27T19:44:55.740981] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-11-27T19:44:55.741112] [INFO ] [sig       ] BZH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:55.887449] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BZH.txt
[2025-11-27T19:44:55.887640] [INFO ] [sig       ] [590/3661] Completed BZH in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:55.887708] [INFO ] [sig       ] [591/3661] Forecasting BZUN...
[2025-11-27T19:44:55.887746] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-11-27T19:44:55.887787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-11-27T19:44:55.899410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-11-27T19:44:55.899867] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-11-27T19:44:55.900790] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-11-27T19:44:55.900871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:55.900919] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:55.900973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:55.901104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:55.959187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:55.960068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:55.960163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:55.960202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:56.083137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:56.083308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:56.083370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:56.083422] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:56.086780] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=39.68%)
[2025-11-27T19:44:56.087088] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-11-27T19:44:56.087252] [INFO ] [sig       ] BZUN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:56.229065] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/BZUN.txt
[2025-11-27T19:44:56.229224] [INFO ] [sig       ] [591/3661] Completed BZUN in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:56.229287] [INFO ] [sig       ] [592/3661] Forecasting C...
[2025-11-27T19:44:56.229341] [INFO ] [sig       ] Generating forecast for: C
[2025-11-27T19:44:56.229416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-11-27T19:44:56.240488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-11-27T19:44:56.240785] [INFO ] [FORECASTER] Starting predict_future for C
[2025-11-27T19:44:56.241599] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-11-27T19:44:56.241670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:56.241723] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:56.241774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:56.241857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:56.299296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:56.299936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:56.300030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:56.300086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:56.419305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:56.419463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:56.419523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:56.419594] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:56.422817] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-11-27T19:44:56.423112] [INFO ] [FORECASTER] Completed predict_future for C
[2025-11-27T19:44:56.423256] [INFO ] [sig       ] C: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:56.559186] [INFO ] [LOCAL     ] Saved forecast: C	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/C.txt
[2025-11-27T19:44:56.559341] [INFO ] [sig       ] [592/3661] Completed C in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:56.559404] [INFO ] [sig       ] [593/3661] Forecasting CAAP...
[2025-11-27T19:44:56.559459] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-11-27T19:44:56.559538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-11-27T19:44:56.570198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-11-27T19:44:56.570484] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-11-27T19:44:56.571333] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-11-27T19:44:56.571398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:56.571442] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:56.571480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:56.571562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:56.628828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:56.629735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:56.629843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:56.629901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:56.746921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:56.747088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:56.747136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:56.747171] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:56.750372] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=74.53%)
[2025-11-27T19:44:56.750665] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-11-27T19:44:56.750799] [INFO ] [sig       ] CAAP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:56.885255] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CAAP.txt
[2025-11-27T19:44:56.885393] [INFO ] [sig       ] [593/3661] Completed CAAP in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:56.885440] [INFO ] [sig       ] [594/3661] Forecasting CAAS...
[2025-11-27T19:44:56.885477] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-11-27T19:44:56.885514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-11-27T19:44:56.895676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-11-27T19:44:56.895982] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-11-27T19:44:56.896757] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-11-27T19:44:56.896819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:56.896875] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:56.896911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:56.896971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:56.951980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:56.952635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:56.952722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:56.952764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:57.060914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:57.061074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:57.061123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:57.061166] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:57.064352] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-11-27T19:44:57.064646] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-11-27T19:44:57.064780] [INFO ] [sig       ] CAAS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:57.199720] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CAAS.txt
[2025-11-27T19:44:57.199859] [INFO ] [sig       ] [594/3661] Completed CAAS in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:57.199916] [INFO ] [sig       ] [595/3661] Forecasting CABA...
[2025-11-27T19:44:57.199949] [INFO ] [sig       ] Generating forecast for: CABA
[2025-11-27T19:44:57.199985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-11-27T19:44:57.210514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-11-27T19:44:57.210814] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-11-27T19:44:57.211649] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-11-27T19:44:57.211717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:57.211775] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:57.211834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:57.211934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:57.267793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:57.268421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:57.268517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:57.268598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:57.385195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:57.385359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:57.385421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:57.385476] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:57.388829] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-11-27T19:44:57.389133] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-11-27T19:44:57.389292] [INFO ] [sig       ] CABA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:57.525754] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CABA.txt
[2025-11-27T19:44:57.525906] [INFO ] [sig       ] [595/3661] Completed CABA in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.1m
[2025-11-27T19:44:57.525975] [INFO ] [sig       ] [596/3661] Forecasting CABO...
[2025-11-27T19:44:57.526037] [INFO ] [sig       ] Generating forecast for: CABO
[2025-11-27T19:44:57.526114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-11-27T19:44:57.537756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-11-27T19:44:57.538188] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-11-27T19:44:57.539012] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-11-27T19:44:57.539076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:57.539118] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:57.539154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:57.539217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:57.594454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:57.595201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:57.595291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:57.595333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:57.714536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:57.714726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:57.714794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:57.714829] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:57.718199] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-11-27T19:44:57.718497] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-11-27T19:44:57.718653] [INFO ] [sig       ] CABO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:57.858438] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CABO.txt
[2025-11-27T19:44:57.858657] [INFO ] [sig       ] [596/3661] Completed CABO in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.0m
[2025-11-27T19:44:57.858744] [INFO ] [sig       ] [597/3661] Forecasting CAC...
[2025-11-27T19:44:57.858806] [INFO ] [sig       ] Generating forecast for: CAC
[2025-11-27T19:44:57.858864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-11-27T19:44:57.869367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-11-27T19:44:57.869695] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-11-27T19:44:57.870511] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-11-27T19:44:57.870599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:57.870662] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:57.870715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:57.870807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:57.927430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:57.928123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:57.928225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:57.928287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:58.052614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:58.052759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:58.052835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:58.052897] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:58.056220] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=60.15%)
[2025-11-27T19:44:58.056537] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-11-27T19:44:58.056730] [INFO ] [sig       ] CAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:58.193200] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CAC.txt
[2025-11-27T19:44:58.193372] [INFO ] [sig       ] [597/3661] Completed CAC in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.0m
[2025-11-27T19:44:58.193445] [INFO ] [sig       ] [598/3661] Forecasting CACC...
[2025-11-27T19:44:58.193532] [INFO ] [sig       ] Generating forecast for: CACC
[2025-11-27T19:44:58.193614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-11-27T19:44:58.204477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-11-27T19:44:58.204850] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-11-27T19:44:58.205646] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-11-27T19:44:58.205706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:58.205746] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:58.205780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:58.205841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:58.262014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:58.262864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:58.262954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:58.262997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:58.380104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:58.380271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:58.380323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:58.380363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:58.383738] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-11-27T19:44:58.384057] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-11-27T19:44:58.384198] [INFO ] [sig       ] CACC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:58.525223] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CACC.txt
[2025-11-27T19:44:58.525402] [INFO ] [sig       ] [598/3661] Completed CACC in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.0m
[2025-11-27T19:44:58.525456] [INFO ] [sig       ] [599/3661] Forecasting CACI...
[2025-11-27T19:44:58.525497] [INFO ] [sig       ] Generating forecast for: CACI
[2025-11-27T19:44:58.525552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-11-27T19:44:58.536902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-11-27T19:44:58.537316] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-11-27T19:44:58.538156] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-11-27T19:44:58.538219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:58.538260] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:58.538296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:58.538360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:58.593657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:58.594386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:58.594477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:58.594520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:58.708641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:58.708805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:58.708861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:58.708907] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:58.712240] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-11-27T19:44:58.712539] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-11-27T19:44:58.712695] [INFO ] [sig       ] CACI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:44:58.848562] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CACI.txt
[2025-11-27T19:44:58.848735] [INFO ] [sig       ] [599/3661] Completed CACI in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.0m
[2025-11-27T19:44:58.848799] [INFO ] [sig       ] [600/3661] Forecasting CADE...
[2025-11-27T19:44:58.848886] [INFO ] [sig       ] Generating forecast for: CADE
[2025-11-27T19:44:58.848955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-11-27T19:44:58.859805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-11-27T19:44:58.860145] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-11-27T19:44:58.860995] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-11-27T19:44:58.861060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:58.861103] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:58.861140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:58.861206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:58.917696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:58.918503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:58.918611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:58.918651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:59.036840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:59.036981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:59.037025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:59.037061] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:59.040289] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-11-27T19:44:59.040562] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-11-27T19:44:59.040719] [INFO ] [sig       ] CADE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:59.178145] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CADE.txt
[2025-11-27T19:44:59.178287] [INFO ] [sig       ] [600/3661] Completed CADE in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.0m
[2025-11-27T19:44:59.178336] [INFO ] [sig       ] [601/3661] Forecasting CADL...
[2025-11-27T19:44:59.178374] [INFO ] [sig       ] Generating forecast for: CADL
[2025-11-27T19:44:59.178410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-11-27T19:44:59.189380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-11-27T19:44:59.189688] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-11-27T19:44:59.190485] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-11-27T19:44:59.190550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:59.190625] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:59.190677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:59.190759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:59.246153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:59.247010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:59.247111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:59.247168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:59.363626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:59.363789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:59.363851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:59.363919] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:59.367165] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-11-27T19:44:59.367460] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-11-27T19:44:59.367625] [INFO ] [sig       ] CADL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:59.506323] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CADL.txt
[2025-11-27T19:44:59.506456] [INFO ] [sig       ] [601/3661] Completed CADL in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.0m
[2025-11-27T19:44:59.506505] [INFO ] [sig       ] [602/3661] Forecasting CAE...
[2025-11-27T19:44:59.506547] [INFO ] [sig       ] Generating forecast for: CAE
[2025-11-27T19:44:59.506602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-11-27T19:44:59.519681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-11-27T19:44:59.520096] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-11-27T19:44:59.520983] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-11-27T19:44:59.521049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:59.521091] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:59.521127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:59.521193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:59.584177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:59.585088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:59.585182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:59.585225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:44:59.703483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:44:59.703641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:44:59.703691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:44:59.703728] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:44:59.707001] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-11-27T19:44:59.707298] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-11-27T19:44:59.707438] [INFO ] [sig       ] CAE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:44:59.843646] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CAE.txt
[2025-11-27T19:44:59.843796] [INFO ] [sig       ] [602/3661] Completed CAE in 0.3s | 3.00 sym/s | Total: 3.3m | ETA: 17.0m
[2025-11-27T19:44:59.843846] [INFO ] [sig       ] [603/3661] Forecasting CAF...
[2025-11-27T19:44:59.843901] [INFO ] [sig       ] Generating forecast for: CAF
[2025-11-27T19:44:59.843942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-11-27T19:44:59.855389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-11-27T19:44:59.855727] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-11-27T19:44:59.856492] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-11-27T19:44:59.856553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:44:59.856612] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:44:59.856650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:44:59.856712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:44:59.912419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:44:59.913040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:44:59.913127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:44:59.913183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:00.027194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:00.027369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:00.027416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:00.027457] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:00.030853] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2025-11-27T19:45:00.031130] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-11-27T19:45:00.031264] [INFO ] [sig       ] CAF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:00.167134] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CAF.txt
[2025-11-27T19:45:00.167266] [INFO ] [sig       ] [603/3661] Completed CAF in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:00.167314] [INFO ] [sig       ] [604/3661] Forecasting CAG...
[2025-11-27T19:45:00.167356] [INFO ] [sig       ] Generating forecast for: CAG
[2025-11-27T19:45:00.167398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-11-27T19:45:00.179939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-11-27T19:45:00.180278] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-11-27T19:45:00.181112] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-11-27T19:45:00.181181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:00.181241] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:00.181292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:00.181387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:00.237228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:00.237902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:00.238003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:00.238066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:00.355213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:00.355376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:00.355422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:00.355457] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:00.358786] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-11-27T19:45:00.359101] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-11-27T19:45:00.359266] [INFO ] [sig       ] CAG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:00.495300] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CAG.txt
[2025-11-27T19:45:00.495446] [INFO ] [sig       ] [604/3661] Completed CAG in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:00.495508] [INFO ] [sig       ] [605/3661] Forecasting CAH...
[2025-11-27T19:45:00.495562] [INFO ] [sig       ] Generating forecast for: CAH
[2025-11-27T19:45:00.495628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-11-27T19:45:00.508455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-11-27T19:45:00.508832] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-11-27T19:45:00.509687] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-11-27T19:45:00.509754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:00.509811] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:00.509867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:00.509974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:00.568640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:00.569458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:00.569563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:00.569646] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:00.687440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:00.687635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:00.687702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:00.687754] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:00.691278] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=15.21%)
[2025-11-27T19:45:00.691590] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-11-27T19:45:00.691744] [INFO ] [sig       ] CAH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:00.842985] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CAH.txt
[2025-11-27T19:45:00.843124] [INFO ] [sig       ] [605/3661] Completed CAH in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:00.843165] [INFO ] [sig       ] [606/3661] Forecasting CAKE...
[2025-11-27T19:45:00.843197] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-11-27T19:45:00.843229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-11-27T19:45:00.854624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-11-27T19:45:00.854933] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-11-27T19:45:00.855709] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-11-27T19:45:00.855771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:00.855810] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:00.855844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:00.855911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:00.910358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:00.911027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:00.911116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:00.911158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:01.035760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:01.035938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:01.035987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:01.036025] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:01.039436] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=58.27%)
[2025-11-27T19:45:01.039799] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-11-27T19:45:01.039957] [INFO ] [sig       ] CAKE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:01.175418] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CAKE.txt
[2025-11-27T19:45:01.175602] [INFO ] [sig       ] [606/3661] Completed CAKE in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:01.175649] [INFO ] [sig       ] [607/3661] Forecasting CAL...
[2025-11-27T19:45:01.175690] [INFO ] [sig       ] Generating forecast for: CAL
[2025-11-27T19:45:01.175729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-11-27T19:45:01.187721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-11-27T19:45:01.187987] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-11-27T19:45:01.188780] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-11-27T19:45:01.188852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:01.188894] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:01.188931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:01.188994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:01.245988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:01.246843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:01.246934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:01.246979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:01.364767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:01.364945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:01.364995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:01.365035] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:01.368320] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-11-27T19:45:01.368615] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-11-27T19:45:01.368748] [INFO ] [sig       ] CAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:01.503184] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CAL.txt
[2025-11-27T19:45:01.503323] [INFO ] [sig       ] [607/3661] Completed CAL in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:01.503372] [INFO ] [sig       ] [608/3661] Forecasting CALC...
[2025-11-27T19:45:01.503409] [INFO ] [sig       ] Generating forecast for: CALC
[2025-11-27T19:45:01.503448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-11-27T19:45:01.514741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-11-27T19:45:01.515130] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-11-27T19:45:01.515965] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-11-27T19:45:01.516028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:01.516070] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:01.516106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:01.516169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:01.571223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:01.571982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:01.572074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:01.572117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:01.686098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:01.686275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:01.686326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:01.686365] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:01.689780] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-11-27T19:45:01.690061] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-11-27T19:45:01.690198] [INFO ] [sig       ] CALC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:01.824959] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CALC.txt
[2025-11-27T19:45:01.825118] [INFO ] [sig       ] [608/3661] Completed CALC in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:01.825172] [INFO ] [sig       ] [609/3661] Forecasting CALM...
[2025-11-27T19:45:01.825243] [INFO ] [sig       ] Generating forecast for: CALM
[2025-11-27T19:45:01.825284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-11-27T19:45:01.835892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-11-27T19:45:01.836222] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-11-27T19:45:01.837048] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-11-27T19:45:01.837112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:01.837159] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:01.837192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:01.837257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:01.901728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:01.902616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:01.902707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:01.902750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:02.031313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:02.031490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:02.031544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:02.031603] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:02.035188] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-11-27T19:45:02.035679] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-11-27T19:45:02.035880] [INFO ] [sig       ] CALM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:02.184180] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CALM.txt
[2025-11-27T19:45:02.184395] [INFO ] [sig       ] [609/3661] Completed CALM in 0.4s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:02.184459] [INFO ] [sig       ] [610/3661] Forecasting CALX...
[2025-11-27T19:45:02.184529] [INFO ] [sig       ] Generating forecast for: CALX
[2025-11-27T19:45:02.184583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-11-27T19:45:02.196539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-11-27T19:45:02.196995] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-11-27T19:45:02.197880] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-11-27T19:45:02.197959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:02.198011] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:02.198050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:02.198139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:02.260038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:02.260952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:02.261055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:02.261100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:02.402321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:02.402528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:02.402601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:02.402640] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:02.406078] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-11-27T19:45:02.406434] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-11-27T19:45:02.406630] [INFO ] [sig       ] CALX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:02.551290] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CALX.txt
[2025-11-27T19:45:02.551480] [INFO ] [sig       ] [610/3661] Completed CALX in 0.4s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:02.551536] [INFO ] [sig       ] [611/3661] Forecasting CAPL...
[2025-11-27T19:45:02.551623] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-11-27T19:45:02.551667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-11-27T19:45:02.563560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-11-27T19:45:02.563970] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-11-27T19:45:02.564792] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-11-27T19:45:02.564857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:02.564899] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:02.564944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:02.565011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:02.620349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:02.621220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:02.621314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:02.621357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:02.752697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:02.752873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:02.752922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:02.752963] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:02.756299] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=65.18%)
[2025-11-27T19:45:02.756631] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-11-27T19:45:02.756813] [INFO ] [sig       ] CAPL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:02.899296] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CAPL.txt
[2025-11-27T19:45:02.899440] [INFO ] [sig       ] [611/3661] Completed CAPL in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:02.899490] [INFO ] [sig       ] [612/3661] Forecasting CARE...
[2025-11-27T19:45:02.899545] [INFO ] [sig       ] Generating forecast for: CARE
[2025-11-27T19:45:02.899632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-11-27T19:45:02.911471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-11-27T19:45:02.911900] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-11-27T19:45:02.912783] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-11-27T19:45:02.912857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:02.912914] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:02.912963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:02.913051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:02.970954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:02.971909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:02.972021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:02.972084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:03.094500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:03.094690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:03.094741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:03.094780] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:03.098168] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=64.85%)
[2025-11-27T19:45:03.098519] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-11-27T19:45:03.098689] [INFO ] [sig       ] CARE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:03.239518] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CARE.txt
[2025-11-27T19:45:03.239764] [INFO ] [sig       ] [612/3661] Completed CARE in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:03.239856] [INFO ] [sig       ] [613/3661] Forecasting CARG...
[2025-11-27T19:45:03.239917] [INFO ] [sig       ] Generating forecast for: CARG
[2025-11-27T19:45:03.239978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-11-27T19:45:03.251505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-11-27T19:45:03.251942] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-11-27T19:45:03.252841] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-11-27T19:45:03.252920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:03.252981] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:03.253036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:03.253125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:03.309643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:03.310527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:03.310651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:03.310708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:03.433987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:03.434161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:03.434219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:03.434272] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:03.437614] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=45.43%)
[2025-11-27T19:45:03.437927] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-11-27T19:45:03.438079] [INFO ] [sig       ] CARG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:03.577333] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CARG.txt
[2025-11-27T19:45:03.577545] [INFO ] [sig       ] [613/3661] Completed CARG in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 17.0m
[2025-11-27T19:45:03.577638] [INFO ] [sig       ] [614/3661] Forecasting CARS...
[2025-11-27T19:45:03.577712] [INFO ] [sig       ] Generating forecast for: CARS
[2025-11-27T19:45:03.577757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-11-27T19:45:03.589467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-11-27T19:45:03.589925] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-11-27T19:45:03.590818] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-11-27T19:45:03.590895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:03.590963] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:03.591026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:03.591134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:03.647954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:03.648896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:03.649002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:03.649071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:03.768384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:03.768597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:03.768672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:03.768715] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:03.772071] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-11-27T19:45:03.772401] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-11-27T19:45:03.772553] [INFO ] [sig       ] CARS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:03.910307] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CARS.txt
[2025-11-27T19:45:03.910507] [INFO ] [sig       ] [614/3661] Completed CARS in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 16.9m
[2025-11-27T19:45:03.910612] [INFO ] [sig       ] [615/3661] Forecasting CASH...
[2025-11-27T19:45:03.910668] [INFO ] [sig       ] Generating forecast for: CASH
[2025-11-27T19:45:03.910725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-11-27T19:45:03.923098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-11-27T19:45:03.923505] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-11-27T19:45:03.924342] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-11-27T19:45:03.924415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:03.924473] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:03.924517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:03.924608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:03.981463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:03.982381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:03.982486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:03.982537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:04.101478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:04.101689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:04.101738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:04.101771] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:04.105209] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-11-27T19:45:04.105538] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-11-27T19:45:04.105706] [INFO ] [sig       ] CASH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:04.244607] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CASH.txt
[2025-11-27T19:45:04.244793] [INFO ] [sig       ] [615/3661] Completed CASH in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 16.9m
[2025-11-27T19:45:04.244847] [INFO ] [sig       ] [616/3661] Forecasting CASI...
[2025-11-27T19:45:04.244917] [INFO ] [sig       ] Generating forecast for: CASI
[2025-11-27T19:45:04.244964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASI' from 'https://tdm.silogroup.org/data/derivative_storage/CASI.csv'.
[2025-11-27T19:45:04.256246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASI'.
[2025-11-27T19:45:04.256650] [INFO ] [FORECASTER] Starting predict_future for CASI
[2025-11-27T19:45:04.257460] [DEBUG] [LOCAL     ] No optimal features file found for CASI: ./output/feature-sets/CASI.txt
[2025-11-27T19:45:04.257530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:04.257608] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:04.257665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:04.257767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:04.315095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:04.316023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:04.316136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:04.316201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:04.427865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:04.428050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:04.428139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:04.428202] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:04.431621] [DEBUG] [FORECASTER] CASI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-11-27T19:45:04.432029] [INFO ] [FORECASTER] Completed predict_future for CASI
[2025-11-27T19:45:04.432214] [INFO ] [sig       ] CASI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:04.571535] [INFO ] [LOCAL     ] Saved forecast: CASI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CASI.txt
[2025-11-27T19:45:04.571750] [INFO ] [sig       ] [616/3661] Completed CASI in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 16.9m
[2025-11-27T19:45:04.571838] [INFO ] [sig       ] [617/3661] Forecasting CASS...
[2025-11-27T19:45:04.571895] [INFO ] [sig       ] Generating forecast for: CASS
[2025-11-27T19:45:04.571954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-11-27T19:45:04.583035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-11-27T19:45:04.583450] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-11-27T19:45:04.584320] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-11-27T19:45:04.584387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:04.584430] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:04.584487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:04.584619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:04.641788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:04.642709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:04.642803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:04.642848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:04.761014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:04.761183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:04.761233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:04.761273] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:04.764553] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-11-27T19:45:04.764855] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-11-27T19:45:04.764990] [INFO ] [sig       ] CASS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:04.902154] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CASS.txt
[2025-11-27T19:45:04.902335] [INFO ] [sig       ] [617/3661] Completed CASS in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 16.9m
[2025-11-27T19:45:04.902387] [INFO ] [sig       ] [618/3661] Forecasting CASY...
[2025-11-27T19:45:04.902458] [INFO ] [sig       ] Generating forecast for: CASY
[2025-11-27T19:45:04.902499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-11-27T19:45:04.913733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-11-27T19:45:04.914105] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-11-27T19:45:04.914918] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-11-27T19:45:04.914995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:04.915047] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:04.915087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:04.915156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:04.971802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:04.972641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:04.972737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:04.972783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:05.094427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:05.094618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:05.094668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:05.094706] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:05.097971] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=68.00%)
[2025-11-27T19:45:05.098376] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-11-27T19:45:05.098530] [INFO ] [sig       ] CASY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:05.234315] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CASY.txt
[2025-11-27T19:45:05.234474] [INFO ] [sig       ] [618/3661] Completed CASY in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 16.9m
[2025-11-27T19:45:05.234520] [INFO ] [sig       ] [619/3661] Forecasting CATH...
[2025-11-27T19:45:05.234562] [INFO ] [sig       ] Generating forecast for: CATH
[2025-11-27T19:45:05.234634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-11-27T19:45:05.246148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-11-27T19:45:05.246595] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-11-27T19:45:05.247446] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-11-27T19:45:05.247513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:05.247557] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:05.247633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:05.247724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:05.305443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:05.306370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:05.306477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:05.306551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:05.420411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:05.420596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:05.420642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:05.420682] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:05.423925] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-11-27T19:45:05.424205] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-11-27T19:45:05.424347] [INFO ] [sig       ] CATH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:05.561696] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CATH.txt
[2025-11-27T19:45:05.561830] [INFO ] [sig       ] [619/3661] Completed CATH in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 16.9m
[2025-11-27T19:45:05.561877] [INFO ] [sig       ] [620/3661] Forecasting CATO...
[2025-11-27T19:45:05.561916] [INFO ] [sig       ] Generating forecast for: CATO
[2025-11-27T19:45:05.561972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-11-27T19:45:05.572874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-11-27T19:45:05.573189] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-11-27T19:45:05.573975] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-11-27T19:45:05.574051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:05.574101] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:05.574145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:05.574253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:05.629766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:05.630349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:05.630434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:05.630474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:05.748265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:05.748368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:05.748405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:05.748453] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:05.751434] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-11-27T19:45:05.751724] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-11-27T19:45:05.751851] [INFO ] [sig       ] CATO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:05.886854] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CATO.txt
[2025-11-27T19:45:05.886969] [INFO ] [sig       ] [620/3661] Completed CATO in 0.3s | 3.00 sym/s | Total: 3.4m | ETA: 16.9m
[2025-11-27T19:45:05.887025] [INFO ] [sig       ] [621/3661] Forecasting CATY...
[2025-11-27T19:45:05.887059] [INFO ] [sig       ] Generating forecast for: CATY
[2025-11-27T19:45:05.887098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-11-27T19:45:05.898637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-11-27T19:45:05.899040] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-11-27T19:45:05.899882] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-11-27T19:45:05.899945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:05.899995] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:05.900046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:05.900120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:05.955546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:05.956452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:05.956553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:05.956621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:06.075330] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:06.075525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:06.075586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:06.075623] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:06.078977] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-11-27T19:45:06.079282] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-11-27T19:45:06.079425] [INFO ] [sig       ] CATY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:06.216029] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CATY.txt
[2025-11-27T19:45:06.216241] [INFO ] [sig       ] [621/3661] Completed CATY in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:06.216300] [INFO ] [sig       ] [622/3661] Forecasting CAVA...
[2025-11-27T19:45:06.216356] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-11-27T19:45:06.216389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-11-27T19:45:06.227938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-11-27T19:45:06.228292] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-11-27T19:45:06.229087] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-11-27T19:45:06.229150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:06.229191] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:06.229227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:06.229289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:06.283358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:06.283960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:06.284045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:06.284088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:06.403923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:06.404036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:06.404092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:06.404126] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:06.407664] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-11-27T19:45:06.407930] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-11-27T19:45:06.408061] [INFO ] [sig       ] CAVA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:06.543284] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CAVA.txt
[2025-11-27T19:45:06.543412] [INFO ] [sig       ] [622/3661] Completed CAVA in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:06.543461] [INFO ] [sig       ] [623/3661] Forecasting CB...
[2025-11-27T19:45:06.543500] [INFO ] [sig       ] Generating forecast for: CB
[2025-11-27T19:45:06.543536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-11-27T19:45:06.554292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-11-27T19:45:06.554563] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-11-27T19:45:06.555328] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-11-27T19:45:06.555390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:06.555431] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:06.555468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:06.555533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:06.610024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:06.610935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:06.611029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:06.611071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:06.730030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:06.730194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:06.730243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:06.730281] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:06.733491] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=20.78%)
[2025-11-27T19:45:06.733778] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-11-27T19:45:06.733926] [INFO ] [sig       ] CB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:06.867835] [INFO ] [LOCAL     ] Saved forecast: CB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CB.txt
[2025-11-27T19:45:06.867959] [INFO ] [sig       ] [623/3661] Completed CB in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:06.868007] [INFO ] [sig       ] [624/3661] Forecasting CBAN...
[2025-11-27T19:45:06.868043] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-11-27T19:45:06.868079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-11-27T19:45:06.879016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-11-27T19:45:06.879274] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-11-27T19:45:06.880034] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-11-27T19:45:06.880099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:06.880136] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:06.880173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:06.880238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:06.934526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:06.935106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:06.935191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:06.935232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:07.047595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:07.047714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:07.047752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:07.047789] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:07.050871] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=22.99%)
[2025-11-27T19:45:07.051161] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-11-27T19:45:07.051293] [INFO ] [sig       ] CBAN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:07.185130] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CBAN.txt
[2025-11-27T19:45:07.185248] [INFO ] [sig       ] [624/3661] Completed CBAN in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:07.185296] [INFO ] [sig       ] [625/3661] Forecasting CBL...
[2025-11-27T19:45:07.185336] [INFO ] [sig       ] Generating forecast for: CBL
[2025-11-27T19:45:07.185391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-11-27T19:45:07.196078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-11-27T19:45:07.196347] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-11-27T19:45:07.197114] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-11-27T19:45:07.197176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:07.197217] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:07.197253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:07.197316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:07.252522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:07.253104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:07.253191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:07.253232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:07.372971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:07.373101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:07.373161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:07.373201] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:07.376289] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-11-27T19:45:07.376552] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-11-27T19:45:07.376701] [INFO ] [sig       ] CBL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:07.512232] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CBL.txt
[2025-11-27T19:45:07.512353] [INFO ] [sig       ] [625/3661] Completed CBL in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:07.512405] [INFO ] [sig       ] [626/3661] Forecasting CBNK...
[2025-11-27T19:45:07.512445] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-11-27T19:45:07.512479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-11-27T19:45:07.523038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-11-27T19:45:07.523316] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-11-27T19:45:07.524082] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-11-27T19:45:07.524147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:07.524185] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:07.524222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:07.524285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:07.582390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:07.583047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:07.583132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:07.583173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:07.705151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:07.705269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:07.705313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:07.705353] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:07.708460] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2025-11-27T19:45:07.708740] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-11-27T19:45:07.708867] [INFO ] [sig       ] CBNK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:07.844715] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CBNK.txt
[2025-11-27T19:45:07.844845] [INFO ] [sig       ] [626/3661] Completed CBNK in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:07.844894] [INFO ] [sig       ] [627/3661] Forecasting CBRE...
[2025-11-27T19:45:07.844932] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-11-27T19:45:07.844980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-11-27T19:45:07.856818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-11-27T19:45:07.857176] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-11-27T19:45:07.858016] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-11-27T19:45:07.858082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:07.858160] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:07.858208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:07.858291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:07.914459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:07.915343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:07.915437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:07.915480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:08.030642] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:08.030766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:08.030814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:08.030849] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:08.034187] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-11-27T19:45:08.034459] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-11-27T19:45:08.034608] [INFO ] [sig       ] CBRE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:08.169488] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CBRE.txt
[2025-11-27T19:45:08.169628] [INFO ] [sig       ] [627/3661] Completed CBRE in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:08.169679] [INFO ] [sig       ] [628/3661] Forecasting CBRL...
[2025-11-27T19:45:08.169717] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-11-27T19:45:08.169755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-11-27T19:45:08.180106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-11-27T19:45:08.180363] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-11-27T19:45:08.181137] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-11-27T19:45:08.181200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:08.181240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:08.181276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:08.181341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:08.235455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:08.236048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:08.236136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:08.236180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:08.360250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:08.360423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:08.360473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:08.360514] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:08.363841] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=15.36%)
[2025-11-27T19:45:08.364118] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-11-27T19:45:08.364258] [INFO ] [sig       ] CBRL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:08.498531] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CBRL.txt
[2025-11-27T19:45:08.498674] [INFO ] [sig       ] [628/3661] Completed CBRL in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:08.498736] [INFO ] [sig       ] [629/3661] Forecasting CBSH...
[2025-11-27T19:45:08.498771] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-11-27T19:45:08.498810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-11-27T19:45:08.508546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-11-27T19:45:08.508849] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-11-27T19:45:08.509620] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-11-27T19:45:08.509682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:08.509733] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:08.509769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:08.509833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:08.567709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:08.568395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:08.568487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:08.568529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:08.686363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:08.686505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:08.686548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:08.686605] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:08.689799] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-11-27T19:45:08.690078] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-11-27T19:45:08.690231] [INFO ] [sig       ] CBSH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:08.825070] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CBSH.txt
[2025-11-27T19:45:08.825201] [INFO ] [sig       ] [629/3661] Completed CBSH in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:08.825262] [INFO ] [sig       ] [630/3661] Forecasting CBUS...
[2025-11-27T19:45:08.825300] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-11-27T19:45:08.825338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-11-27T19:45:08.835800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-11-27T19:45:08.836052] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-11-27T19:45:08.836816] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-11-27T19:45:08.836878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:08.836920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:08.836955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:08.837019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:08.892286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:08.893221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:08.893324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:08.893381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:09.016433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:09.016583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:09.016644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:09.016696] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:09.019818] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-11-27T19:45:09.020111] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-11-27T19:45:09.020256] [INFO ] [sig       ] CBUS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:09.154110] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CBUS.txt
[2025-11-27T19:45:09.154244] [INFO ] [sig       ] [630/3661] Completed CBUS in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.9m
[2025-11-27T19:45:09.154307] [INFO ] [sig       ] [631/3661] Forecasting CBZ...
[2025-11-27T19:45:09.154371] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-11-27T19:45:09.154427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-11-27T19:45:09.166322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-11-27T19:45:09.166810] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-11-27T19:45:09.167672] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-11-27T19:45:09.167740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:09.167795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:09.167844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:09.167941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:09.223115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:09.223771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:09.223859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:09.223922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:09.343026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:09.343180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:09.343227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:09.343262] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:09.346536] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-11-27T19:45:09.346889] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-11-27T19:45:09.347041] [INFO ] [sig       ] CBZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:09.483618] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CBZ.txt
[2025-11-27T19:45:09.483763] [INFO ] [sig       ] [631/3661] Completed CBZ in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.8m
[2025-11-27T19:45:09.483812] [INFO ] [sig       ] [632/3661] Forecasting CC...
[2025-11-27T19:45:09.483845] [INFO ] [sig       ] Generating forecast for: CC
[2025-11-27T19:45:09.483889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-11-27T19:45:09.495756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-11-27T19:45:09.496034] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-11-27T19:45:09.496849] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-11-27T19:45:09.496914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:09.496971] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:09.497029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:09.497124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:09.551461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:09.552083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:09.552194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:09.552249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:09.672255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:09.672374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:09.672427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:09.672483] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:09.675643] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-11-27T19:45:09.675944] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-11-27T19:45:09.676096] [INFO ] [sig       ] CC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:09.811025] [INFO ] [LOCAL     ] Saved forecast: CC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CC.txt
[2025-11-27T19:45:09.811159] [INFO ] [sig       ] [632/3661] Completed CC in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.8m
[2025-11-27T19:45:09.811227] [INFO ] [sig       ] [633/3661] Forecasting CCAP...
[2025-11-27T19:45:09.811304] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-11-27T19:45:09.811347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-11-27T19:45:09.822173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-11-27T19:45:09.822473] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-11-27T19:45:09.823295] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-11-27T19:45:09.823358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:09.823413] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:09.823469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:09.823565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:09.878381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:09.879009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:09.879106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:09.879185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:09.994505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:09.994627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:09.994689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:09.994744] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:09.997813] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-11-27T19:45:09.998102] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-11-27T19:45:09.998284] [INFO ] [sig       ] CCAP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:10.131327] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CCAP.txt
[2025-11-27T19:45:10.131456] [INFO ] [sig       ] [633/3661] Completed CCAP in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.8m
[2025-11-27T19:45:10.131524] [INFO ] [sig       ] [634/3661] Forecasting CCB...
[2025-11-27T19:45:10.131597] [INFO ] [sig       ] Generating forecast for: CCB
[2025-11-27T19:45:10.131637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-11-27T19:45:10.141963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-11-27T19:45:10.142269] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-11-27T19:45:10.143119] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-11-27T19:45:10.143183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:10.143224] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:10.143262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:10.143344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:10.198847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:10.199447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:10.199532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:10.199593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:10.317940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:10.318054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:10.318098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:10.318163] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:10.321472] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=73.29%)
[2025-11-27T19:45:10.321782] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-11-27T19:45:10.321923] [INFO ] [sig       ] CCB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:10.455798] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CCB.txt
[2025-11-27T19:45:10.455917] [INFO ] [sig       ] [634/3661] Completed CCB in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.8m
[2025-11-27T19:45:10.455964] [INFO ] [sig       ] [635/3661] Forecasting CCBG...
[2025-11-27T19:45:10.456000] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-11-27T19:45:10.456036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-11-27T19:45:10.466991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-11-27T19:45:10.467321] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-11-27T19:45:10.468166] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-11-27T19:45:10.468238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:10.468295] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:10.468350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:10.468440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:10.522888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:10.523496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:10.523607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:10.523663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:10.642339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:10.642458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:10.642517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:10.642583] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:10.645759] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-11-27T19:45:10.646049] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-11-27T19:45:10.646205] [INFO ] [sig       ] CCBG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:10.780894] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CCBG.txt
[2025-11-27T19:45:10.781026] [INFO ] [sig       ] [635/3661] Completed CCBG in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.8m
[2025-11-27T19:45:10.781090] [INFO ] [sig       ] [636/3661] Forecasting CCCC...
[2025-11-27T19:45:10.781142] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-11-27T19:45:10.781201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-11-27T19:45:10.792158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-11-27T19:45:10.792447] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-11-27T19:45:10.793309] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-11-27T19:45:10.793383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:10.793436] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:10.793485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:10.793602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:10.849430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:10.850050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:10.850139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:10.850181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:10.973017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:10.973146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:10.973191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:10.973245] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:10.976374] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-11-27T19:45:10.976677] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-11-27T19:45:10.976814] [INFO ] [sig       ] CCCC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:11.109997] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCCC.txt
[2025-11-27T19:45:11.110131] [INFO ] [sig       ] [636/3661] Completed CCCC in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.8m
[2025-11-27T19:45:11.110188] [INFO ] [sig       ] [637/3661] Forecasting CCD...
[2025-11-27T19:45:11.110228] [INFO ] [sig       ] Generating forecast for: CCD
[2025-11-27T19:45:11.110274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-11-27T19:45:11.120842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-11-27T19:45:11.121099] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-11-27T19:45:11.121909] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-11-27T19:45:11.121979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:11.122040] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:11.122093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:11.122198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:11.176485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:11.177125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:11.177230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:11.177294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:11.293359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:11.293469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:11.293525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:11.293597] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:11.296741] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-11-27T19:45:11.297035] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-11-27T19:45:11.297209] [INFO ] [sig       ] CCD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:11.430197] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCD.txt
[2025-11-27T19:45:11.430327] [INFO ] [sig       ] [637/3661] Completed CCD in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.8m
[2025-11-27T19:45:11.430390] [INFO ] [sig       ] [638/3661] Forecasting CCEC...
[2025-11-27T19:45:11.430446] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-11-27T19:45:11.430501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-11-27T19:45:11.441473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-11-27T19:45:11.441814] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-11-27T19:45:11.442665] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-11-27T19:45:11.442734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:11.442787] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:11.442837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:11.442926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:11.497378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:11.498011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:11.498116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:11.498184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:11.601328] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:11.601447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:11.601506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:11.601558] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:11.604810] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-11-27T19:45:11.605104] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-11-27T19:45:11.605256] [INFO ] [sig       ] CCEC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:11.740982] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CCEC.txt
[2025-11-27T19:45:11.741100] [INFO ] [sig       ] [638/3661] Completed CCEC in 0.3s | 3.00 sym/s | Total: 3.5m | ETA: 16.8m
[2025-11-27T19:45:11.741148] [INFO ] [sig       ] [639/3661] Forecasting CCEP...
[2025-11-27T19:45:11.741182] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-11-27T19:45:11.741218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-11-27T19:45:11.751722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-11-27T19:45:11.752000] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-11-27T19:45:11.752860] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-11-27T19:45:11.752924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:11.752966] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:11.753004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:11.753067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:11.808491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:11.809114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:11.809202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:11.809240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:11.932516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:11.932641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:11.932690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:11.932725] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:11.935866] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=44.18%)
[2025-11-27T19:45:11.936146] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-11-27T19:45:11.936319] [INFO ] [sig       ] CCEP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:12.073135] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCEP.txt
[2025-11-27T19:45:12.073311] [INFO ] [sig       ] [639/3661] Completed CCEP in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.8m
[2025-11-27T19:45:12.073376] [INFO ] [sig       ] [640/3661] Forecasting CCI...
[2025-11-27T19:45:12.073429] [INFO ] [sig       ] Generating forecast for: CCI
[2025-11-27T19:45:12.073482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-11-27T19:45:12.084463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-11-27T19:45:12.084758] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-11-27T19:45:12.085540] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-11-27T19:45:12.085622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:12.085671] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:12.085714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:12.085805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:12.140856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:12.141472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:12.141559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:12.141624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:12.258148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:12.258279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:12.258326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:12.258374] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:12.261621] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-11-27T19:45:12.261902] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-11-27T19:45:12.262044] [INFO ] [sig       ] CCI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:12.395410] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CCI.txt
[2025-11-27T19:45:12.395531] [INFO ] [sig       ] [640/3661] Completed CCI in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.8m
[2025-11-27T19:45:12.395593] [INFO ] [sig       ] [641/3661] Forecasting CCIF...
[2025-11-27T19:45:12.395633] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-11-27T19:45:12.395673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-11-27T19:45:12.405984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-11-27T19:45:12.406255] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-11-27T19:45:12.407031] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-11-27T19:45:12.407093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:12.407133] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:12.407169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:12.407240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:12.462590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:12.463186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:12.463287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:12.463333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:12.579356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:12.579465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:12.579509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:12.579546] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:12.582655] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-11-27T19:45:12.582925] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-11-27T19:45:12.583054] [INFO ] [sig       ] CCIF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:12.719083] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCIF.txt
[2025-11-27T19:45:12.719214] [INFO ] [sig       ] [641/3661] Completed CCIF in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.8m
[2025-11-27T19:45:12.719272] [INFO ] [sig       ] [642/3661] Forecasting CCJ...
[2025-11-27T19:45:12.719324] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-11-27T19:45:12.719363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-11-27T19:45:12.729703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-11-27T19:45:12.729970] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-11-27T19:45:12.730793] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-11-27T19:45:12.730863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:12.730915] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:12.730963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:12.731045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:12.785674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:12.786274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:12.786360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:12.786402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:12.909055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:12.909192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:12.909239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:12.909277] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:12.912537] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-11-27T19:45:12.912823] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-11-27T19:45:12.912959] [INFO ] [sig       ] CCJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:13.047896] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCJ.txt
[2025-11-27T19:45:13.048049] [INFO ] [sig       ] [642/3661] Completed CCJ in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.8m
[2025-11-27T19:45:13.048099] [INFO ] [sig       ] [643/3661] Forecasting CCK...
[2025-11-27T19:45:13.048157] [INFO ] [sig       ] Generating forecast for: CCK
[2025-11-27T19:45:13.048196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-11-27T19:45:13.058505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-11-27T19:45:13.058808] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-11-27T19:45:13.059613] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-11-27T19:45:13.059679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:13.059724] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:13.059761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:13.059829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:13.115749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:13.116362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:13.116453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:13.116495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:13.235643] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:13.235807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:13.235856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:13.235895] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:13.239133] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-11-27T19:45:13.239410] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-11-27T19:45:13.239540] [INFO ] [sig       ] CCK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:13.375238] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CCK.txt
[2025-11-27T19:45:13.375408] [INFO ] [sig       ] [643/3661] Completed CCK in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.8m
[2025-11-27T19:45:13.375461] [INFO ] [sig       ] [644/3661] Forecasting CCL...
[2025-11-27T19:45:13.375502] [INFO ] [sig       ] Generating forecast for: CCL
[2025-11-27T19:45:13.375563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-11-27T19:45:13.387140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-11-27T19:45:13.387559] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-11-27T19:45:13.388441] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-11-27T19:45:13.388516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:13.388588] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:13.388638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:13.388729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:13.447207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:13.448290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:13.448600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:13.448644] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:13.572308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:13.572486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:13.572529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:13.572566] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:13.575877] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-11-27T19:45:13.576171] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-11-27T19:45:13.576310] [INFO ] [sig       ] CCL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:13.711124] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCL.txt
[2025-11-27T19:45:13.711322] [INFO ] [sig       ] [644/3661] Completed CCL in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.8m
[2025-11-27T19:45:13.711375] [INFO ] [sig       ] [645/3661] Forecasting CCLD...
[2025-11-27T19:45:13.711411] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-11-27T19:45:13.711468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-11-27T19:45:13.722350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-11-27T19:45:13.722728] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-11-27T19:45:13.723512] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-11-27T19:45:13.723590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:13.723639] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:13.723686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:13.723762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:13.778556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:13.779342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:13.779431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:13.779482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:13.898901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:13.899054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:13.899101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:13.899138] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:13.902384] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=26.42%)
[2025-11-27T19:45:13.902687] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-11-27T19:45:13.902831] [INFO ] [sig       ] CCLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:14.037582] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCLD.txt
[2025-11-27T19:45:14.037741] [INFO ] [sig       ] [645/3661] Completed CCLD in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.8m
[2025-11-27T19:45:14.037798] [INFO ] [sig       ] [646/3661] Forecasting CCNE...
[2025-11-27T19:45:14.037848] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-11-27T19:45:14.037917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-11-27T19:45:14.048354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-11-27T19:45:14.048671] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-11-27T19:45:14.049452] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-11-27T19:45:14.049515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:14.049557] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:14.049616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:14.049687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:14.105361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:14.105976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:14.106065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:14.106107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:14.224772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:14.224916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:14.224963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:14.225001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:14.228271] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2025-11-27T19:45:14.228543] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-11-27T19:45:14.228698] [INFO ] [sig       ] CCNE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:14.363872] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCNE.txt
[2025-11-27T19:45:14.364026] [INFO ] [sig       ] [646/3661] Completed CCNE in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.8m
[2025-11-27T19:45:14.364075] [INFO ] [sig       ] [647/3661] Forecasting CCO...
[2025-11-27T19:45:14.364110] [INFO ] [sig       ] Generating forecast for: CCO
[2025-11-27T19:45:14.364149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-11-27T19:45:14.375990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-11-27T19:45:14.376321] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-11-27T19:45:14.377152] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-11-27T19:45:14.377225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:14.377274] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:14.377317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:14.377433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:14.433125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:14.433885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:14.433993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:14.434048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:14.556966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:14.557095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:14.557144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:14.557180] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:14.560513] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-11-27T19:45:14.560833] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-11-27T19:45:14.560969] [INFO ] [sig       ] CCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:14.700810] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCO.txt
[2025-11-27T19:45:14.700961] [INFO ] [sig       ] [647/3661] Completed CCO in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:14.701010] [INFO ] [sig       ] [648/3661] Forecasting CCOI...
[2025-11-27T19:45:14.701046] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-11-27T19:45:14.701082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-11-27T19:45:14.712691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-11-27T19:45:14.713013] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-11-27T19:45:14.713827] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-11-27T19:45:14.713891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:14.713932] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:14.713967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:14.714037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:14.769693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:14.770298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:14.770389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:14.770432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:14.884837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:14.884977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:14.885025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:14.885067] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:14.888270] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=23.02%)
[2025-11-27T19:45:14.888543] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-11-27T19:45:14.888695] [INFO ] [sig       ] CCOI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:15.023516] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCOI.txt
[2025-11-27T19:45:15.023670] [INFO ] [sig       ] [648/3661] Completed CCOI in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:15.023721] [INFO ] [sig       ] [649/3661] Forecasting CCRN...
[2025-11-27T19:45:15.023760] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-11-27T19:45:15.023800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-11-27T19:45:15.035554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-11-27T19:45:15.035895] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-11-27T19:45:15.036708] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-11-27T19:45:15.036772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:15.036815] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:15.036861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:15.036924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:15.093098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:15.093803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:15.093897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:15.093940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:15.211155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:15.211306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:15.211369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:15.211408] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:15.214638] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-11-27T19:45:15.214917] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-11-27T19:45:15.215058] [INFO ] [sig       ] CCRN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:15.349620] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CCRN.txt
[2025-11-27T19:45:15.349751] [INFO ] [sig       ] [649/3661] Completed CCRN in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:15.349800] [INFO ] [sig       ] [650/3661] Forecasting CCS...
[2025-11-27T19:45:15.349841] [INFO ] [sig       ] Generating forecast for: CCS
[2025-11-27T19:45:15.349878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-11-27T19:45:15.360387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-11-27T19:45:15.360693] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-11-27T19:45:15.361481] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-11-27T19:45:15.361544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:15.361601] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:15.361640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:15.361707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:15.417922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:15.418552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:15.418657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:15.418700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:15.537302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:15.537456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:15.537503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:15.537541] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:15.540894] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=40.53%)
[2025-11-27T19:45:15.541184] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-11-27T19:45:15.541325] [INFO ] [sig       ] CCS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:15.683550] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CCS.txt
[2025-11-27T19:45:15.683705] [INFO ] [sig       ] [650/3661] Completed CCS in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:15.683767] [INFO ] [sig       ] [651/3661] Forecasting CCSI...
[2025-11-27T19:45:15.683805] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-11-27T19:45:15.683842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-11-27T19:45:15.694370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-11-27T19:45:15.694669] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-11-27T19:45:15.695418] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-11-27T19:45:15.695479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:15.695519] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:15.695554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:15.695670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:15.753718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:15.754513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:15.754629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:15.754675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:15.864999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:15.865156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:15.865207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:15.865238] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:15.868484] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-11-27T19:45:15.868787] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-11-27T19:45:15.868929] [INFO ] [sig       ] CCSI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:16.004092] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CCSI.txt
[2025-11-27T19:45:16.004230] [INFO ] [sig       ] [651/3661] Completed CCSI in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:16.004279] [INFO ] [sig       ] [652/3661] Forecasting CDC...
[2025-11-27T19:45:16.004316] [INFO ] [sig       ] Generating forecast for: CDC
[2025-11-27T19:45:16.004378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-11-27T19:45:16.014790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-11-27T19:45:16.015091] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-11-27T19:45:16.015887] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-11-27T19:45:16.015950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:16.015998] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:16.016035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:16.016118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:16.071380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:16.072021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:16.072108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:16.072148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:16.188343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:16.188504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:16.188553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:16.188604] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:16.191858] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2025-11-27T19:45:16.192151] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-11-27T19:45:16.192288] [INFO ] [sig       ] CDC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:16.325959] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CDC.txt
[2025-11-27T19:45:16.326115] [INFO ] [sig       ] [652/3661] Completed CDC in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:16.326172] [INFO ] [sig       ] [653/3661] Forecasting CDE...
[2025-11-27T19:45:16.326222] [INFO ] [sig       ] Generating forecast for: CDE
[2025-11-27T19:45:16.326258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-11-27T19:45:16.336943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-11-27T19:45:16.337260] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-11-27T19:45:16.338134] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-11-27T19:45:16.338199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:16.338255] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:16.338296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:16.338362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:16.395940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:16.396832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:16.396936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:16.396981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:16.517986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:16.518155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:16.518204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:16.518240] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:16.521546] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-11-27T19:45:16.521834] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-11-27T19:45:16.521965] [INFO ] [sig       ] CDE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:16.700561] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CDE.txt
[2025-11-27T19:45:16.700731] [INFO ] [sig       ] [653/3661] Completed CDE in 0.4s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:16.700781] [INFO ] [sig       ] [654/3661] Forecasting CDIO...
[2025-11-27T19:45:16.700820] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-11-27T19:45:16.700874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-11-27T19:45:16.711357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-11-27T19:45:16.711720] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-11-27T19:45:16.712489] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-11-27T19:45:16.712552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:16.712611] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:16.712650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:16.712753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:16.766967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:16.767747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:16.767836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:16.767877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:16.886132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:16.886293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:16.886341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:16.886388] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:16.889651] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=92.86%)
[2025-11-27T19:45:16.889933] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-11-27T19:45:16.890075] [INFO ] [sig       ] CDIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:17.025048] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CDIO.txt
[2025-11-27T19:45:17.025178] [INFO ] [sig       ] [654/3661] Completed CDIO in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:17.025226] [INFO ] [sig       ] [655/3661] Forecasting CDL...
[2025-11-27T19:45:17.025262] [INFO ] [sig       ] Generating forecast for: CDL
[2025-11-27T19:45:17.025297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-11-27T19:45:17.035716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-11-27T19:45:17.036080] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-11-27T19:45:17.036913] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-11-27T19:45:17.036975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:17.037016] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:17.037053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:17.037115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:17.091766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:17.092352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:17.092438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:17.092479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:17.199928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:17.200066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:17.200111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:17.200145] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:17.203310] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-11-27T19:45:17.203620] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-11-27T19:45:17.203752] [INFO ] [sig       ] CDL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:17.339396] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CDL.txt
[2025-11-27T19:45:17.339525] [INFO ] [sig       ] [655/3661] Completed CDL in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:17.339591] [INFO ] [sig       ] [656/3661] Forecasting CDNA...
[2025-11-27T19:45:17.339632] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-11-27T19:45:17.339674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-11-27T19:45:17.350216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-11-27T19:45:17.350503] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-11-27T19:45:17.351291] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-11-27T19:45:17.351354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:17.351396] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:17.351444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:17.351546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:17.406784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:17.407378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:17.407464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:17.407506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:17.525679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:17.525794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:17.525839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:17.525873] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:17.528949] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-11-27T19:45:17.529219] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-11-27T19:45:17.529378] [INFO ] [sig       ] CDNA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:17.669317] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CDNA.txt
[2025-11-27T19:45:17.669457] [INFO ] [sig       ] [656/3661] Completed CDNA in 0.3s | 3.00 sym/s | Total: 3.6m | ETA: 16.7m
[2025-11-27T19:45:17.669504] [INFO ] [sig       ] [657/3661] Forecasting CDNS...
[2025-11-27T19:45:17.669550] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-11-27T19:45:17.669620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-11-27T19:45:17.680649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-11-27T19:45:17.680921] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-11-27T19:45:17.681754] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-11-27T19:45:17.681816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:17.681855] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:17.681902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:17.682033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:17.737927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:17.738709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:17.738798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:17.738836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:17.861488] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:17.861650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:17.861703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:17.861756] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:17.865087] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=59.97%)
[2025-11-27T19:45:17.865380] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-11-27T19:45:17.865523] [INFO ] [sig       ] CDNS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:18.000614] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CDNS.txt
[2025-11-27T19:45:18.001404] [INFO ] [sig       ] [657/3661] Completed CDNS in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.7m
[2025-11-27T19:45:18.001462] [INFO ] [sig       ] [658/3661] Forecasting CDP...
[2025-11-27T19:45:18.001502] [INFO ] [sig       ] Generating forecast for: CDP
[2025-11-27T19:45:18.001542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-11-27T19:45:18.011497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-11-27T19:45:18.011802] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-11-27T19:45:18.012562] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-11-27T19:45:18.012637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:18.012679] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:18.012717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:18.012782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:18.067144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:18.067778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:18.067864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:18.067907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:18.184002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:18.184155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:18.184204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:18.184242] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:18.187423] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-11-27T19:45:18.187722] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-11-27T19:45:18.187855] [INFO ] [sig       ] CDP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:18.323457] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CDP.txt
[2025-11-27T19:45:18.323592] [INFO ] [sig       ] [658/3661] Completed CDP in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.7m
[2025-11-27T19:45:18.323642] [INFO ] [sig       ] [659/3661] Forecasting CDRE...
[2025-11-27T19:45:18.323680] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-11-27T19:45:18.323735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-11-27T19:45:18.334916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-11-27T19:45:18.335239] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-11-27T19:45:18.336058] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-11-27T19:45:18.336121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:18.336170] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:18.336215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:18.336293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:18.391886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:18.392772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:18.392866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:18.392908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:18.515155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:18.515319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:18.515369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:18.515402] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:18.518707] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-11-27T19:45:18.518977] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-11-27T19:45:18.519113] [INFO ] [sig       ] CDRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:18.654660] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CDRE.txt
[2025-11-27T19:45:18.654814] [INFO ] [sig       ] [659/3661] Completed CDRE in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.7m
[2025-11-27T19:45:18.654863] [INFO ] [sig       ] [660/3661] Forecasting CDRO...
[2025-11-27T19:45:18.654903] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-11-27T19:45:18.654937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-11-27T19:45:18.665241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-11-27T19:45:18.665539] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-11-27T19:45:18.666315] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-11-27T19:45:18.666390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:18.666439] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:18.666477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:18.666541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:18.722273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:18.722950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:18.723038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:18.723081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:18.829855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:18.830018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:18.830066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:18.830127] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:18.833440] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-11-27T19:45:18.833723] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-11-27T19:45:18.833852] [INFO ] [sig       ] CDRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:18.969877] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CDRO.txt
[2025-11-27T19:45:18.970021] [INFO ] [sig       ] [660/3661] Completed CDRO in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.7m
[2025-11-27T19:45:18.970074] [INFO ] [sig       ] [661/3661] Forecasting CDTX...
[2025-11-27T19:45:18.970125] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-11-27T19:45:18.970179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-11-27T19:45:18.981150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-11-27T19:45:18.981451] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-11-27T19:45:18.982254] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-11-27T19:45:18.982317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:18.982360] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:18.982408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:18.982490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:19.039340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:19.040034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:19.040120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:19.040171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:19.157656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:19.157826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:19.157874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:19.157921] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:19.161311] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-11-27T19:45:19.161607] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-11-27T19:45:19.161732] [INFO ] [sig       ] CDTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:19.297878] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CDTX.txt
[2025-11-27T19:45:19.298070] [INFO ] [sig       ] [661/3661] Completed CDTX in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.7m
[2025-11-27T19:45:19.298161] [INFO ] [sig       ] [662/3661] Forecasting CDXS...
[2025-11-27T19:45:19.298232] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-11-27T19:45:19.298281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-11-27T19:45:19.309564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-11-27T19:45:19.309918] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-11-27T19:45:19.310768] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-11-27T19:45:19.310830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:19.310873] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:19.310909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:19.310974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:19.367329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:19.368190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:19.368282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:19.368341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:19.487435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:19.487603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:19.487652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:19.487690] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:19.491070] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-11-27T19:45:19.491345] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-11-27T19:45:19.491476] [INFO ] [sig       ] CDXS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:19.630038] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CDXS.txt
[2025-11-27T19:45:19.630203] [INFO ] [sig       ] [662/3661] Completed CDXS in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.7m
[2025-11-27T19:45:19.630273] [INFO ] [sig       ] [663/3661] Forecasting CDZI...
[2025-11-27T19:45:19.630325] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-11-27T19:45:19.630378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-11-27T19:45:19.641445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-11-27T19:45:19.641770] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-11-27T19:45:19.642554] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-11-27T19:45:19.642644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:19.642701] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:19.642751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:19.642837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:19.699833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:19.700499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:19.700613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:19.700669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:19.822675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:19.822839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:19.822902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:19.822950] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:19.826232] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2025-11-27T19:45:19.826551] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-11-27T19:45:19.826728] [INFO ] [sig       ] CDZI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:19.961846] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CDZI.txt
[2025-11-27T19:45:19.961993] [INFO ] [sig       ] [663/3661] Completed CDZI in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.7m
[2025-11-27T19:45:19.962056] [INFO ] [sig       ] [664/3661] Forecasting CE...
[2025-11-27T19:45:19.962124] [INFO ] [sig       ] Generating forecast for: CE
[2025-11-27T19:45:19.962179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-11-27T19:45:19.973150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-11-27T19:45:19.973449] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-11-27T19:45:19.974309] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-11-27T19:45:19.974392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:19.974459] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:19.974521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:19.974620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:20.030767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:20.031379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:20.031465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:20.031507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:20.153157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:20.153318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:20.153366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:20.153399] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:20.156603] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-11-27T19:45:20.156872] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-11-27T19:45:20.157005] [INFO ] [sig       ] CE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:20.294531] [INFO ] [LOCAL     ] Saved forecast: CE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CE.txt
[2025-11-27T19:45:20.294711] [INFO ] [sig       ] [664/3661] Completed CE in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:20.294781] [INFO ] [sig       ] [665/3661] Forecasting CECO...
[2025-11-27T19:45:20.294818] [INFO ] [sig       ] Generating forecast for: CECO
[2025-11-27T19:45:20.294862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-11-27T19:45:20.305937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-11-27T19:45:20.306239] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-11-27T19:45:20.307024] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-11-27T19:45:20.307086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:20.307128] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:20.307178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:20.307246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:20.363277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:20.364029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:20.364119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:20.364172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:20.476055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:20.476212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:20.476260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:20.476297] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:20.479695] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-11-27T19:45:20.479976] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-11-27T19:45:20.480114] [INFO ] [sig       ] CECO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:20.617696] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CECO.txt
[2025-11-27T19:45:20.617836] [INFO ] [sig       ] [665/3661] Completed CECO in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:20.617885] [INFO ] [sig       ] [666/3661] Forecasting CEG...
[2025-11-27T19:45:20.617924] [INFO ] [sig       ] Generating forecast for: CEG
[2025-11-27T19:45:20.617978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-11-27T19:45:20.628516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-11-27T19:45:20.628833] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-11-27T19:45:20.629724] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-11-27T19:45:20.629788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:20.629831] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:20.629869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:20.629934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:20.685644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:20.686286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:20.686375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:20.686423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:20.809078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:20.809264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:20.809321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:20.809358] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:20.812738] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-11-27T19:45:20.813020] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-11-27T19:45:20.813148] [INFO ] [sig       ] CEG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:20.950186] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CEG.txt
[2025-11-27T19:45:20.950332] [INFO ] [sig       ] [666/3661] Completed CEG in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:20.950381] [INFO ] [sig       ] [667/3661] Forecasting CELC...
[2025-11-27T19:45:20.950422] [INFO ] [sig       ] Generating forecast for: CELC
[2025-11-27T19:45:20.950486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-11-27T19:45:20.961833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-11-27T19:45:20.962124] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-11-27T19:45:20.962905] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-11-27T19:45:20.962968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:20.963007] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:20.963043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:20.963105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:21.018943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:21.019589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:21.019672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:21.019715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:21.133476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:21.133651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:21.133701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:21.133740] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:21.137025] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-11-27T19:45:21.137292] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-11-27T19:45:21.137422] [INFO ] [sig       ] CELC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:21.273096] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CELC.txt
[2025-11-27T19:45:21.273239] [INFO ] [sig       ] [667/3661] Completed CELC in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:21.273288] [INFO ] [sig       ] [668/3661] Forecasting CELH...
[2025-11-27T19:45:21.273350] [INFO ] [sig       ] Generating forecast for: CELH
[2025-11-27T19:45:21.273390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-11-27T19:45:21.284164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-11-27T19:45:21.284460] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-11-27T19:45:21.285262] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-11-27T19:45:21.285327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:21.285380] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:21.285426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:21.285508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:21.350693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:21.351647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:21.351746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:21.351806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:21.476344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:21.476539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:21.476610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:21.476659] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:21.481145] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=72.34%)
[2025-11-27T19:45:21.481619] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-11-27T19:45:21.481790] [INFO ] [sig       ] CELH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:21.616559] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CELH.txt
[2025-11-27T19:45:21.616730] [INFO ] [sig       ] [668/3661] Completed CELH in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:21.616780] [INFO ] [sig       ] [669/3661] Forecasting CELZ...
[2025-11-27T19:45:21.616819] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-11-27T19:45:21.616875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-11-27T19:45:21.628042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-11-27T19:45:21.628387] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-11-27T19:45:21.629342] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-11-27T19:45:21.629410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:21.629471] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:21.629526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:21.629639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:21.685727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:21.686722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:21.686820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:21.686864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:21.798319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:21.798511] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:45:21.798566] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:21.798617] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:21.802353] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=20.75%)
[2025-11-27T19:45:21.802691] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-11-27T19:45:21.802828] [INFO ] [sig       ] CELZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:21.939871] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CELZ.txt
[2025-11-27T19:45:21.940042] [INFO ] [sig       ] [669/3661] Completed CELZ in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:21.940093] [INFO ] [sig       ] [670/3661] Forecasting CENTA...
[2025-11-27T19:45:21.940149] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-11-27T19:45:21.940215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-11-27T19:45:21.951660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-11-27T19:45:21.952010] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-11-27T19:45:21.952881] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-11-27T19:45:21.952949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:21.952993] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:21.953039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:21.953121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:22.010006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:22.010709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:22.010800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:22.010844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:22.128206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:22.128382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:22.128432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:22.128483] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:22.131861] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-11-27T19:45:22.132164] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-11-27T19:45:22.132306] [INFO ] [sig       ] CENTA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:22.272377] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CENTA.txt
[2025-11-27T19:45:22.272525] [INFO ] [sig       ] [670/3661] Completed CENTA in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:22.272590] [INFO ] [sig       ] [671/3661] Forecasting CENX...
[2025-11-27T19:45:22.272627] [INFO ] [sig       ] Generating forecast for: CENX
[2025-11-27T19:45:22.272665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-11-27T19:45:22.284189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-11-27T19:45:22.284485] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-11-27T19:45:22.285265] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-11-27T19:45:22.285329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:22.285370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:22.285406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:22.285493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:22.341268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:22.342272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:22.342371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:22.342416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:22.470336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:22.470532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:22.470607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:22.470645] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:22.474067] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=65.88%)
[2025-11-27T19:45:22.474396] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-11-27T19:45:22.474597] [INFO ] [sig       ] CENX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:22.610663] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CENX.txt
[2025-11-27T19:45:22.610817] [INFO ] [sig       ] [671/3661] Completed CENX in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:22.610868] [INFO ] [sig       ] [672/3661] Forecasting CERS...
[2025-11-27T19:45:22.610919] [INFO ] [sig       ] Generating forecast for: CERS
[2025-11-27T19:45:22.610969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-11-27T19:45:22.622317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-11-27T19:45:22.622680] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-11-27T19:45:22.623477] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-11-27T19:45:22.623542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:22.623629] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:22.623671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:22.623748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:22.680989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:22.681741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:22.681831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:22.681884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:22.796654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:22.796817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:22.796869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:22.796907] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:22.800344] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=59.72%)
[2025-11-27T19:45:22.800684] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-11-27T19:45:22.800817] [INFO ] [sig       ] CERS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:22.938506] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CERS.txt
[2025-11-27T19:45:22.938706] [INFO ] [sig       ] [672/3661] Completed CERS in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:22.938759] [INFO ] [sig       ] [673/3661] Forecasting CETX...
[2025-11-27T19:45:22.938815] [INFO ] [sig       ] Generating forecast for: CETX
[2025-11-27T19:45:22.938859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-11-27T19:45:22.953822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-11-27T19:45:22.954205] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-11-27T19:45:22.955031] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-11-27T19:45:22.955094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:22.955133] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:22.955167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:22.955228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:23.010173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:23.011090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:23.011202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:23.011245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:23.124550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:23.124730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:23.124780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:23.124817] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:23.128059] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-11-27T19:45:23.128342] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-11-27T19:45:23.128473] [INFO ] [sig       ] CETX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:23.262723] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CETX.txt
[2025-11-27T19:45:23.262878] [INFO ] [sig       ] [673/3661] Completed CETX in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:23.262925] [INFO ] [sig       ] [674/3661] Forecasting CETY...
[2025-11-27T19:45:23.262965] [INFO ] [sig       ] Generating forecast for: CETY
[2025-11-27T19:45:23.263020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-11-27T19:45:23.274558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-11-27T19:45:23.274922] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-11-27T19:45:23.275850] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-11-27T19:45:23.275913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:23.275954] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:23.275989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:23.276052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:23.330325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:23.331051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:23.331139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:23.331181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:23.447796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:23.447971] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:45:23.448022] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:23.448060] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:23.451461] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-11-27T19:45:23.451779] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-11-27T19:45:23.451914] [INFO ] [sig       ] CETY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:23.592900] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CETY.txt
[2025-11-27T19:45:23.593070] [INFO ] [sig       ] [674/3661] Completed CETY in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:23.593141] [INFO ] [sig       ] [675/3661] Forecasting CEVA...
[2025-11-27T19:45:23.593205] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-11-27T19:45:23.593267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-11-27T19:45:23.604436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-11-27T19:45:23.604764] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-11-27T19:45:23.605605] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-11-27T19:45:23.605671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:23.605730] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:23.605786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:23.605884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:23.662144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:23.662993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:23.663092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:23.663147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:23.784221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:23.784405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:23.784470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:23.784526] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:23.787900] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-11-27T19:45:23.788218] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-11-27T19:45:23.788376] [INFO ] [sig       ] CEVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:23.940778] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CEVA.txt
[2025-11-27T19:45:23.940953] [INFO ] [sig       ] [675/3661] Completed CEVA in 0.3s | 3.00 sym/s | Total: 3.7m | ETA: 16.6m
[2025-11-27T19:45:23.941014] [INFO ] [sig       ] [676/3661] Forecasting CF...
[2025-11-27T19:45:23.941087] [INFO ] [sig       ] Generating forecast for: CF
[2025-11-27T19:45:23.941135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-11-27T19:45:23.952883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-11-27T19:45:23.953536] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-11-27T19:45:23.954714] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-11-27T19:45:23.954782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:23.954825] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:23.954872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:23.954996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:24.015254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:24.016172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:24.016271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:24.016327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:24.143732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:24.143935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:24.144033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:24.144093] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:24.147996] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-11-27T19:45:24.148382] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-11-27T19:45:24.148565] [INFO ] [sig       ] CF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:24.333367] [INFO ] [LOCAL     ] Saved forecast: CF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CF.txt
[2025-11-27T19:45:24.333632] [INFO ] [sig       ] [676/3661] Completed CF in 0.4s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:24.333731] [INFO ] [sig       ] [677/3661] Forecasting CFFN...
[2025-11-27T19:45:24.333797] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-11-27T19:45:24.333861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-11-27T19:45:24.348752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-11-27T19:45:24.349261] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-11-27T19:45:24.350468] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-11-27T19:45:24.350564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:24.350656] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:24.350719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:24.350823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:24.432955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:24.434183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:24.434326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:24.434398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:24.592180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:24.592381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:24.592467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:24.592530] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:24.596312] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=68.38%)
[2025-11-27T19:45:24.596718] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-11-27T19:45:24.596892] [INFO ] [sig       ] CFFN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:24.762618] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CFFN.txt
[2025-11-27T19:45:24.762798] [INFO ] [sig       ] [677/3661] Completed CFFN in 0.4s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:24.762847] [INFO ] [sig       ] [678/3661] Forecasting CFG...
[2025-11-27T19:45:24.762906] [INFO ] [sig       ] Generating forecast for: CFG
[2025-11-27T19:45:24.762945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-11-27T19:45:24.775173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-11-27T19:45:24.775655] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-11-27T19:45:24.776760] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-11-27T19:45:24.776848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:24.776916] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:24.776975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:24.777075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:24.857651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:24.858571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:24.858691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:24.858737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:24.979159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:24.979339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:24.979392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:24.979431] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:24.982881] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-11-27T19:45:24.983196] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-11-27T19:45:24.983346] [INFO ] [sig       ] CFG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:25.123264] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CFG.txt
[2025-11-27T19:45:25.123435] [INFO ] [sig       ] [678/3661] Completed CFG in 0.4s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:25.123484] [INFO ] [sig       ] [679/3661] Forecasting CFO...
[2025-11-27T19:45:25.123524] [INFO ] [sig       ] Generating forecast for: CFO
[2025-11-27T19:45:25.123606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-11-27T19:45:25.134755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-11-27T19:45:25.135143] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-11-27T19:45:25.136005] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-11-27T19:45:25.136071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:25.136118] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:25.136161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:25.136244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:25.191861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:25.192685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:25.192773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:25.192816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:25.304546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:25.304908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:25.304958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:25.304994] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:25.308620] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-11-27T19:45:25.308933] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-11-27T19:45:25.309076] [INFO ] [sig       ] CFO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:25.451247] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CFO.txt
[2025-11-27T19:45:25.451437] [INFO ] [sig       ] [679/3661] Completed CFO in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:25.451497] [INFO ] [sig       ] [680/3661] Forecasting CG...
[2025-11-27T19:45:25.451589] [INFO ] [sig       ] Generating forecast for: CG
[2025-11-27T19:45:25.451646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-11-27T19:45:25.465622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-11-27T19:45:25.466016] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-11-27T19:45:25.466908] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-11-27T19:45:25.466985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:25.467053] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:25.467110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:25.467203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:25.525938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:25.526824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:25.526932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:25.526992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:25.648191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:25.648339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:25.648416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:25.648491] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:25.651917] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=69.02%)
[2025-11-27T19:45:25.652233] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-11-27T19:45:25.652389] [INFO ] [sig       ] CG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:25.804563] [INFO ] [LOCAL     ] Saved forecast: CG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CG.txt
[2025-11-27T19:45:25.804757] [INFO ] [sig       ] [680/3661] Completed CG in 0.4s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:25.804880] [INFO ] [sig       ] [681/3661] Forecasting CGABL...
[2025-11-27T19:45:25.804935] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-11-27T19:45:25.804989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-11-27T19:45:25.815969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-11-27T19:45:25.816375] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-11-27T19:45:25.817256] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-11-27T19:45:25.817330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:25.817386] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:25.817439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:25.817548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:25.877927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:25.878882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:25.878984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:25.879040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:25.994345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:25.994513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:25.994593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:25.994651] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:25.998078] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-11-27T19:45:25.998420] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-11-27T19:45:25.998598] [INFO ] [sig       ] CGABL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:26.139836] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CGABL.txt
[2025-11-27T19:45:26.139986] [INFO ] [sig       ] [681/3661] Completed CGABL in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:26.140051] [INFO ] [sig       ] [682/3661] Forecasting CGBD...
[2025-11-27T19:45:26.140130] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-11-27T19:45:26.140188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-11-27T19:45:26.150947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-11-27T19:45:26.151244] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-11-27T19:45:26.152062] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-11-27T19:45:26.152131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:26.152192] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:26.152247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:26.152343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:26.209452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:26.210160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:26.210259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:26.210314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:26.330490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:26.330690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:26.330755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:26.330809] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:26.334352] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-11-27T19:45:26.334688] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-11-27T19:45:26.334855] [INFO ] [sig       ] CGBD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:26.474933] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CGBD.txt
[2025-11-27T19:45:26.475141] [INFO ] [sig       ] [682/3661] Completed CGBD in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:26.475231] [INFO ] [sig       ] [683/3661] Forecasting CGC...
[2025-11-27T19:45:26.475290] [INFO ] [sig       ] Generating forecast for: CGC
[2025-11-27T19:45:26.475347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-11-27T19:45:26.486668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-11-27T19:45:26.486990] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-11-27T19:45:26.487806] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-11-27T19:45:26.487876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:26.487929] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:26.487977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:26.488064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:26.547807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:26.548768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:26.548861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:26.548904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:26.666144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:26.666319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:26.666367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:26.666404] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:26.669740] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=33.71%)
[2025-11-27T19:45:26.670071] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-11-27T19:45:26.670215] [INFO ] [sig       ] CGC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:26.806495] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CGC.txt
[2025-11-27T19:45:26.806688] [INFO ] [sig       ] [683/3661] Completed CGC in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:26.806741] [INFO ] [sig       ] [684/3661] Forecasting CGEM...
[2025-11-27T19:45:26.806803] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-11-27T19:45:26.806845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-11-27T19:45:26.817530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-11-27T19:45:26.817829] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-11-27T19:45:26.818630] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-11-27T19:45:26.818691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:26.818731] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:26.818767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:26.818830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:26.875513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:26.876366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:26.876460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:26.876504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:26.992780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:26.992954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:26.993019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:26.993059] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:26.996326] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=65.64%)
[2025-11-27T19:45:26.996633] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-11-27T19:45:26.996768] [INFO ] [sig       ] CGEM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:27.146473] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CGEM.txt
[2025-11-27T19:45:27.146668] [INFO ] [sig       ] [684/3661] Completed CGEM in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.6m
[2025-11-27T19:45:27.146721] [INFO ] [sig       ] [685/3661] Forecasting CGEN...
[2025-11-27T19:45:27.146767] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-11-27T19:45:27.146807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-11-27T19:45:27.158379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-11-27T19:45:27.158810] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-11-27T19:45:27.159639] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-11-27T19:45:27.159703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:27.159745] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:27.159781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:27.159844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:27.215402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:27.216332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:27.216424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:27.216463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:27.334056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:27.334223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:27.334271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:27.334312] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:27.337614] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-11-27T19:45:27.337909] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-11-27T19:45:27.338057] [INFO ] [sig       ] CGEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:27.480286] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CGEN.txt
[2025-11-27T19:45:27.480434] [INFO ] [sig       ] [685/3661] Completed CGEN in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.5m
[2025-11-27T19:45:27.480487] [INFO ] [sig       ] [686/3661] Forecasting CGNX...
[2025-11-27T19:45:27.480541] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-11-27T19:45:27.480611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-11-27T19:45:27.491659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-11-27T19:45:27.491960] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-11-27T19:45:27.492792] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-11-27T19:45:27.492856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:27.492912] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:27.492980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:27.493096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:27.550378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:27.551141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:27.551247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:27.551292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:27.668935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:27.669102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:27.669153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:27.669193] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:27.672548] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-11-27T19:45:27.672855] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-11-27T19:45:27.672988] [INFO ] [sig       ] CGNX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:27.814199] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CGNX.txt
[2025-11-27T19:45:27.814362] [INFO ] [sig       ] [686/3661] Completed CGNX in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.5m
[2025-11-27T19:45:27.814456] [INFO ] [sig       ] [687/3661] Forecasting CGO...
[2025-11-27T19:45:27.814520] [INFO ] [sig       ] Generating forecast for: CGO
[2025-11-27T19:45:27.814589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-11-27T19:45:27.826220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-11-27T19:45:27.826644] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-11-27T19:45:27.827470] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-11-27T19:45:27.827537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:27.827606] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:27.827651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:27.827717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:27.884428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:27.885172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:27.885264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:27.885309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:27.998779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:27.998922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:27.998970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:27.999007] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:28.002352] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=77.16%)
[2025-11-27T19:45:28.002660] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-11-27T19:45:28.002791] [INFO ] [sig       ] CGO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:28.140300] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CGO.txt
[2025-11-27T19:45:28.140470] [INFO ] [sig       ] [687/3661] Completed CGO in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.5m
[2025-11-27T19:45:28.140537] [INFO ] [sig       ] [688/3661] Forecasting CGON...
[2025-11-27T19:45:28.140591] [INFO ] [sig       ] Generating forecast for: CGON
[2025-11-27T19:45:28.140632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-11-27T19:45:28.150941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-11-27T19:45:28.151236] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-11-27T19:45:28.152013] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-11-27T19:45:28.152075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:28.152125] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:28.152162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:28.152225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:28.209605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:28.210262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:28.210351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:28.210395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:28.327921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:28.328090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:28.328158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:28.328197] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:28.331430] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-11-27T19:45:28.331726] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-11-27T19:45:28.331860] [INFO ] [sig       ] CGON: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:28.472878] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CGON.txt
[2025-11-27T19:45:28.473031] [INFO ] [sig       ] [688/3661] Completed CGON in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.5m
[2025-11-27T19:45:28.473080] [INFO ] [sig       ] [689/3661] Forecasting CGTX...
[2025-11-27T19:45:28.473119] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-11-27T19:45:28.473155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-11-27T19:45:28.483744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-11-27T19:45:28.484038] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-11-27T19:45:28.484824] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-11-27T19:45:28.484886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:28.484927] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:28.484963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:28.485026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:28.542555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:28.543496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:28.543617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:28.543662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:28.663336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:28.663502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:28.663551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:28.663603] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:28.666845] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-11-27T19:45:28.667124] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-11-27T19:45:28.667254] [INFO ] [sig       ] CGTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:28.804820] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CGTX.txt
[2025-11-27T19:45:28.805121] [INFO ] [sig       ] [689/3661] Completed CGTX in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.5m
[2025-11-27T19:45:28.805204] [INFO ] [sig       ] [690/3661] Forecasting CHCI...
[2025-11-27T19:45:28.805264] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-11-27T19:45:28.805318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-11-27T19:45:28.818173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-11-27T19:45:28.818684] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-11-27T19:45:28.819617] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-11-27T19:45:28.819681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:28.819724] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:28.819762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:28.819828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:28.874755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:28.875608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:28.875712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:28.875758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:28.987693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:28.987951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:28.988009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:28.988056] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:28.991757] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-11-27T19:45:28.992073] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-11-27T19:45:28.992221] [INFO ] [sig       ] CHCI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:29.131528] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CHCI.txt
[2025-11-27T19:45:29.131920] [INFO ] [sig       ] [690/3661] Completed CHCI in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.5m
[2025-11-27T19:45:29.131998] [INFO ] [sig       ] [691/3661] Forecasting CHCO...
[2025-11-27T19:45:29.132045] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-11-27T19:45:29.132086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-11-27T19:45:29.145378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-11-27T19:45:29.145811] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-11-27T19:45:29.146808] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-11-27T19:45:29.146882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:29.146930] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:29.146969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:29.147040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:29.203948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:29.205138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:29.205266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:29.205314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:29.332884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:29.333131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:29.333187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:29.333220] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:29.336940] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-11-27T19:45:29.337255] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-11-27T19:45:29.337407] [INFO ] [sig       ] CHCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:29.478662] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHCO.txt
[2025-11-27T19:45:29.478907] [INFO ] [sig       ] [691/3661] Completed CHCO in 0.3s | 3.00 sym/s | Total: 3.8m | ETA: 16.5m
[2025-11-27T19:45:29.478967] [INFO ] [sig       ] [692/3661] Forecasting CHD...
[2025-11-27T19:45:29.479020] [INFO ] [sig       ] Generating forecast for: CHD
[2025-11-27T19:45:29.479105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-11-27T19:45:29.492839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-11-27T19:45:29.493273] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-11-27T19:45:29.494319] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-11-27T19:45:29.494392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:29.494449] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:29.494488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:29.494556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:29.553634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:29.554474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:29.554608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:29.554665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:29.684590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:29.684843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:29.684901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:29.684938] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:29.689315] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-11-27T19:45:29.689716] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-11-27T19:45:29.689881] [INFO ] [sig       ] CHD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:29.833800] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CHD.txt
[2025-11-27T19:45:29.834045] [INFO ] [sig       ] [692/3661] Completed CHD in 0.4s | 3.00 sym/s | Total: 3.8m | ETA: 16.5m
[2025-11-27T19:45:29.834099] [INFO ] [sig       ] [693/3661] Forecasting CHDN...
[2025-11-27T19:45:29.834145] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-11-27T19:45:29.834213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-11-27T19:45:29.847640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-11-27T19:45:29.848163] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-11-27T19:45:29.849018] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-11-27T19:45:29.849083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:29.849126] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:29.849167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:29.849250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:29.903952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:29.904879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:29.904984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:29.905037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:30.025625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:30.025808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:30.025863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:30.025894] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:30.029188] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=29.05%)
[2025-11-27T19:45:30.029506] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-11-27T19:45:30.029681] [INFO ] [sig       ] CHDN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:30.164395] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHDN.txt
[2025-11-27T19:45:30.164592] [INFO ] [sig       ] [693/3661] Completed CHDN in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:30.164643] [INFO ] [sig       ] [694/3661] Forecasting CHE...
[2025-11-27T19:45:30.164680] [INFO ] [sig       ] Generating forecast for: CHE
[2025-11-27T19:45:30.164713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-11-27T19:45:30.175544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-11-27T19:45:30.175918] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-11-27T19:45:30.176734] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-11-27T19:45:30.176797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:30.176845] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:30.176895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:30.176969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:30.233260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:30.234131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:30.234228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:30.234273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:30.356515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:30.356783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:30.356839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:30.356879] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:30.360692] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-11-27T19:45:30.361047] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-11-27T19:45:30.361217] [INFO ] [sig       ] CHE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:30.504191] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHE.txt
[2025-11-27T19:45:30.504381] [INFO ] [sig       ] [694/3661] Completed CHE in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:30.504452] [INFO ] [sig       ] [695/3661] Forecasting CHEF...
[2025-11-27T19:45:30.504495] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-11-27T19:45:30.504537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-11-27T19:45:30.515384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-11-27T19:45:30.515662] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-11-27T19:45:30.516431] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-11-27T19:45:30.516493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:30.516534] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:30.516596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:30.516681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:30.571982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:30.572594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:30.572689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:30.572731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:30.687757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:30.687911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:30.687960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:30.688013] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:30.691227] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-11-27T19:45:30.691501] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-11-27T19:45:30.691649] [INFO ] [sig       ] CHEF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:30.830890] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CHEF.txt
[2025-11-27T19:45:30.831040] [INFO ] [sig       ] [695/3661] Completed CHEF in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:30.831089] [INFO ] [sig       ] [696/3661] Forecasting CHH...
[2025-11-27T19:45:30.831133] [INFO ] [sig       ] Generating forecast for: CHH
[2025-11-27T19:45:30.831175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-11-27T19:45:30.842257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-11-27T19:45:30.842518] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-11-27T19:45:30.843349] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-11-27T19:45:30.843416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:30.843458] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:30.843495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:30.843561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:30.898807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:30.899380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:30.899470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:30.899513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:31.017530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:31.017673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:31.017719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:31.017758] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:31.020833] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-11-27T19:45:31.021108] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-11-27T19:45:31.021241] [INFO ] [sig       ] CHH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:31.156337] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHH.txt
[2025-11-27T19:45:31.156482] [INFO ] [sig       ] [696/3661] Completed CHH in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:31.156532] [INFO ] [sig       ] [697/3661] Forecasting CHI...
[2025-11-27T19:45:31.156586] [INFO ] [sig       ] Generating forecast for: CHI
[2025-11-27T19:45:31.156628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-11-27T19:45:31.167841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-11-27T19:45:31.168141] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-11-27T19:45:31.168950] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-11-27T19:45:31.169013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:31.169055] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:31.169092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:31.169159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:31.227725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:31.228339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:31.228431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:31.228477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:31.350539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:31.350823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:31.350886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:31.350929] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:31.354878] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=66.16%)
[2025-11-27T19:45:31.355218] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-11-27T19:45:31.355381] [INFO ] [sig       ] CHI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:31.498303] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CHI.txt
[2025-11-27T19:45:31.498555] [INFO ] [sig       ] [697/3661] Completed CHI in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:31.498635] [INFO ] [sig       ] [698/3661] Forecasting CHKP...
[2025-11-27T19:45:31.498703] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-11-27T19:45:31.498743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-11-27T19:45:31.512229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-11-27T19:45:31.512886] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-11-27T19:45:31.513896] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-11-27T19:45:31.513968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:31.514018] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:31.514058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:31.514125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:31.573970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:31.575192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:31.575307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:31.575354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:31.700510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:31.700782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:31.700841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:31.700877] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:31.704807] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=71.96%)
[2025-11-27T19:45:31.705135] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-11-27T19:45:31.705291] [INFO ] [sig       ] CHKP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:31.847231] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CHKP.txt
[2025-11-27T19:45:31.847511] [INFO ] [sig       ] [698/3661] Completed CHKP in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:31.847567] [INFO ] [sig       ] [699/3661] Forecasting CHMI...
[2025-11-27T19:45:31.847633] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-11-27T19:45:31.847677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-11-27T19:45:31.860920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-11-27T19:45:31.861593] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-11-27T19:45:31.862528] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-11-27T19:45:31.862623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:31.862671] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:31.862712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:31.862803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:31.924597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:31.925752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:31.925865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:31.925913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:32.051156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:32.051416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:32.051473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:32.051517] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:32.055631] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-11-27T19:45:32.055984] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-11-27T19:45:32.056147] [INFO ] [sig       ] CHMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:32.199159] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHMI.txt
[2025-11-27T19:45:32.199397] [INFO ] [sig       ] [699/3661] Completed CHMI in 0.4s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:32.199451] [INFO ] [sig       ] [700/3661] Forecasting CHRD...
[2025-11-27T19:45:32.199530] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-11-27T19:45:32.199600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-11-27T19:45:32.212367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-11-27T19:45:32.212865] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-11-27T19:45:32.213804] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-11-27T19:45:32.213872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:32.213917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:32.213957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:32.214025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:32.272479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:32.273634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:32.273742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:32.273789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:32.399259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:32.399450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:32.399503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:32.399541] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:32.402902] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-11-27T19:45:32.403198] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-11-27T19:45:32.403342] [INFO ] [sig       ] CHRD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:32.538214] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHRD.txt
[2025-11-27T19:45:32.538391] [INFO ] [sig       ] [700/3661] Completed CHRD in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:32.538442] [INFO ] [sig       ] [701/3661] Forecasting CHRS...
[2025-11-27T19:45:32.538502] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-11-27T19:45:32.538553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-11-27T19:45:32.550968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-11-27T19:45:32.551312] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-11-27T19:45:32.552133] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-11-27T19:45:32.552206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:32.552247] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:32.552283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:32.552345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:32.610596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:32.611496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:32.611606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:32.611650] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:32.731282] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:32.731465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:32.731513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:32.731550] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:32.734875] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-11-27T19:45:32.735160] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-11-27T19:45:32.735293] [INFO ] [sig       ] CHRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:32.872128] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHRS.txt
[2025-11-27T19:45:32.872320] [INFO ] [sig       ] [701/3661] Completed CHRS in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:32.872385] [INFO ] [sig       ] [702/3661] Forecasting CHSCL...
[2025-11-27T19:45:32.872426] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-11-27T19:45:32.872460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-11-27T19:45:32.883379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-11-27T19:45:32.883803] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-11-27T19:45:32.884693] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-11-27T19:45:32.884764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:32.884824] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:32.884880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:32.884976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:32.942002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:32.943019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:32.943145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:32.943208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:33.062507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:33.062673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:33.062723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:33.062760] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:33.066062] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-11-27T19:45:33.066385] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-11-27T19:45:33.066532] [INFO ] [sig       ] CHSCL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:33.202052] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CHSCL.txt
[2025-11-27T19:45:33.202240] [INFO ] [sig       ] [702/3661] Completed CHSCL in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.5m
[2025-11-27T19:45:33.202293] [INFO ] [sig       ] [703/3661] Forecasting CHSCM...
[2025-11-27T19:45:33.202334] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-11-27T19:45:33.202387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-11-27T19:45:33.213957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-11-27T19:45:33.214260] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-11-27T19:45:33.215070] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-11-27T19:45:33.215134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:33.215177] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:33.215216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:33.215280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:33.272679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:33.273314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:33.273404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:33.273446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:33.387466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:33.387650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:33.387713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:33.387760] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:33.391134] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-11-27T19:45:33.391428] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-11-27T19:45:33.391564] [INFO ] [sig       ] CHSCM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:33.529274] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CHSCM.txt
[2025-11-27T19:45:33.529431] [INFO ] [sig       ] [703/3661] Completed CHSCM in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.4m
[2025-11-27T19:45:33.529520] [INFO ] [sig       ] [704/3661] Forecasting CHSCN...
[2025-11-27T19:45:33.529594] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-11-27T19:45:33.529651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-11-27T19:45:33.540227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-11-27T19:45:33.540531] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-11-27T19:45:33.541398] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-11-27T19:45:33.541470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:33.541526] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:33.541598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:33.541696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:33.598598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:33.599250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:33.599347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:33.599403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:33.715545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:33.715748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:33.715811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:33.715863] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:33.719240] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=41.54%)
[2025-11-27T19:45:33.719538] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-11-27T19:45:33.719708] [INFO ] [sig       ] CHSCN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:33.855975] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHSCN.txt
[2025-11-27T19:45:33.856153] [INFO ] [sig       ] [704/3661] Completed CHSCN in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.4m
[2025-11-27T19:45:33.856220] [INFO ] [sig       ] [705/3661] Forecasting CHSCO...
[2025-11-27T19:45:33.856274] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-11-27T19:45:33.856346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-11-27T19:45:33.866877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-11-27T19:45:33.867202] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-11-27T19:45:33.868041] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-11-27T19:45:33.868124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:33.868169] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:33.868213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:33.868280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:33.926832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:33.927621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:33.927720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:33.927763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:34.041237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:34.041379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:34.041430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:34.041472] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:34.044861] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=48.19%)
[2025-11-27T19:45:34.045143] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-11-27T19:45:34.045278] [INFO ] [sig       ] CHSCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:34.179585] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHSCO.txt
[2025-11-27T19:45:34.179744] [INFO ] [sig       ] [705/3661] Completed CHSCO in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.4m
[2025-11-27T19:45:34.179794] [INFO ] [sig       ] [706/3661] Forecasting CHSCP...
[2025-11-27T19:45:34.179832] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-11-27T19:45:34.179882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-11-27T19:45:34.190773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-11-27T19:45:34.191123] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-11-27T19:45:34.191958] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-11-27T19:45:34.192023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:34.192066] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:34.192101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:34.192166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:34.248234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:34.248966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:34.249057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:34.249097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:34.355734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:34.355917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:34.355968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:34.356008] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:34.359458] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=33.14%)
[2025-11-27T19:45:34.359778] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-11-27T19:45:34.359915] [INFO ] [sig       ] CHSCP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:34.497919] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHSCP.txt
[2025-11-27T19:45:34.498088] [INFO ] [sig       ] [706/3661] Completed CHSCP in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.4m
[2025-11-27T19:45:34.498151] [INFO ] [sig       ] [707/3661] Forecasting CHWY...
[2025-11-27T19:45:34.498233] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-11-27T19:45:34.498299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-11-27T19:45:34.509454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-11-27T19:45:34.509824] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-11-27T19:45:34.510640] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-11-27T19:45:34.510706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:34.510747] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:34.510783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:34.510848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:34.566933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:34.567784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:34.567898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:34.567943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:34.693351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:34.693533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:34.693605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:34.693644] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:34.696955] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-11-27T19:45:34.697230] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-11-27T19:45:34.697359] [INFO ] [sig       ] CHWY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:34.832104] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHWY.txt
[2025-11-27T19:45:34.832232] [INFO ] [sig       ] [707/3661] Completed CHWY in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.4m
[2025-11-27T19:45:34.832279] [INFO ] [sig       ] [708/3661] Forecasting CHY...
[2025-11-27T19:45:34.832316] [INFO ] [sig       ] Generating forecast for: CHY
[2025-11-27T19:45:34.832355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-11-27T19:45:34.843051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-11-27T19:45:34.843366] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-11-27T19:45:34.844141] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-11-27T19:45:34.844204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:34.844246] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:34.844283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:34.844350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:34.899318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:34.899937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:34.900025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:34.900066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:35.015267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:35.015422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:35.015468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:35.015507] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:35.018727] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-11-27T19:45:35.019003] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-11-27T19:45:35.019128] [INFO ] [sig       ] CHY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:35.154001] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CHY.txt
[2025-11-27T19:45:35.154148] [INFO ] [sig       ] [708/3661] Completed CHY in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.4m
[2025-11-27T19:45:35.154218] [INFO ] [sig       ] [709/3661] Forecasting CI...
[2025-11-27T19:45:35.154262] [INFO ] [sig       ] Generating forecast for: CI
[2025-11-27T19:45:35.154300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-11-27T19:45:35.164865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-11-27T19:45:35.165159] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-11-27T19:45:35.165935] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-11-27T19:45:35.165998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:35.166039] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:35.166073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:35.166135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:35.220895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:35.221510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:35.221610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:35.221654] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:35.342056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:35.342195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:35.342241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:35.342285] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:35.345488] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-11-27T19:45:35.345779] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-11-27T19:45:35.345908] [INFO ] [sig       ] CI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:35.481707] [INFO ] [LOCAL     ] Saved forecast: CI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CI.txt
[2025-11-27T19:45:35.481846] [INFO ] [sig       ] [709/3661] Completed CI in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.4m
[2025-11-27T19:45:35.481895] [INFO ] [sig       ] [710/3661] Forecasting CIA...
[2025-11-27T19:45:35.481935] [INFO ] [sig       ] Generating forecast for: CIA
[2025-11-27T19:45:35.481971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-11-27T19:45:35.492543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-11-27T19:45:35.492875] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-11-27T19:45:35.493667] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-11-27T19:45:35.493743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:35.493799] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:35.493855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:35.493945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:35.551016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:35.551696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:35.551810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:35.551867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:35.666546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:35.666745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:35.666807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:35.666863] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:35.670167] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-11-27T19:45:35.670463] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-11-27T19:45:35.670632] [INFO ] [sig       ] CIA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:35.811200] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CIA.txt
[2025-11-27T19:45:35.811361] [INFO ] [sig       ] [710/3661] Completed CIA in 0.3s | 3.00 sym/s | Total: 3.9m | ETA: 16.4m
[2025-11-27T19:45:35.811432] [INFO ] [sig       ] [711/3661] Forecasting CIB...
[2025-11-27T19:45:35.811486] [INFO ] [sig       ] Generating forecast for: CIB
[2025-11-27T19:45:35.811544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-11-27T19:45:35.822152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-11-27T19:45:35.822501] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-11-27T19:45:35.823551] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-11-27T19:45:35.823649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:35.823705] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:35.823758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:35.823848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:35.895517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:35.896376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:35.896469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:35.896510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:36.019807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:36.019980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:36.020039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:36.020077] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:36.023402] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-11-27T19:45:36.023709] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-11-27T19:45:36.023848] [INFO ] [sig       ] CIB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:36.158709] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CIB.txt
[2025-11-27T19:45:36.158859] [INFO ] [sig       ] [711/3661] Completed CIB in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:36.158911] [INFO ] [sig       ] [712/3661] Forecasting CIEN...
[2025-11-27T19:45:36.158949] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-11-27T19:45:36.159001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-11-27T19:45:36.169502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-11-27T19:45:36.169802] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-11-27T19:45:36.170628] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-11-27T19:45:36.170700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:36.170744] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:36.170778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:36.170839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:36.226028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:36.226649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:36.226746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:36.226797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:36.350969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:36.351125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:36.351173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:36.351206] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:36.354429] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-11-27T19:45:36.354728] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-11-27T19:45:36.354866] [INFO ] [sig       ] CIEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:36.488562] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CIEN.txt
[2025-11-27T19:45:36.488719] [INFO ] [sig       ] [712/3661] Completed CIEN in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:36.488784] [INFO ] [sig       ] [713/3661] Forecasting CIF...
[2025-11-27T19:45:36.488834] [INFO ] [sig       ] Generating forecast for: CIF
[2025-11-27T19:45:36.488900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-11-27T19:45:36.499967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-11-27T19:45:36.500362] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-11-27T19:45:36.501202] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-11-27T19:45:36.501266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:36.501318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:36.501363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:36.501442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:36.558654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:36.559290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:36.559398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:36.559444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:36.662950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:36.663120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:36.663170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:36.663207] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:36.666402] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-11-27T19:45:36.666693] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-11-27T19:45:36.666822] [INFO ] [sig       ] CIF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:36.804470] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CIF.txt
[2025-11-27T19:45:36.804667] [INFO ] [sig       ] [713/3661] Completed CIF in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:36.804733] [INFO ] [sig       ] [714/3661] Forecasting CIG...
[2025-11-27T19:45:36.804810] [INFO ] [sig       ] Generating forecast for: CIG
[2025-11-27T19:45:36.804866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-11-27T19:45:36.815856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-11-27T19:45:36.816229] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-11-27T19:45:36.817088] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-11-27T19:45:36.817154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:36.817198] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:36.817236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:36.817304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:36.874113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:36.874965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:36.875059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:36.875104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:36.993124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:36.993286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:36.993335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:36.993370] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:36.996590] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-11-27T19:45:36.996876] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-11-27T19:45:36.997005] [INFO ] [sig       ] CIG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:37.133789] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CIG.txt
[2025-11-27T19:45:37.133952] [INFO ] [sig       ] [714/3661] Completed CIG in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:37.134053] [INFO ] [sig       ] [715/3661] Forecasting CIGI...
[2025-11-27T19:45:37.134105] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-11-27T19:45:37.134173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-11-27T19:45:37.145075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-11-27T19:45:37.145411] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-11-27T19:45:37.146244] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-11-27T19:45:37.146316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:37.146386] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:37.146451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:37.146558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:37.204181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:37.205186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:37.205303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:37.205378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:37.323627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:37.323809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:37.323897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:37.323968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:37.327430] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2025-11-27T19:45:37.327767] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-11-27T19:45:37.327935] [INFO ] [sig       ] CIGI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:37.466541] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CIGI.txt
[2025-11-27T19:45:37.466746] [INFO ] [sig       ] [715/3661] Completed CIGI in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:37.466842] [INFO ] [sig       ] [716/3661] Forecasting CII...
[2025-11-27T19:45:37.466941] [INFO ] [sig       ] Generating forecast for: CII
[2025-11-27T19:45:37.467010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-11-27T19:45:37.477930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-11-27T19:45:37.478345] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-11-27T19:45:37.479211] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-11-27T19:45:37.479277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:37.479322] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:37.479368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:37.479451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:37.536019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:37.536801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:37.536895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:37.536944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:37.660954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:37.661122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:37.661170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:37.661208] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:37.664462] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-11-27T19:45:37.664762] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-11-27T19:45:37.664897] [INFO ] [sig       ] CII: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:37.799049] [INFO ] [LOCAL     ] Saved forecast: CII	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CII.txt
[2025-11-27T19:45:37.799195] [INFO ] [sig       ] [716/3661] Completed CII in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:37.799244] [INFO ] [sig       ] [717/3661] Forecasting CIM...
[2025-11-27T19:45:37.799278] [INFO ] [sig       ] Generating forecast for: CIM
[2025-11-27T19:45:37.799317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-11-27T19:45:37.810036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-11-27T19:45:37.810384] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-11-27T19:45:37.811214] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-11-27T19:45:37.811278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:37.811321] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:37.811366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:37.811445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:37.867163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:37.868097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:37.868213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:37.868268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:37.985592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:37.985736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:37.985786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:37.985829] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:37.992008] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=82.71%)
[2025-11-27T19:45:37.992320] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-11-27T19:45:37.992489] [INFO ] [sig       ] CIM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:38.126355] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CIM.txt
[2025-11-27T19:45:38.126519] [INFO ] [sig       ] [717/3661] Completed CIM in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:38.126592] [INFO ] [sig       ] [718/3661] Forecasting CINF...
[2025-11-27T19:45:38.126639] [INFO ] [sig       ] Generating forecast for: CINF
[2025-11-27T19:45:38.126697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-11-27T19:45:38.138182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-11-27T19:45:38.138527] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-11-27T19:45:38.139331] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-11-27T19:45:38.139395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:38.139443] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:38.139486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:38.139563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:38.193848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:38.194528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:38.194646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:38.194691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:38.315412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:38.315555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:38.315625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:38.315672] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:38.319007] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-11-27T19:45:38.319293] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-11-27T19:45:38.319438] [INFO ] [sig       ] CINF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:38.453949] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CINF.txt
[2025-11-27T19:45:38.454090] [INFO ] [sig       ] [718/3661] Completed CINF in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:38.454139] [INFO ] [sig       ] [719/3661] Forecasting CING...
[2025-11-27T19:45:38.454176] [INFO ] [sig       ] Generating forecast for: CING
[2025-11-27T19:45:38.454241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-11-27T19:45:38.465122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-11-27T19:45:38.465408] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-11-27T19:45:38.466181] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-11-27T19:45:38.466243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:38.466283] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:38.466326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:38.466405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:38.523760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:38.524814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:38.524902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:38.525136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:38.640718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:38.640880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:38.640944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:38.640983] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:38.644269] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-11-27T19:45:38.644560] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-11-27T19:45:38.644708] [INFO ] [sig       ] CING: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:38.780543] [INFO ] [LOCAL     ] Saved forecast: CING	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CING.txt
[2025-11-27T19:45:38.780699] [INFO ] [sig       ] [719/3661] Completed CING in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.4m
[2025-11-27T19:45:38.780748] [INFO ] [sig       ] [720/3661] Forecasting CIO...
[2025-11-27T19:45:38.780791] [INFO ] [sig       ] Generating forecast for: CIO
[2025-11-27T19:45:38.780830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-11-27T19:45:38.791477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-11-27T19:45:38.791781] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-11-27T19:45:38.792537] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-11-27T19:45:38.792613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:38.792654] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:38.792687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:38.792749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:38.850143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:38.850835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:38.850926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:38.850971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:38.987240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:38.987448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:38.987521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:38.987603] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:38.996143] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-11-27T19:45:38.996533] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-11-27T19:45:38.996747] [INFO ] [sig       ] CIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:39.142064] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CIO.txt
[2025-11-27T19:45:39.142231] [INFO ] [sig       ] [720/3661] Completed CIO in 0.4s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:39.142294] [INFO ] [sig       ] [721/3661] Forecasting CION...
[2025-11-27T19:45:39.142375] [INFO ] [sig       ] Generating forecast for: CION
[2025-11-27T19:45:39.142425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-11-27T19:45:39.154545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-11-27T19:45:39.154911] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-11-27T19:45:39.156148] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-11-27T19:45:39.156212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:39.156254] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:39.156292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:39.156354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:39.215166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:39.216046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:39.216179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:39.216224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:39.347877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:39.348053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:39.348104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:39.350946] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:39.354226] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-11-27T19:45:39.354497] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-11-27T19:45:39.354647] [INFO ] [sig       ] CION: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:39.494448] [INFO ] [LOCAL     ] Saved forecast: CION	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CION.txt
[2025-11-27T19:45:39.494619] [INFO ] [sig       ] [721/3661] Completed CION in 0.4s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:39.494666] [INFO ] [sig       ] [722/3661] Forecasting CISS...
[2025-11-27T19:45:39.494706] [INFO ] [sig       ] Generating forecast for: CISS
[2025-11-27T19:45:39.494749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-11-27T19:45:39.506181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-11-27T19:45:39.506496] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-11-27T19:45:39.507275] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-11-27T19:45:39.507338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:39.507379] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:39.507414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:39.507480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:39.563072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:39.563758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:39.563846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:39.563889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:39.677268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:39.677439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:39.677487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:39.677518] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:39.680762] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-11-27T19:45:39.681050] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-11-27T19:45:39.681180] [INFO ] [sig       ] CISS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:39.821677] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CISS.txt
[2025-11-27T19:45:39.821861] [INFO ] [sig       ] [722/3661] Completed CISS in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:39.821924] [INFO ] [sig       ] [723/3661] Forecasting CIVB...
[2025-11-27T19:45:39.821957] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-11-27T19:45:39.821995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-11-27T19:45:39.833478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-11-27T19:45:39.833785] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-11-27T19:45:39.834537] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-11-27T19:45:39.834616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:39.834669] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:39.834706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:39.834778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:39.891069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:39.891787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:39.891887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:39.891937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:40.012717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:40.012891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:40.012938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:40.012974] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:40.016253] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-27T19:45:40.016538] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-11-27T19:45:40.016685] [INFO ] [sig       ] CIVB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:40.155229] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CIVB.txt
[2025-11-27T19:45:40.155399] [INFO ] [sig       ] [723/3661] Completed CIVB in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:40.155450] [INFO ] [sig       ] [724/3661] Forecasting CIVI...
[2025-11-27T19:45:40.155486] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-11-27T19:45:40.155525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-11-27T19:45:40.167137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-11-27T19:45:40.167474] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-11-27T19:45:40.168306] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-11-27T19:45:40.168369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:40.168411] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:40.168446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:40.168511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:40.223778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:40.224640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:40.224730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:40.224773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:40.339015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:40.339184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:40.339231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:40.339269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:40.342526] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-11-27T19:45:40.342823] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-11-27T19:45:40.342960] [INFO ] [sig       ] CIVI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:40.478650] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CIVI.txt
[2025-11-27T19:45:40.478813] [INFO ] [sig       ] [724/3661] Completed CIVI in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:40.478866] [INFO ] [sig       ] [725/3661] Forecasting CLB...
[2025-11-27T19:45:40.478905] [INFO ] [sig       ] Generating forecast for: CLB
[2025-11-27T19:45:40.478972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-11-27T19:45:40.490302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-11-27T19:45:40.490597] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-11-27T19:45:40.491379] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-11-27T19:45:40.491442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:40.491495] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:40.491528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:40.491635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:40.545559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:40.546175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:40.546265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:40.546317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:40.660693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:40.660806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:40.660848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:40.660886] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:40.663940] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-11-27T19:45:40.664222] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-11-27T19:45:40.664357] [INFO ] [sig       ] CLB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:40.802974] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CLB.txt
[2025-11-27T19:45:40.803104] [INFO ] [sig       ] [725/3661] Completed CLB in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:40.803154] [INFO ] [sig       ] [726/3661] Forecasting CLBK...
[2025-11-27T19:45:40.803193] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-11-27T19:45:40.803231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-11-27T19:45:40.814119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-11-27T19:45:40.814384] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-11-27T19:45:40.815173] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-11-27T19:45:40.815235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:40.815271] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:40.815308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:40.815371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:40.869972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:40.870543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:40.870644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:40.870686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:40.980524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:40.980683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:40.980734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:40.980768] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:40.983895] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=79.00%)
[2025-11-27T19:45:40.984172] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-11-27T19:45:40.984304] [INFO ] [sig       ] CLBK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:41.117636] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLBK.txt
[2025-11-27T19:45:41.117796] [INFO ] [sig       ] [726/3661] Completed CLBK in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:41.117846] [INFO ] [sig       ] [727/3661] Forecasting CLCO...
[2025-11-27T19:45:41.117893] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-11-27T19:45:41.117932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-11-27T19:45:41.128655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-11-27T19:45:41.128918] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-11-27T19:45:41.129697] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-11-27T19:45:41.129758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:41.129798] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:41.129833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:41.129897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:41.184752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:41.185320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:41.185406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:41.185449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:41.306598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:41.306765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:41.306818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:41.306856] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:41.310070] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2025-11-27T19:45:41.310340] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-11-27T19:45:41.310470] [INFO ] [sig       ] CLCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:41.449750] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLCO.txt
[2025-11-27T19:45:41.449900] [INFO ] [sig       ] [727/3661] Completed CLCO in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:41.449952] [INFO ] [sig       ] [728/3661] Forecasting CLDX...
[2025-11-27T19:45:41.449992] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-11-27T19:45:41.450031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-11-27T19:45:41.461375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-11-27T19:45:41.461652] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-11-27T19:45:41.462411] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-11-27T19:45:41.462473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:41.462513] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:41.462550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:41.462631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:41.517619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:41.518211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:41.518297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:41.518339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:41.638325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:41.638461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:41.638510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:41.638546] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:41.641764] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-11-27T19:45:41.642048] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-11-27T19:45:41.642177] [INFO ] [sig       ] CLDX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:41.778284] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLDX.txt
[2025-11-27T19:45:41.778412] [INFO ] [sig       ] [728/3661] Completed CLDX in 0.3s | 3.00 sym/s | Total: 4.0m | ETA: 16.3m
[2025-11-27T19:45:41.778460] [INFO ] [sig       ] [729/3661] Forecasting CLF...
[2025-11-27T19:45:41.778496] [INFO ] [sig       ] Generating forecast for: CLF
[2025-11-27T19:45:41.778535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-11-27T19:45:41.789394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-11-27T19:45:41.789674] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-11-27T19:45:41.790435] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-11-27T19:45:41.790498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:41.790539] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:41.790605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:41.790687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:41.845775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:41.846395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:41.846482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:41.846535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:41.969264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:41.969416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:41.969463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:41.969496] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:41.972697] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=19.02%)
[2025-11-27T19:45:41.973009] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-11-27T19:45:41.973142] [INFO ] [sig       ] CLF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:42.109903] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CLF.txt
[2025-11-27T19:45:42.110095] [INFO ] [sig       ] [729/3661] Completed CLF in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.3m
[2025-11-27T19:45:42.110158] [INFO ] [sig       ] [730/3661] Forecasting CLFD...
[2025-11-27T19:45:42.110199] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-11-27T19:45:42.110236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-11-27T19:45:42.121294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-11-27T19:45:42.121629] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-11-27T19:45:42.122394] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-11-27T19:45:42.122458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:42.122500] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:42.122546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:42.122650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:42.177762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:42.178639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:42.178726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:42.178768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:42.297537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:42.297705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:42.297752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:42.297806] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:42.301079] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-11-27T19:45:42.301361] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-11-27T19:45:42.301490] [INFO ] [sig       ] CLFD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:42.440953] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLFD.txt
[2025-11-27T19:45:42.441134] [INFO ] [sig       ] [730/3661] Completed CLFD in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.3m
[2025-11-27T19:45:42.441181] [INFO ] [sig       ] [731/3661] Forecasting CLH...
[2025-11-27T19:45:42.441221] [INFO ] [sig       ] Generating forecast for: CLH
[2025-11-27T19:45:42.441256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-11-27T19:45:42.453096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-11-27T19:45:42.453497] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-11-27T19:45:42.454335] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-11-27T19:45:42.454400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:42.454441] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:42.454478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:42.454541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:42.511785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:42.512665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:42.512758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:42.512799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:42.631959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:42.632139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:42.632191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:42.632230] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:42.635646] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=51.71%)
[2025-11-27T19:45:42.635951] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-11-27T19:45:42.636097] [INFO ] [sig       ] CLH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:42.775764] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLH.txt
[2025-11-27T19:45:42.775919] [INFO ] [sig       ] [731/3661] Completed CLH in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.3m
[2025-11-27T19:45:42.775969] [INFO ] [sig       ] [732/3661] Forecasting CLLS...
[2025-11-27T19:45:42.776011] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-11-27T19:45:42.776048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-11-27T19:45:42.787854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-11-27T19:45:42.788250] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-11-27T19:45:42.789049] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-11-27T19:45:42.789112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:42.789147] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:42.789184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:42.789249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:42.843844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:42.844463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:42.844548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:42.844610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:42.965604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:42.965775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:42.965825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:42.965862] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:42.969092] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-11-27T19:45:42.969366] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-11-27T19:45:42.969499] [INFO ] [sig       ] CLLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:43.105102] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CLLS.txt
[2025-11-27T19:45:43.105273] [INFO ] [sig       ] [732/3661] Completed CLLS in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.3m
[2025-11-27T19:45:43.105324] [INFO ] [sig       ] [733/3661] Forecasting CLMB...
[2025-11-27T19:45:43.105382] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-11-27T19:45:43.105426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-11-27T19:45:43.116390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-11-27T19:45:43.116735] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-11-27T19:45:43.117514] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-11-27T19:45:43.117593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:43.117638] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:43.117675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:43.117740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:43.173738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:43.174471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:43.174563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:43.174626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:43.292735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:43.292907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:43.292959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:43.292998] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:43.296308] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-11-27T19:45:43.296612] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-11-27T19:45:43.296748] [INFO ] [sig       ] CLMB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:43.433897] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLMB.txt
[2025-11-27T19:45:43.434072] [INFO ] [sig       ] [733/3661] Completed CLMB in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.3m
[2025-11-27T19:45:43.434124] [INFO ] [sig       ] [734/3661] Forecasting CLNE...
[2025-11-27T19:45:43.434164] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-11-27T19:45:43.434202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-11-27T19:45:43.446776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-11-27T19:45:43.447202] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-11-27T19:45:43.448037] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-11-27T19:45:43.448101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:43.448174] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:43.448221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:43.448308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:43.509122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:43.509996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:43.510087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:43.510139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:43.628060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:43.628256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:43.628324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:43.628383] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:43.631794] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=22.25%)
[2025-11-27T19:45:43.632097] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-11-27T19:45:43.632265] [INFO ] [sig       ] CLNE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:43.770781] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CLNE.txt
[2025-11-27T19:45:43.770977] [INFO ] [sig       ] [734/3661] Completed CLNE in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.3m
[2025-11-27T19:45:43.771075] [INFO ] [sig       ] [735/3661] Forecasting CLNN...
[2025-11-27T19:45:43.771139] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-11-27T19:45:43.771197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-11-27T19:45:43.782698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-11-27T19:45:43.783035] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-11-27T19:45:43.783837] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-11-27T19:45:43.783900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:43.783941] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:43.783980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:43.784046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:43.839002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:43.839795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:43.839885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:43.839932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:43.956123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:43.956293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:43.956344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:43.956381] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:43.959607] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-11-27T19:45:43.959881] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-11-27T19:45:43.960012] [INFO ] [sig       ] CLNN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:44.093200] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CLNN.txt
[2025-11-27T19:45:44.093345] [INFO ] [sig       ] [735/3661] Completed CLNN in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.3m
[2025-11-27T19:45:44.093394] [INFO ] [sig       ] [736/3661] Forecasting CLOA...
[2025-11-27T19:45:44.093434] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-11-27T19:45:44.093471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-11-27T19:45:44.104358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-11-27T19:45:44.104730] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-11-27T19:45:44.105496] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-11-27T19:45:44.105590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:44.105633] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:44.105671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:44.105736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:44.160017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:44.160889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:44.160991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:44.161035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:44.255537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:44.255719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:44.255769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:44.255801] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:44.259057] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-11-27T19:45:44.259339] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-11-27T19:45:44.259472] [INFO ] [sig       ] CLOA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:44.392931] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLOA.txt
[2025-11-27T19:45:44.393103] [INFO ] [sig       ] [736/3661] Completed CLOA in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.3m
[2025-11-27T19:45:44.393153] [INFO ] [sig       ] [737/3661] Forecasting CLRB...
[2025-11-27T19:45:44.393193] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-11-27T19:45:44.393225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-11-27T19:45:44.404458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-11-27T19:45:44.404853] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-11-27T19:45:44.405651] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-11-27T19:45:44.405712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:44.405753] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:44.405788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:44.405850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:44.460864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:44.461714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:44.461806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:44.461850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:44.576009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:44.576184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:44.576232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:44.576267] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:44.579530] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-11-27T19:45:44.579867] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-11-27T19:45:44.580011] [INFO ] [sig       ] CLRB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:44.715769] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLRB.txt
[2025-11-27T19:45:44.715944] [INFO ] [sig       ] [737/3661] Completed CLRB in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:44.715995] [INFO ] [sig       ] [738/3661] Forecasting CLRO...
[2025-11-27T19:45:44.716033] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-11-27T19:45:44.716068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-11-27T19:45:44.727715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-11-27T19:45:44.728053] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-11-27T19:45:44.728859] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-11-27T19:45:44.728928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:44.728978] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:44.729022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:44.729096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:44.785343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:44.785990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:44.786079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:44.786123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:44.894997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:44.895154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:44.895201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:44.895232] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:44.898517] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=46.48%)
[2025-11-27T19:45:44.898812] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-11-27T19:45:44.898950] [INFO ] [sig       ] CLRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:45.038687] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CLRO.txt
[2025-11-27T19:45:45.038878] [INFO ] [sig       ] [738/3661] Completed CLRO in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:45.038929] [INFO ] [sig       ] [739/3661] Forecasting CLS...
[2025-11-27T19:45:45.038994] [INFO ] [sig       ] Generating forecast for: CLS
[2025-11-27T19:45:45.039033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-11-27T19:45:45.050089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-11-27T19:45:45.050366] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-11-27T19:45:45.051189] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-11-27T19:45:45.051253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:45.051293] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:45.051329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:45.051392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:45.108268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:45.109227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:45.109332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:45.109387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:45.243235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:45.243404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:45.243461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:45.243506] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:45.247702] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=54.61%)
[2025-11-27T19:45:45.248131] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-11-27T19:45:45.248315] [INFO ] [sig       ] CLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:45.392541] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CLS.txt
[2025-11-27T19:45:45.392746] [INFO ] [sig       ] [739/3661] Completed CLS in 0.4s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:45.392818] [INFO ] [sig       ] [740/3661] Forecasting CLSM...
[2025-11-27T19:45:45.392863] [INFO ] [sig       ] Generating forecast for: CLSM
[2025-11-27T19:45:45.392907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLSM' from 'https://tdm.silogroup.org/data/derivative_storage/CLSM.csv'.
[2025-11-27T19:45:45.403863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLSM'.
[2025-11-27T19:45:45.404208] [INFO ] [FORECASTER] Starting predict_future for CLSM
[2025-11-27T19:45:45.405107] [DEBUG] [LOCAL     ] No optimal features file found for CLSM: ./output/feature-sets/CLSM.txt
[2025-11-27T19:45:45.405169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:45.405210] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:45.405246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:45.405306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:45.460914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:45.461776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:45.461870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:45.461913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:45.571878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:45.572054] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:45:45.572104] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:45.572144] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:45.575469] [DEBUG] [FORECASTER] CLSM: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2025-11-27T19:45:45.575801] [INFO ] [FORECASTER] Completed predict_future for CLSM
[2025-11-27T19:45:45.575944] [INFO ] [sig       ] CLSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:45.715597] [INFO ] [LOCAL     ] Saved forecast: CLSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CLSM.txt
[2025-11-27T19:45:45.715758] [INFO ] [sig       ] [740/3661] Completed CLSM in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:45.715807] [INFO ] [sig       ] [741/3661] Forecasting CLX...
[2025-11-27T19:45:45.715846] [INFO ] [sig       ] Generating forecast for: CLX
[2025-11-27T19:45:45.715884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-11-27T19:45:45.726975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-11-27T19:45:45.727366] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-11-27T19:45:45.728231] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-11-27T19:45:45.728295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:45.728336] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:45.728365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:45.728428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:45.785799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:45.786682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:45.786775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:45.786814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:45.908178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:45.908341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:45.908389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:45.908426] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:45.911738] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=18.68%)
[2025-11-27T19:45:45.912040] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-11-27T19:45:45.912175] [INFO ] [sig       ] CLX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:46.060389] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CLX.txt
[2025-11-27T19:45:46.060557] [INFO ] [sig       ] [741/3661] Completed CLX in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:46.060622] [INFO ] [sig       ] [742/3661] Forecasting CM...
[2025-11-27T19:45:46.060666] [INFO ] [sig       ] Generating forecast for: CM
[2025-11-27T19:45:46.060712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-11-27T19:45:46.072663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-11-27T19:45:46.073062] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-11-27T19:45:46.073875] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-11-27T19:45:46.073939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:46.073983] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:46.074022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:46.074091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:46.136282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:46.137139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:46.137233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:46.137278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:46.261527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:46.261726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:46.261776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:46.261815] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:46.265213] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=37.28%)
[2025-11-27T19:45:46.265558] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-11-27T19:45:46.265744] [INFO ] [sig       ] CM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:46.407636] [INFO ] [LOCAL     ] Saved forecast: CM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CM.txt
[2025-11-27T19:45:46.407819] [INFO ] [sig       ] [742/3661] Completed CM in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:46.407871] [INFO ] [sig       ] [743/3661] Forecasting CMA...
[2025-11-27T19:45:46.407943] [INFO ] [sig       ] Generating forecast for: CMA
[2025-11-27T19:45:46.407996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-11-27T19:45:46.420779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-11-27T19:45:46.421171] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-11-27T19:45:46.422202] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-11-27T19:45:46.422280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:46.422352] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:46.422418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:46.422524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:46.479056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:46.479959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:46.480055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:46.480107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:46.607107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:46.607281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:46.607348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:46.607390] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:46.611694] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-11-27T19:45:46.612141] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-11-27T19:45:46.612340] [INFO ] [sig       ] CMA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:46.752923] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMA.txt
[2025-11-27T19:45:46.753080] [INFO ] [sig       ] [743/3661] Completed CMA in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:46.753130] [INFO ] [sig       ] [744/3661] Forecasting CMC...
[2025-11-27T19:45:46.753178] [INFO ] [sig       ] Generating forecast for: CMC
[2025-11-27T19:45:46.753222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-11-27T19:45:46.764694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-11-27T19:45:46.765015] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-11-27T19:45:46.765829] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-11-27T19:45:46.765892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:46.765934] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:46.765990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:46.766074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:46.822409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:46.823061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:46.823149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:46.823193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:46.944371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:46.944515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:46.944564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:46.944675] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:46.947925] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-11-27T19:45:46.948271] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-11-27T19:45:46.948412] [INFO ] [sig       ] CMC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:47.089149] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMC.txt
[2025-11-27T19:45:47.089300] [INFO ] [sig       ] [744/3661] Completed CMC in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:47.089349] [INFO ] [sig       ] [745/3661] Forecasting CMCM...
[2025-11-27T19:45:47.089389] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-11-27T19:45:47.089480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-11-27T19:45:47.100810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-11-27T19:45:47.101180] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-11-27T19:45:47.101991] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-11-27T19:45:47.102062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:47.102118] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:47.102170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:47.102264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:47.159888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:47.160771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:47.160861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:47.160903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:47.273345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:47.273509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:47.273558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:47.273616] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:47.276807] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-11-27T19:45:47.277073] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-11-27T19:45:47.277204] [INFO ] [sig       ] CMCM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:47.414081] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMCM.txt
[2025-11-27T19:45:47.414224] [INFO ] [sig       ] [745/3661] Completed CMCM in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:47.414273] [INFO ] [sig       ] [746/3661] Forecasting CMCO...
[2025-11-27T19:45:47.414316] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-11-27T19:45:47.414354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-11-27T19:45:47.425908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-11-27T19:45:47.426279] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-11-27T19:45:47.427126] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-11-27T19:45:47.427197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:47.427250] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:47.427311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:47.427411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:47.481995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:47.482653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:47.482751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:47.482817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:47.599800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:47.599976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:47.600040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:47.600108] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:47.603337] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-11-27T19:45:47.603651] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-11-27T19:45:47.603802] [INFO ] [sig       ] CMCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:47.751426] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMCO.txt
[2025-11-27T19:45:47.751629] [INFO ] [sig       ] [746/3661] Completed CMCO in 0.3s | 3.00 sym/s | Total: 4.1m | ETA: 16.2m
[2025-11-27T19:45:47.751711] [INFO ] [sig       ] [747/3661] Forecasting CMCSA...
[2025-11-27T19:45:47.751747] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-11-27T19:45:47.751786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-11-27T19:45:47.762640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-11-27T19:45:47.762996] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-11-27T19:45:47.763798] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-11-27T19:45:47.763859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:47.763912] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:47.763950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:47.764027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:47.819682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:47.820625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:47.820739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:47.820818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:47.940750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:47.940924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:47.940991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:47.941050] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:47.944334] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-11-27T19:45:47.944650] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-11-27T19:45:47.944806] [INFO ] [sig       ] CMCSA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:48.079803] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMCSA.txt
[2025-11-27T19:45:48.079956] [INFO ] [sig       ] [747/3661] Completed CMCSA in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:48.080012] [INFO ] [sig       ] [748/3661] Forecasting CME...
[2025-11-27T19:45:48.080053] [INFO ] [sig       ] Generating forecast for: CME
[2025-11-27T19:45:48.080116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-11-27T19:45:48.091731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-11-27T19:45:48.092143] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-11-27T19:45:48.092983] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-11-27T19:45:48.093052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:48.093095] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:48.093170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:48.093235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:48.151347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:48.152238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:48.152335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:48.152379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:48.272053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:48.272226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:48.272276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:48.272314] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:48.275656] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-11-27T19:45:48.275972] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-11-27T19:45:48.276119] [INFO ] [sig       ] CME: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:48.419223] [INFO ] [LOCAL     ] Saved forecast: CME	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CME.txt
[2025-11-27T19:45:48.419402] [INFO ] [sig       ] [748/3661] Completed CME in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:48.419458] [INFO ] [sig       ] [749/3661] Forecasting CMG...
[2025-11-27T19:45:48.419497] [INFO ] [sig       ] Generating forecast for: CMG
[2025-11-27T19:45:48.419561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-11-27T19:45:48.431079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-11-27T19:45:48.431491] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-11-27T19:45:48.432282] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-11-27T19:45:48.432347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:48.432388] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:48.432424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:48.432486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:48.488241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:48.489122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:48.489219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:48.489266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:48.606077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:48.606236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:48.606286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:48.606323] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:48.609631] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-11-27T19:45:48.609912] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-11-27T19:45:48.610049] [INFO ] [sig       ] CMG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:48.753179] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMG.txt
[2025-11-27T19:45:48.753329] [INFO ] [sig       ] [749/3661] Completed CMG in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:48.753378] [INFO ] [sig       ] [750/3661] Forecasting CMI...
[2025-11-27T19:45:48.753420] [INFO ] [sig       ] Generating forecast for: CMI
[2025-11-27T19:45:48.753460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-11-27T19:45:48.763958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-11-27T19:45:48.764245] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-11-27T19:45:48.765037] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-11-27T19:45:48.765099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:48.765149] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:48.765193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:48.765271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:48.823023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:48.823833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:48.823925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:48.823970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:48.942331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:48.942503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:48.942551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:48.942605] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:48.945843] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-11-27T19:45:48.946148] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-11-27T19:45:48.946283] [INFO ] [sig       ] CMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:49.082045] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMI.txt
[2025-11-27T19:45:49.082202] [INFO ] [sig       ] [750/3661] Completed CMI in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:49.082251] [INFO ] [sig       ] [751/3661] Forecasting CMMB...
[2025-11-27T19:45:49.082291] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-11-27T19:45:49.082385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-11-27T19:45:49.093567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-11-27T19:45:49.093973] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-11-27T19:45:49.094779] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-11-27T19:45:49.094841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:49.094881] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:49.094918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:49.094982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:49.152045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:49.152886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:49.152976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:49.153018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:49.267315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:49.267477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:49.267526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:49.267565] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:49.270905] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-11-27T19:45:49.271205] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-11-27T19:45:49.271340] [INFO ] [sig       ] CMMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:49.412037] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMMB.txt
[2025-11-27T19:45:49.412180] [INFO ] [sig       ] [751/3661] Completed CMMB in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:49.412230] [INFO ] [sig       ] [752/3661] Forecasting CMP...
[2025-11-27T19:45:49.412265] [INFO ] [sig       ] Generating forecast for: CMP
[2025-11-27T19:45:49.412321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-11-27T19:45:49.423977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-11-27T19:45:49.424323] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-11-27T19:45:49.425132] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-11-27T19:45:49.425195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:49.425237] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:49.425293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:49.425373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:49.481625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:49.482331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:49.482424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:49.482462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:49.600829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:49.600996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:49.601046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:49.601087] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:49.604451] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-11-27T19:45:49.604767] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-11-27T19:45:49.604904] [INFO ] [sig       ] CMP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:49.745780] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMP.txt
[2025-11-27T19:45:49.745930] [INFO ] [sig       ] [752/3661] Completed CMP in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:49.745992] [INFO ] [sig       ] [753/3661] Forecasting CMPO...
[2025-11-27T19:45:49.746057] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-11-27T19:45:49.746152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-11-27T19:45:49.757543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-11-27T19:45:49.757881] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-11-27T19:45:49.758717] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-11-27T19:45:49.758779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:49.758822] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:49.758868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:49.758975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:49.814710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:49.815358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:49.815446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:49.815485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:49.936359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:49.936527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:49.936588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:49.936622] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:49.939981] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=34.65%)
[2025-11-27T19:45:49.940286] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-11-27T19:45:49.940421] [INFO ] [sig       ] CMPO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:50.090723] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMPO.txt
[2025-11-27T19:45:50.090901] [INFO ] [sig       ] [753/3661] Completed CMPO in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:50.090960] [INFO ] [sig       ] [754/3661] Forecasting CMPS...
[2025-11-27T19:45:50.090998] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-11-27T19:45:50.091056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-11-27T19:45:50.102120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-11-27T19:45:50.102492] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-11-27T19:45:50.103279] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-11-27T19:45:50.103344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:50.103384] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:50.103430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:50.103510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:50.158384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:50.159209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:50.159297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:50.159340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:50.277652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:50.277775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:50.277816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:50.277870] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:50.280937] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-11-27T19:45:50.281205] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-11-27T19:45:50.281336] [INFO ] [sig       ] CMPS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:50.416558] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMPS.txt
[2025-11-27T19:45:50.416719] [INFO ] [sig       ] [754/3661] Completed CMPS in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:50.416771] [INFO ] [sig       ] [755/3661] Forecasting CMPX...
[2025-11-27T19:45:50.416815] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-11-27T19:45:50.416885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-11-27T19:45:50.427798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-11-27T19:45:50.428066] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-11-27T19:45:50.428872] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-11-27T19:45:50.428945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:50.428984] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:50.429025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:50.429109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:50.484915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:50.485503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:50.485606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:50.485647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:50.605867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:50.606007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:50.606063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:50.606102] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:50.609243] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-11-27T19:45:50.609513] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-11-27T19:45:50.609661] [INFO ] [sig       ] CMPX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:50.745886] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMPX.txt
[2025-11-27T19:45:50.746012] [INFO ] [sig       ] [755/3661] Completed CMPX in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.2m
[2025-11-27T19:45:50.746060] [INFO ] [sig       ] [756/3661] Forecasting CMRE...
[2025-11-27T19:45:50.746100] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-11-27T19:45:50.746137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-11-27T19:45:50.757724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-11-27T19:45:50.758081] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-11-27T19:45:50.758931] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-11-27T19:45:50.758995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:50.759040] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:50.759083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:50.759160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:50.816701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:50.817638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:50.817753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:50.817799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:50.939986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:50.940162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:50.940210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:50.940247] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:50.943497] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-11-27T19:45:50.943803] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-11-27T19:45:50.943959] [INFO ] [sig       ] CMRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:51.078850] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMRE.txt
[2025-11-27T19:45:51.079054] [INFO ] [sig       ] [756/3661] Completed CMRE in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:51.079103] [INFO ] [sig       ] [757/3661] Forecasting CMS...
[2025-11-27T19:45:51.079145] [INFO ] [sig       ] Generating forecast for: CMS
[2025-11-27T19:45:51.079182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-11-27T19:45:51.089736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-11-27T19:45:51.090062] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-11-27T19:45:51.090877] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-11-27T19:45:51.090939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:51.090981] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:51.091038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:51.091121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:51.147022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:51.147956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:51.148049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:51.148097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:51.273199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:51.273372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:51.273425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:51.273463] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:51.276979] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=77.31%)
[2025-11-27T19:45:51.277302] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-11-27T19:45:51.277445] [INFO ] [sig       ] CMS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:51.422259] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMS.txt
[2025-11-27T19:45:51.422409] [INFO ] [sig       ] [757/3661] Completed CMS in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:51.422461] [INFO ] [sig       ] [758/3661] Forecasting CMSA...
[2025-11-27T19:45:51.422501] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-11-27T19:45:51.422618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-11-27T19:45:51.433134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-11-27T19:45:51.433422] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-11-27T19:45:51.434268] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-11-27T19:45:51.434334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:51.434376] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:51.434428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:51.434495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:51.493136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:51.493973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:51.494066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:51.494111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:51.604177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:51.604348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:51.604403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:51.604437] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:51.607788] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-11-27T19:45:51.608067] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-11-27T19:45:51.608238] [INFO ] [sig       ] CMSA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:51.744323] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMSA.txt
[2025-11-27T19:45:51.744495] [INFO ] [sig       ] [758/3661] Completed CMSA in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:51.744560] [INFO ] [sig       ] [759/3661] Forecasting CMSC...
[2025-11-27T19:45:51.744616] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-11-27T19:45:51.744655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-11-27T19:45:51.755770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-11-27T19:45:51.756100] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-11-27T19:45:51.756946] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-11-27T19:45:51.757009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:51.757051] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:51.757087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:51.757155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:51.812732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:51.813386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:51.813475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:51.813512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:51.926830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:51.926984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:51.927031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:51.927067] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:51.930385] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-11-27T19:45:51.930687] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-11-27T19:45:51.930820] [INFO ] [sig       ] CMSC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:52.064734] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMSC.txt
[2025-11-27T19:45:52.064863] [INFO ] [sig       ] [759/3661] Completed CMSC in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:52.064911] [INFO ] [sig       ] [760/3661] Forecasting CMSD...
[2025-11-27T19:45:52.064948] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-11-27T19:45:52.064985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-11-27T19:45:52.075709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-11-27T19:45:52.076000] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-11-27T19:45:52.076797] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-11-27T19:45:52.076858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:52.076899] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:52.076936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:52.076998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:52.132385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:52.133012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:52.133102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:52.133145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:52.253528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:52.253725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:52.253775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:52.253811] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:52.257166] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-11-27T19:45:52.257471] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-11-27T19:45:52.257635] [INFO ] [sig       ] CMSD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:52.405485] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMSD.txt
[2025-11-27T19:45:52.405655] [INFO ] [sig       ] [760/3661] Completed CMSD in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:52.405706] [INFO ] [sig       ] [761/3661] Forecasting CMTG...
[2025-11-27T19:45:52.405743] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-11-27T19:45:52.405778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-11-27T19:45:52.417098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-11-27T19:45:52.417524] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-11-27T19:45:52.418445] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-11-27T19:45:52.418512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:52.418555] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:52.418613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:52.418681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:52.474803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:52.475406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:52.475494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:52.475535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:52.588226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:52.588388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:52.588438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:52.588472] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:52.591777] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-11-27T19:45:52.592053] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-11-27T19:45:52.592186] [INFO ] [sig       ] CMTG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:52.726010] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CMTG.txt
[2025-11-27T19:45:52.726159] [INFO ] [sig       ] [761/3661] Completed CMTG in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:52.726218] [INFO ] [sig       ] [762/3661] Forecasting CMTL...
[2025-11-27T19:45:52.726264] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-11-27T19:45:52.726405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-11-27T19:45:52.737454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-11-27T19:45:52.737757] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-11-27T19:45:52.738623] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-11-27T19:45:52.738685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:52.738726] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:52.738765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:52.738848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:52.793666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:52.794386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:52.794475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:52.794517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:52.915322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:52.915483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:52.915533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:52.915587] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:52.918920] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-11-27T19:45:52.919231] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-11-27T19:45:52.919371] [INFO ] [sig       ] CMTL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:53.053043] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CMTL.txt
[2025-11-27T19:45:53.053167] [INFO ] [sig       ] [762/3661] Completed CMTL in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:53.053221] [INFO ] [sig       ] [763/3661] Forecasting CNA...
[2025-11-27T19:45:53.053255] [INFO ] [sig       ] Generating forecast for: CNA
[2025-11-27T19:45:53.053295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-11-27T19:45:53.063831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-11-27T19:45:53.064113] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-11-27T19:45:53.064895] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-11-27T19:45:53.064956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:53.064990] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:53.065023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:53.065083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:53.119732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:53.120310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:53.120396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:53.120439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:53.240013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:53.240162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:53.240219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:53.240266] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:53.243453] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=70.93%)
[2025-11-27T19:45:53.243752] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-11-27T19:45:53.243882] [INFO ] [sig       ] CNA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:53.377863] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNA.txt
[2025-11-27T19:45:53.378010] [INFO ] [sig       ] [763/3661] Completed CNA in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:53.378060] [INFO ] [sig       ] [764/3661] Forecasting CNC...
[2025-11-27T19:45:53.378097] [INFO ] [sig       ] Generating forecast for: CNC
[2025-11-27T19:45:53.378149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-11-27T19:45:53.389223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-11-27T19:45:53.389502] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-11-27T19:45:53.390286] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-11-27T19:45:53.390348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:53.390384] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:53.390421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:53.390524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:53.445389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:53.445983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:53.446068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:53.446110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:53.565188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:53.565353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:53.565399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:53.565437] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:53.568758] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2025-11-27T19:45:53.569026] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-11-27T19:45:53.569168] [INFO ] [sig       ] CNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:53.704515] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNC.txt
[2025-11-27T19:45:53.704655] [INFO ] [sig       ] [764/3661] Completed CNC in 0.3s | 3.00 sym/s | Total: 4.2m | ETA: 16.1m
[2025-11-27T19:45:53.704703] [INFO ] [sig       ] [765/3661] Forecasting CNEY...
[2025-11-27T19:45:53.704743] [INFO ] [sig       ] Generating forecast for: CNEY
[2025-11-27T19:45:53.704777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'.
[2025-11-27T19:45:53.716246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNEY'.
[2025-11-27T19:45:53.716635] [INFO ] [FORECASTER] Starting predict_future for CNEY
[2025-11-27T19:45:53.717478] [DEBUG] [LOCAL     ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt
[2025-11-27T19:45:53.717543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:53.717611] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:53.717653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:53.717720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:53.772311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:53.773025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:53.773118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:53.773165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:53.891415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:53.891594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:53.891643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:53.891682] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:53.894919] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-11-27T19:45:53.895203] [INFO ] [FORECASTER] Completed predict_future for CNEY
[2025-11-27T19:45:53.895334] [INFO ] [sig       ] CNEY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:54.029084] [INFO ] [LOCAL     ] Saved forecast: CNEY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CNEY.txt
[2025-11-27T19:45:54.029217] [INFO ] [sig       ] [765/3661] Completed CNEY in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.1m
[2025-11-27T19:45:54.029266] [INFO ] [sig       ] [766/3661] Forecasting CNF...
[2025-11-27T19:45:54.029306] [INFO ] [sig       ] Generating forecast for: CNF
[2025-11-27T19:45:54.029344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-11-27T19:45:54.040747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-11-27T19:45:54.041120] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-11-27T19:45:54.041943] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-11-27T19:45:54.042005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:54.042046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:54.042082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:54.042145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:54.096257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:54.096877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:54.096963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:54.097005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:54.203724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:54.203910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:54.203959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:54.203998] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:54.207436] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-11-27T19:45:54.207892] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-11-27T19:45:54.208047] [INFO ] [sig       ] CNF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:54.347294] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CNF.txt
[2025-11-27T19:45:54.347489] [INFO ] [sig       ] [766/3661] Completed CNF in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.1m
[2025-11-27T19:45:54.347601] [INFO ] [sig       ] [767/3661] Forecasting CNI...
[2025-11-27T19:45:54.347649] [INFO ] [sig       ] Generating forecast for: CNI
[2025-11-27T19:45:54.347688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-11-27T19:45:54.359307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-11-27T19:45:54.359669] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-11-27T19:45:54.360463] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-11-27T19:45:54.360535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:54.360608] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:54.360662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:54.360757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:54.417311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:54.418038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:54.418166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:54.418219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:54.538007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:54.538218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:54.538268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:54.538300] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:54.541775] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2025-11-27T19:45:54.542055] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-11-27T19:45:54.542213] [INFO ] [sig       ] CNI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:54.677745] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNI.txt
[2025-11-27T19:45:54.677885] [INFO ] [sig       ] [767/3661] Completed CNI in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.1m
[2025-11-27T19:45:54.677935] [INFO ] [sig       ] [768/3661] Forecasting CNK...
[2025-11-27T19:45:54.677976] [INFO ] [sig       ] Generating forecast for: CNK
[2025-11-27T19:45:54.678032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-11-27T19:45:54.688781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-11-27T19:45:54.689051] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-11-27T19:45:54.689850] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-11-27T19:45:54.689912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:54.689952] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:54.689988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:54.690054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:54.745283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:54.745975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:54.746063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:54.746104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:54.865311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:54.865476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:54.865522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:54.865558] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:54.868829] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-11-27T19:45:54.869108] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-11-27T19:45:54.869269] [INFO ] [sig       ] CNK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:55.004365] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNK.txt
[2025-11-27T19:45:55.004539] [INFO ] [sig       ] [768/3661] Completed CNK in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.1m
[2025-11-27T19:45:55.004606] [INFO ] [sig       ] [769/3661] Forecasting CNM...
[2025-11-27T19:45:55.004661] [INFO ] [sig       ] Generating forecast for: CNM
[2025-11-27T19:45:55.004703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-11-27T19:45:55.015612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-11-27T19:45:55.015957] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-11-27T19:45:55.016775] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-11-27T19:45:55.016837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:55.016875] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:55.016912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:55.016977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:55.074855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:55.075747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:55.075840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:55.075884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:55.200466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:55.200647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:55.200696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:55.200733] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:55.203934] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-11-27T19:45:55.204204] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-11-27T19:45:55.204339] [INFO ] [sig       ] CNM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:55.340077] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNM.txt
[2025-11-27T19:45:55.340240] [INFO ] [sig       ] [769/3661] Completed CNM in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.1m
[2025-11-27T19:45:55.340300] [INFO ] [sig       ] [770/3661] Forecasting CNMD...
[2025-11-27T19:45:55.340365] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-11-27T19:45:55.340412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-11-27T19:45:55.352176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-11-27T19:45:55.352519] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-11-27T19:45:55.353354] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-11-27T19:45:55.353416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:55.353452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:55.353490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:55.353554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:55.408327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:55.409037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:55.409125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:55.409165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:55.529521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:55.529703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:55.529752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:55.529784] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:55.533020] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2025-11-27T19:45:55.533343] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-11-27T19:45:55.533473] [INFO ] [sig       ] CNMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:55.668320] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CNMD.txt
[2025-11-27T19:45:55.668470] [INFO ] [sig       ] [770/3661] Completed CNMD in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.1m
[2025-11-27T19:45:55.668519] [INFO ] [sig       ] [771/3661] Forecasting CNNE...
[2025-11-27T19:45:55.668556] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-11-27T19:45:55.668627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-11-27T19:45:55.680447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-11-27T19:45:55.680803] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-11-27T19:45:55.681600] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-11-27T19:45:55.681662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:55.681710] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:55.681748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:55.681813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:55.737560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:55.738491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:55.738610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:55.738656] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:55.859081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:55.859261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:55.859319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:55.859364] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:55.862641] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-11-27T19:45:55.862914] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-11-27T19:45:55.863041] [INFO ] [sig       ] CNNE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:55.999164] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNNE.txt
[2025-11-27T19:45:55.999314] [INFO ] [sig       ] [771/3661] Completed CNNE in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.1m
[2025-11-27T19:45:55.999362] [INFO ] [sig       ] [772/3661] Forecasting CNO...
[2025-11-27T19:45:55.999419] [INFO ] [sig       ] Generating forecast for: CNO
[2025-11-27T19:45:55.999455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-11-27T19:45:56.012954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-11-27T19:45:56.013377] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-11-27T19:45:56.014212] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-11-27T19:45:56.014276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:56.014317] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:56.014353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:56.014443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:56.069268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:56.069914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:56.070001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:56.070049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:56.191285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:56.191446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:56.191494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:56.191531] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:56.194807] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=74.71%)
[2025-11-27T19:45:56.195095] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-11-27T19:45:56.195224] [INFO ] [sig       ] CNO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:56.331644] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNO.txt
[2025-11-27T19:45:56.331789] [INFO ] [sig       ] [772/3661] Completed CNO in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.1m
[2025-11-27T19:45:56.331839] [INFO ] [sig       ] [773/3661] Forecasting CNOB...
[2025-11-27T19:45:56.331876] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-11-27T19:45:56.331914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-11-27T19:45:56.343519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-11-27T19:45:56.343865] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-11-27T19:45:56.344676] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-11-27T19:45:56.344738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:56.344780] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:56.344817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:56.344882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:56.400402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:56.401080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:56.401169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:56.401209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:56.517619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:56.517786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:56.517835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:56.517873] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:56.521135] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=28.68%)
[2025-11-27T19:45:56.521414] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-11-27T19:45:56.521543] [INFO ] [sig       ] CNOB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:56.659609] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CNOB.txt
[2025-11-27T19:45:56.659777] [INFO ] [sig       ] [773/3661] Completed CNOB in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:56.659828] [INFO ] [sig       ] [774/3661] Forecasting CNP...
[2025-11-27T19:45:56.659869] [INFO ] [sig       ] Generating forecast for: CNP
[2025-11-27T19:45:56.659929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-11-27T19:45:56.670792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-11-27T19:45:56.671068] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-11-27T19:45:56.671843] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-11-27T19:45:56.671904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:56.671937] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:56.671969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:56.672034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:56.730906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:56.731771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:56.731864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:56.731904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:56.851423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:56.851611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:56.851661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:56.851698] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:56.854948] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=19.70%)
[2025-11-27T19:45:56.855219] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-11-27T19:45:56.855348] [INFO ] [sig       ] CNP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:56.991539] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CNP.txt
[2025-11-27T19:45:56.991702] [INFO ] [sig       ] [774/3661] Completed CNP in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:56.991759] [INFO ] [sig       ] [775/3661] Forecasting CNQ...
[2025-11-27T19:45:56.991798] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-11-27T19:45:56.991855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-11-27T19:45:57.003685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-11-27T19:45:57.004109] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-11-27T19:45:57.005101] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-11-27T19:45:57.005176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:57.005229] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:57.005276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:57.005364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:57.062245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:57.062986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:57.063074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:57.063115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:57.185412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:57.185594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:57.185644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:57.185679] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:57.188955] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-11-27T19:45:57.189246] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-11-27T19:45:57.189397] [INFO ] [sig       ] CNQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:57.325468] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CNQ.txt
[2025-11-27T19:45:57.325637] [INFO ] [sig       ] [775/3661] Completed CNQ in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:57.325687] [INFO ] [sig       ] [776/3661] Forecasting CNS...
[2025-11-27T19:45:57.325727] [INFO ] [sig       ] Generating forecast for: CNS
[2025-11-27T19:45:57.325782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-11-27T19:45:57.337531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-11-27T19:45:57.338014] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-11-27T19:45:57.338962] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-11-27T19:45:57.339037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:57.339094] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:57.339146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:57.339237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:57.398244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:57.399174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:57.399279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:57.399335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:57.523620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:57.523795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:57.523860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:57.523915] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:57.527260] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-11-27T19:45:57.527556] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-11-27T19:45:57.527740] [INFO ] [sig       ] CNS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:57.663609] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNS.txt
[2025-11-27T19:45:57.663746] [INFO ] [sig       ] [776/3661] Completed CNS in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:57.663793] [INFO ] [sig       ] [777/3661] Forecasting CNSP...
[2025-11-27T19:45:57.663836] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-11-27T19:45:57.663873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-11-27T19:45:57.675296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-11-27T19:45:57.675674] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-11-27T19:45:57.676469] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-11-27T19:45:57.676533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:57.676592] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:57.676631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:57.676700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:57.732863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:57.733741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:57.733832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:57.733870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:57.856218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:57.856381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:57.856429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:57.856467] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:57.859764] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-11-27T19:45:57.860035] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-11-27T19:45:57.860163] [INFO ] [sig       ] CNSP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:57.995554] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNSP.txt
[2025-11-27T19:45:57.995729] [INFO ] [sig       ] [777/3661] Completed CNSP in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:57.995797] [INFO ] [sig       ] [778/3661] Forecasting CNTA...
[2025-11-27T19:45:57.995843] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-11-27T19:45:57.995884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-11-27T19:45:58.006504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-11-27T19:45:58.006855] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-11-27T19:45:58.007626] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-11-27T19:45:58.007689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:58.007726] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:58.007763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:58.007831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:58.063527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:58.064180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:58.064268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:58.064310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:58.177944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:58.178130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:58.178185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:58.178244] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:58.181495] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=33.11%)
[2025-11-27T19:45:58.181786] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-11-27T19:45:58.181921] [INFO ] [sig       ] CNTA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:58.317014] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CNTA.txt
[2025-11-27T19:45:58.317162] [INFO ] [sig       ] [778/3661] Completed CNTA in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:58.317212] [INFO ] [sig       ] [779/3661] Forecasting CNTY...
[2025-11-27T19:45:58.317245] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-11-27T19:45:58.317304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-11-27T19:45:58.327762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-11-27T19:45:58.328034] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-11-27T19:45:58.328870] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-11-27T19:45:58.328931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:58.328971] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:58.329007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:58.329071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:58.387123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:58.387791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:58.387876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:58.387916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:58.508186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:58.508355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:58.508405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:58.508442] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:58.511742] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2025-11-27T19:45:58.512013] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-11-27T19:45:58.512142] [INFO ] [sig       ] CNTY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:58.647651] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNTY.txt
[2025-11-27T19:45:58.647809] [INFO ] [sig       ] [779/3661] Completed CNTY in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:58.647858] [INFO ] [sig       ] [780/3661] Forecasting CNVS...
[2025-11-27T19:45:58.647897] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-11-27T19:45:58.647938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-11-27T19:45:58.658628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-11-27T19:45:58.658924] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-11-27T19:45:58.659697] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-11-27T19:45:58.659758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:58.659799] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:58.659835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:58.659898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:58.717444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:58.718163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:58.718268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:58.718314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:58.839559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:58.839745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:58.839794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:58.839830] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:58.843127] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-11-27T19:45:58.843429] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-11-27T19:45:58.843557] [INFO ] [sig       ] CNVS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:58.980076] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNVS.txt
[2025-11-27T19:45:58.980230] [INFO ] [sig       ] [780/3661] Completed CNVS in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:58.980283] [INFO ] [sig       ] [781/3661] Forecasting CNX...
[2025-11-27T19:45:58.980332] [INFO ] [sig       ] Generating forecast for: CNX
[2025-11-27T19:45:58.980367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-11-27T19:45:58.991507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-11-27T19:45:58.991947] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-11-27T19:45:58.992730] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-11-27T19:45:58.992793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:58.992835] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:58.992871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:58.992934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:59.051179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:59.051938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:59.052029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:59.052068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:59.174647] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:59.174806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:59.174854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:59.174888] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:59.178169] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=8.22%)
[2025-11-27T19:45:59.178455] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-11-27T19:45:59.178609] [INFO ] [sig       ] CNX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:45:59.314143] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CNX.txt
[2025-11-27T19:45:59.314291] [INFO ] [sig       ] [781/3661] Completed CNX in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:59.314341] [INFO ] [sig       ] [782/3661] Forecasting CNXC...
[2025-11-27T19:45:59.314381] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-11-27T19:45:59.314420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-11-27T19:45:59.325609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-11-27T19:45:59.325901] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-11-27T19:45:59.326702] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-11-27T19:45:59.326763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:59.326800] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:59.326847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:59.326912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:59.384456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:59.385179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:59.385274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:59.385315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:59.507432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:59.507623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:59.507677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:59.507717] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:59.511158] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-11-27T19:45:59.511450] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-11-27T19:45:59.511607] [INFO ] [sig       ] CNXC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:59.649094] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNXC.txt
[2025-11-27T19:45:59.649251] [INFO ] [sig       ] [782/3661] Completed CNXC in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:59.649310] [INFO ] [sig       ] [783/3661] Forecasting CNXN...
[2025-11-27T19:45:59.649360] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-11-27T19:45:59.649426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-11-27T19:45:59.660830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-11-27T19:45:59.661145] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-11-27T19:45:59.661965] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-11-27T19:45:59.662028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:59.662070] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:59.662107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:59.662173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:45:59.718835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:45:59.719717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:45:59.719810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:45:59.719855] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:45:59.843199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:45:59.843372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:45:59.843430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:45:59.843468] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:45:59.846840] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-11-27T19:45:59.847123] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-11-27T19:45:59.847258] [INFO ] [sig       ] CNXN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:45:59.983002] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CNXN.txt
[2025-11-27T19:45:59.983177] [INFO ] [sig       ] [783/3661] Completed CNXN in 0.3s | 3.00 sym/s | Total: 4.3m | ETA: 16.0m
[2025-11-27T19:45:59.983227] [INFO ] [sig       ] [784/3661] Forecasting COCO...
[2025-11-27T19:45:59.983268] [INFO ] [sig       ] Generating forecast for: COCO
[2025-11-27T19:45:59.983306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-11-27T19:45:59.994810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-11-27T19:45:59.995159] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-11-27T19:45:59.995979] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-11-27T19:45:59.996044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:45:59.996086] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:45:59.996125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:45:59.996191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:00.053282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:00.054164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:00.054262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:00.054310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:00.176900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:00.177074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:00.177127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:00.177166] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:00.180541] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=93.01%)
[2025-11-27T19:46:00.180843] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-11-27T19:46:00.180988] [INFO ] [sig       ] COCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:00.365748] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/COCO.txt
[2025-11-27T19:46:00.365920] [INFO ] [sig       ] [784/3661] Completed COCO in 0.4s | 3.00 sym/s | Total: 4.4m | ETA: 16.0m
[2025-11-27T19:46:00.365970] [INFO ] [sig       ] [785/3661] Forecasting CODA...
[2025-11-27T19:46:00.366011] [INFO ] [sig       ] Generating forecast for: CODA
[2025-11-27T19:46:00.366049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-11-27T19:46:00.376887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-11-27T19:46:00.377213] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-11-27T19:46:00.378002] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-11-27T19:46:00.378066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:00.378127] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:00.378165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:00.378228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:00.434466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:00.435305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:00.435398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:00.435442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:00.558679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:00.558856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:00.559531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:00.559594] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:00.563074] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-11-27T19:46:00.563361] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-11-27T19:46:00.563511] [INFO ] [sig       ] CODA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:00.701881] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CODA.txt
[2025-11-27T19:46:00.702045] [INFO ] [sig       ] [785/3661] Completed CODA in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 16.0m
[2025-11-27T19:46:00.702095] [INFO ] [sig       ] [786/3661] Forecasting CODI...
[2025-11-27T19:46:00.702141] [INFO ] [sig       ] Generating forecast for: CODI
[2025-11-27T19:46:00.702188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-11-27T19:46:00.713165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-11-27T19:46:00.713472] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-11-27T19:46:00.714260] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-11-27T19:46:00.714337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:00.714386] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:00.714430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:00.714495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:00.770105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:00.770792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:00.770876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:00.770911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:00.886829] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:00.886993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:00.887041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:00.887079] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:00.890357] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-11-27T19:46:00.890654] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-11-27T19:46:00.890791] [INFO ] [sig       ] CODI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:01.025829] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CODI.txt
[2025-11-27T19:46:01.026001] [INFO ] [sig       ] [786/3661] Completed CODI in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 16.0m
[2025-11-27T19:46:01.026052] [INFO ] [sig       ] [787/3661] Forecasting COEP...
[2025-11-27T19:46:01.026092] [INFO ] [sig       ] Generating forecast for: COEP
[2025-11-27T19:46:01.026129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-11-27T19:46:01.037463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-11-27T19:46:01.037853] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-11-27T19:46:01.038712] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-11-27T19:46:01.038775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:01.038816] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:01.038852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:01.038916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:01.093629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:01.094401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:01.094497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:01.094541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:01.218032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:01.218195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:01.218237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:01.218267] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:01.222603] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=50.88%)
[2025-11-27T19:46:01.222893] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-11-27T19:46:01.223023] [INFO ] [sig       ] COEP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:01.361319] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/COEP.txt
[2025-11-27T19:46:01.361496] [INFO ] [sig       ] [787/3661] Completed COEP in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 16.0m
[2025-11-27T19:46:01.361567] [INFO ] [sig       ] [788/3661] Forecasting COF...
[2025-11-27T19:46:01.361627] [INFO ] [sig       ] Generating forecast for: COF
[2025-11-27T19:46:01.361668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-11-27T19:46:01.373223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-11-27T19:46:01.373630] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-11-27T19:46:01.374449] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-11-27T19:46:01.374523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:01.374601] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:01.374661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:01.374751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:01.432146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:01.433028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:01.433133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:01.433197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:01.555805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:01.555979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:01.556042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:01.556098] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:01.559467] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-11-27T19:46:01.559782] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-11-27T19:46:01.559942] [INFO ] [sig       ] COF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:01.694234] [INFO ] [LOCAL     ] Saved forecast: COF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COF.txt
[2025-11-27T19:46:01.694420] [INFO ] [sig       ] [788/3661] Completed COF in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 16.0m
[2025-11-27T19:46:01.694487] [INFO ] [sig       ] [789/3661] Forecasting COFS...
[2025-11-27T19:46:01.694541] [INFO ] [sig       ] Generating forecast for: COFS
[2025-11-27T19:46:01.694649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-11-27T19:46:01.705768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-11-27T19:46:01.706102] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-11-27T19:46:01.706906] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-11-27T19:46:01.706978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:01.707035] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:01.707086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:01.707168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:01.761620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:01.762292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:01.762394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:01.762451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:01.882050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:01.882224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:01.882274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:01.882332] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:01.885561] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-11-27T19:46:01.885855] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-11-27T19:46:01.885988] [INFO ] [sig       ] COFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:02.022611] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COFS.txt
[2025-11-27T19:46:02.022795] [INFO ] [sig       ] [789/3661] Completed COFS in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 16.0m
[2025-11-27T19:46:02.022866] [INFO ] [sig       ] [790/3661] Forecasting COIN...
[2025-11-27T19:46:02.022905] [INFO ] [sig       ] Generating forecast for: COIN
[2025-11-27T19:46:02.022946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-11-27T19:46:02.034123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-11-27T19:46:02.034532] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-11-27T19:46:02.035382] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-11-27T19:46:02.035448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:02.035491] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:02.035528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:02.035622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:02.093337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:02.094230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:02.094334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:02.094388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:02.222871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:02.223077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:02.223132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:02.223171] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:02.226919] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-11-27T19:46:02.227200] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-11-27T19:46:02.227335] [INFO ] [sig       ] COIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:02.366444] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COIN.txt
[2025-11-27T19:46:02.366639] [INFO ] [sig       ] [790/3661] Completed COIN in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 16.0m
[2025-11-27T19:46:02.366691] [INFO ] [sig       ] [791/3661] Forecasting COKE...
[2025-11-27T19:46:02.366737] [INFO ] [sig       ] Generating forecast for: COKE
[2025-11-27T19:46:02.366776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-11-27T19:46:02.377981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-11-27T19:46:02.378359] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-11-27T19:46:02.379166] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-11-27T19:46:02.379232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:02.379274] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:02.379311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:02.379375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:02.436754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:02.437629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:02.437723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:02.437768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:02.555312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:02.555482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:02.555530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:02.555566] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:02.558878] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=58.91%)
[2025-11-27T19:46:02.559206] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-11-27T19:46:02.559382] [INFO ] [sig       ] COKE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:02.703012] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/COKE.txt
[2025-11-27T19:46:02.703162] [INFO ] [sig       ] [791/3661] Completed COKE in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:02.703212] [INFO ] [sig       ] [792/3661] Forecasting COLB...
[2025-11-27T19:46:02.703249] [INFO ] [sig       ] Generating forecast for: COLB
[2025-11-27T19:46:02.703301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-11-27T19:46:02.715157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-11-27T19:46:02.715556] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-11-27T19:46:02.716385] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-11-27T19:46:02.716452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:02.716496] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:02.716534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:02.716622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:02.774124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:02.774980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:02.775072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:02.775116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:02.898400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:02.898621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:02.898675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:02.898712] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:02.902217] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-11-27T19:46:02.902521] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-11-27T19:46:02.902679] [INFO ] [sig       ] COLB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:03.047323] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COLB.txt
[2025-11-27T19:46:03.047479] [INFO ] [sig       ] [792/3661] Completed COLB in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:03.047529] [INFO ] [sig       ] [793/3661] Forecasting COLD...
[2025-11-27T19:46:03.047568] [INFO ] [sig       ] Generating forecast for: COLD
[2025-11-27T19:46:03.047626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-11-27T19:46:03.058617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-11-27T19:46:03.058966] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-11-27T19:46:03.059758] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-11-27T19:46:03.059822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:03.059863] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:03.059898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:03.059975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:03.116652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:03.117365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:03.117455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:03.117499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:03.238346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:03.238514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:03.238563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:03.238620] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:03.241856] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2025-11-27T19:46:03.242131] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-11-27T19:46:03.242259] [INFO ] [sig       ] COLD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:03.387137] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/COLD.txt
[2025-11-27T19:46:03.387305] [INFO ] [sig       ] [793/3661] Completed COLD in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:03.387354] [INFO ] [sig       ] [794/3661] Forecasting COLL...
[2025-11-27T19:46:03.387412] [INFO ] [sig       ] Generating forecast for: COLL
[2025-11-27T19:46:03.387455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-11-27T19:46:03.398507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-11-27T19:46:03.398820] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-11-27T19:46:03.399656] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-11-27T19:46:03.399721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:03.399766] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:03.399805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:03.399872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:03.458168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:03.459132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:03.459230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:03.459274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:03.584083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:03.584279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:03.584335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:03.584375] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:03.587770] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-11-27T19:46:03.588187] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-11-27T19:46:03.588371] [INFO ] [sig       ] COLL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:03.734206] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/COLL.txt
[2025-11-27T19:46:03.734358] [INFO ] [sig       ] [794/3661] Completed COLL in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:03.734408] [INFO ] [sig       ] [795/3661] Forecasting COLM...
[2025-11-27T19:46:03.734444] [INFO ] [sig       ] Generating forecast for: COLM
[2025-11-27T19:46:03.734500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-11-27T19:46:03.746195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-11-27T19:46:03.746552] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-11-27T19:46:03.747376] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-11-27T19:46:03.747452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:03.747502] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:03.747543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:03.747638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:03.802922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:03.803707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:03.803798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:03.803847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:03.919287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:03.919477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:03.919533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:03.919595] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:03.922935] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-11-27T19:46:03.923225] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-11-27T19:46:03.923369] [INFO ] [sig       ] COLM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:04.058143] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COLM.txt
[2025-11-27T19:46:04.058301] [INFO ] [sig       ] [795/3661] Completed COLM in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:04.058350] [INFO ] [sig       ] [796/3661] Forecasting COMM...
[2025-11-27T19:46:04.058388] [INFO ] [sig       ] Generating forecast for: COMM
[2025-11-27T19:46:04.058467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-11-27T19:46:04.069067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-11-27T19:46:04.069408] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-11-27T19:46:04.070195] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-11-27T19:46:04.070258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:04.070299] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:04.070335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:04.070400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:04.124314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:04.125013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:04.125102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:04.125145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:04.244998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:04.245170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:04.245218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:04.245253] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:04.248534] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-11-27T19:46:04.248875] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-11-27T19:46:04.249027] [INFO ] [sig       ] COMM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:04.382845] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/COMM.txt
[2025-11-27T19:46:04.382996] [INFO ] [sig       ] [796/3661] Completed COMM in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:04.383044] [INFO ] [sig       ] [797/3661] Forecasting COMP...
[2025-11-27T19:46:04.383076] [INFO ] [sig       ] Generating forecast for: COMP
[2025-11-27T19:46:04.383133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-11-27T19:46:04.393811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-11-27T19:46:04.394126] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-11-27T19:46:04.394902] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-11-27T19:46:04.394965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:04.395006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:04.395043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:04.395107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:04.452637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:04.453555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:04.453664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:04.453707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:04.572861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:04.573031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:04.573080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:04.573118] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:04.576362] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-11-27T19:46:04.576667] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-11-27T19:46:04.576800] [INFO ] [sig       ] COMP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:04.710656] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COMP.txt
[2025-11-27T19:46:04.710830] [INFO ] [sig       ] [797/3661] Completed COMP in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:04.710882] [INFO ] [sig       ] [798/3661] Forecasting CONL...
[2025-11-27T19:46:04.710932] [INFO ] [sig       ] Generating forecast for: CONL
[2025-11-27T19:46:04.710965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-11-27T19:46:04.721770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-11-27T19:46:04.722108] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-11-27T19:46:04.722916] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-11-27T19:46:04.722978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:04.723029] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:04.723073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:04.723155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:04.780255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:04.781061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:04.781150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:04.781192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:04.901777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:04.901945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:04.901995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:04.902029] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:04.905303] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=26.11%)
[2025-11-27T19:46:04.905606] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-11-27T19:46:04.905735] [INFO ] [sig       ] CONL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:05.039398] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CONL.txt
[2025-11-27T19:46:05.039568] [INFO ] [sig       ] [798/3661] Completed CONL in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:05.039637] [INFO ] [sig       ] [799/3661] Forecasting COO...
[2025-11-27T19:46:05.039691] [INFO ] [sig       ] Generating forecast for: COO
[2025-11-27T19:46:05.039744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-11-27T19:46:05.050885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-11-27T19:46:05.051250] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-11-27T19:46:05.052050] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-11-27T19:46:05.052112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:05.052153] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:05.052212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:05.052289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:05.106517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:05.107246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:05.107334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:05.107371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:05.226032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:05.226246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:05.226295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:05.226328] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:05.229713] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=40.74%)
[2025-11-27T19:46:05.230004] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-11-27T19:46:05.230141] [INFO ] [sig       ] COO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:05.364158] [INFO ] [LOCAL     ] Saved forecast: COO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COO.txt
[2025-11-27T19:46:05.364319] [INFO ] [sig       ] [799/3661] Completed COO in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:05.364367] [INFO ] [sig       ] [800/3661] Forecasting COP...
[2025-11-27T19:46:05.364448] [INFO ] [sig       ] Generating forecast for: COP
[2025-11-27T19:46:05.364489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-11-27T19:46:05.375558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-11-27T19:46:05.375900] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-11-27T19:46:05.376707] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-11-27T19:46:05.376769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:05.376809] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:05.376844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:05.376947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:05.431949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:05.432822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:05.432912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:05.432953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:05.554436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:05.554627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:05.554679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:05.554721] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:05.558281] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-11-27T19:46:05.558649] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-11-27T19:46:05.558807] [INFO ] [sig       ] COP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:05.702846] [INFO ] [LOCAL     ] Saved forecast: COP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COP.txt
[2025-11-27T19:46:05.703057] [INFO ] [sig       ] [800/3661] Completed COP in 0.3s | 3.00 sym/s | Total: 4.4m | ETA: 15.9m
[2025-11-27T19:46:05.703116] [INFO ] [sig       ] [801/3661] Forecasting COPP...
[2025-11-27T19:46:05.703152] [INFO ] [sig       ] Generating forecast for: COPP
[2025-11-27T19:46:05.703187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-11-27T19:46:05.715285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-11-27T19:46:05.715742] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-11-27T19:46:05.716602] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-11-27T19:46:05.716674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:05.716718] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:05.716754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:05.716819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:05.775014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:05.775956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:05.776089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:05.776134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:05.904202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:05.904396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:05.904466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:05.904523] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:05.908481] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-11-27T19:46:05.908892] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-11-27T19:46:05.909073] [INFO ] [sig       ] COPP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:06.056003] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/COPP.txt
[2025-11-27T19:46:06.056154] [INFO ] [sig       ] [801/3661] Completed COPP in 0.4s | 3.00 sym/s | Total: 4.5m | ETA: 15.9m
[2025-11-27T19:46:06.056205] [INFO ] [sig       ] [802/3661] Forecasting CORZ...
[2025-11-27T19:46:06.056243] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-11-27T19:46:06.056281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-11-27T19:46:06.067976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-11-27T19:46:06.068317] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-11-27T19:46:06.069443] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-11-27T19:46:06.069509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:06.069552] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:06.069607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:06.069674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:06.127132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:06.127882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:06.128015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:06.128066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:06.251862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:06.252059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:06.252114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:06.252154] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:06.255378] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-11-27T19:46:06.255706] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-11-27T19:46:06.255842] [INFO ] [sig       ] CORZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:06.389085] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CORZ.txt
[2025-11-27T19:46:06.389234] [INFO ] [sig       ] [802/3661] Completed CORZ in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.9m
[2025-11-27T19:46:06.389278] [INFO ] [sig       ] [803/3661] Forecasting CORZZ...
[2025-11-27T19:46:06.389318] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-11-27T19:46:06.389356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-11-27T19:46:06.399949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-11-27T19:46:06.400214] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-11-27T19:46:06.400992] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-11-27T19:46:06.401055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:06.401096] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:06.401132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:06.401197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:06.455552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:06.456203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:06.456305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:06.456348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:06.568061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:06.568255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:06.568312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:06.568351] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:06.571608] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-11-27T19:46:06.571884] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-11-27T19:46:06.572011] [INFO ] [sig       ] CORZZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:06.712964] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CORZZ.txt
[2025-11-27T19:46:06.713129] [INFO ] [sig       ] [803/3661] Completed CORZZ in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.9m
[2025-11-27T19:46:06.713177] [INFO ] [sig       ] [804/3661] Forecasting COTY...
[2025-11-27T19:46:06.713216] [INFO ] [sig       ] Generating forecast for: COTY
[2025-11-27T19:46:06.713268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-11-27T19:46:06.723805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-11-27T19:46:06.724103] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-11-27T19:46:06.724907] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-11-27T19:46:06.724972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:06.725012] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:06.725054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:06.725125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:06.781262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:06.781967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:06.782058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:06.782108] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:06.904681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:06.904841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:06.904889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:06.904924] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:06.908145] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=17.81%)
[2025-11-27T19:46:06.908433] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-11-27T19:46:06.908568] [INFO ] [sig       ] COTY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:07.047924] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COTY.txt
[2025-11-27T19:46:07.048078] [INFO ] [sig       ] [804/3661] Completed COTY in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.9m
[2025-11-27T19:46:07.048150] [INFO ] [sig       ] [805/3661] Forecasting COWG...
[2025-11-27T19:46:07.048185] [INFO ] [sig       ] Generating forecast for: COWG
[2025-11-27T19:46:07.048234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-11-27T19:46:07.059383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-11-27T19:46:07.059727] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-11-27T19:46:07.060536] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-11-27T19:46:07.060618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:07.060661] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:07.060698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:07.060806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:07.117011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:07.117713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:07.117802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:07.117845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:07.235617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:07.235797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:07.235857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:07.235904] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:07.239322] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-11-27T19:46:07.239686] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-11-27T19:46:07.239842] [INFO ] [sig       ] COWG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:07.376083] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/COWG.txt
[2025-11-27T19:46:07.376229] [INFO ] [sig       ] [805/3661] Completed COWG in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.9m
[2025-11-27T19:46:07.376277] [INFO ] [sig       ] [806/3661] Forecasting COYA...
[2025-11-27T19:46:07.376316] [INFO ] [sig       ] Generating forecast for: COYA
[2025-11-27T19:46:07.376353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-11-27T19:46:07.386261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-11-27T19:46:07.386569] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-11-27T19:46:07.387420] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-11-27T19:46:07.387505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:07.387550] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:07.387627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:07.387738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:07.447839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:07.448686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:07.448775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:07.448817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:07.562239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:07.562400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:07.562449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:07.562487] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:07.565767] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-11-27T19:46:07.566056] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-11-27T19:46:07.566189] [INFO ] [sig       ] COYA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:07.700830] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/COYA.txt
[2025-11-27T19:46:07.700969] [INFO ] [sig       ] [806/3661] Completed COYA in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.9m
[2025-11-27T19:46:07.701017] [INFO ] [sig       ] [807/3661] Forecasting CP...
[2025-11-27T19:46:07.701053] [INFO ] [sig       ] Generating forecast for: CP
[2025-11-27T19:46:07.701089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-11-27T19:46:07.711592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-11-27T19:46:07.711878] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-11-27T19:46:07.712678] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-11-27T19:46:07.712737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:07.712778] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:07.712813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:07.712876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:07.772605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:07.773363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:07.773454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:07.773505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:07.896683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:07.896842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:07.896893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:07.896929] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:07.900287] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2025-11-27T19:46:07.900645] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-11-27T19:46:07.900790] [INFO ] [sig       ] CP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:08.039309] [INFO ] [LOCAL     ] Saved forecast: CP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CP.txt
[2025-11-27T19:46:08.039476] [INFO ] [sig       ] [807/3661] Completed CP in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.9m
[2025-11-27T19:46:08.039529] [INFO ] [sig       ] [808/3661] Forecasting CPA...
[2025-11-27T19:46:08.039589] [INFO ] [sig       ] Generating forecast for: CPA
[2025-11-27T19:46:08.039631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-11-27T19:46:08.050204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-11-27T19:46:08.050498] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-11-27T19:46:08.051323] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-11-27T19:46:08.051388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:08.051430] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:08.051469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:08.051539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:08.109875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:08.110639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:08.110732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:08.110778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:08.232791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:08.232981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:08.233034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:08.233069] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:08.236397] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=72.90%)
[2025-11-27T19:46:08.236700] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-11-27T19:46:08.236845] [INFO ] [sig       ] CPA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:08.373875] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPA.txt
[2025-11-27T19:46:08.374029] [INFO ] [sig       ] [808/3661] Completed CPA in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.9m
[2025-11-27T19:46:08.374079] [INFO ] [sig       ] [809/3661] Forecasting CPB...
[2025-11-27T19:46:08.374120] [INFO ] [sig       ] Generating forecast for: CPB
[2025-11-27T19:46:08.374183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-11-27T19:46:08.385824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-11-27T19:46:08.386212] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-11-27T19:46:08.387044] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-11-27T19:46:08.387107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:08.387158] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:08.387205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:08.387287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:08.442998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:08.443913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:08.444005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:08.444060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:08.560200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:08.560376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:08.560436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:08.560485] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:08.563845] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-11-27T19:46:08.564140] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-11-27T19:46:08.564288] [INFO ] [sig       ] CPB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:08.699631] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPB.txt
[2025-11-27T19:46:08.699812] [INFO ] [sig       ] [809/3661] Completed CPB in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:08.699877] [INFO ] [sig       ] [810/3661] Forecasting CPF...
[2025-11-27T19:46:08.699936] [INFO ] [sig       ] Generating forecast for: CPF
[2025-11-27T19:46:08.699992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-11-27T19:46:08.710807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-11-27T19:46:08.711138] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-11-27T19:46:08.711921] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-11-27T19:46:08.711983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:08.712024] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:08.712060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:08.712124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:08.767128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:08.768039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:08.768150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:08.768197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:08.882091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:08.882263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:08.882315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:08.882352] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:08.885563] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2025-11-27T19:46:08.885857] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-11-27T19:46:08.885986] [INFO ] [sig       ] CPF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:09.022015] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPF.txt
[2025-11-27T19:46:09.022195] [INFO ] [sig       ] [810/3661] Completed CPF in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:09.022246] [INFO ] [sig       ] [811/3661] Forecasting CPIX...
[2025-11-27T19:46:09.022302] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-11-27T19:46:09.022346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-11-27T19:46:09.033819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-11-27T19:46:09.034258] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-11-27T19:46:09.035261] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-11-27T19:46:09.035328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:09.035370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:09.035408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:09.035474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:09.090256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:09.091171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:09.091260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:09.091309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:09.212715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:09.212898] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:46:09.212951] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:09.212992] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:09.216522] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-11-27T19:46:09.216845] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-11-27T19:46:09.217013] [INFO ] [sig       ] CPIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:09.350831] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPIX.txt
[2025-11-27T19:46:09.350982] [INFO ] [sig       ] [811/3661] Completed CPIX in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:09.351034] [INFO ] [sig       ] [812/3661] Forecasting CPK...
[2025-11-27T19:46:09.351074] [INFO ] [sig       ] Generating forecast for: CPK
[2025-11-27T19:46:09.351116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-11-27T19:46:09.363425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-11-27T19:46:09.363777] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-11-27T19:46:09.364623] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-11-27T19:46:09.364686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:09.364727] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:09.364767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:09.364853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:09.420743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:09.421532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:09.421640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:09.421689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:09.540368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:09.540563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:09.540629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:09.540662] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:09.544017] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=84.64%)
[2025-11-27T19:46:09.544319] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-11-27T19:46:09.544490] [INFO ] [sig       ] CPK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:09.686836] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPK.txt
[2025-11-27T19:46:09.687014] [INFO ] [sig       ] [812/3661] Completed CPK in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:09.687068] [INFO ] [sig       ] [813/3661] Forecasting CPNG...
[2025-11-27T19:46:09.687110] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-11-27T19:46:09.687148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-11-27T19:46:09.699008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-11-27T19:46:09.699397] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-11-27T19:46:09.700205] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-11-27T19:46:09.700269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:09.700311] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:09.700347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:09.700412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:09.758393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:09.759286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:09.759381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:09.759425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:09.885188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:09.885375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:09.885425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:09.885486] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:09.889088] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-11-27T19:46:09.889383] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-11-27T19:46:09.889532] [INFO ] [sig       ] CPNG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:10.029277] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPNG.txt
[2025-11-27T19:46:10.029460] [INFO ] [sig       ] [813/3661] Completed CPNG in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:10.029515] [INFO ] [sig       ] [814/3661] Forecasting CPRI...
[2025-11-27T19:46:10.029587] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-11-27T19:46:10.029628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-11-27T19:46:10.042210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-11-27T19:46:10.042624] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-11-27T19:46:10.043422] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-11-27T19:46:10.043485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:10.043521] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:10.043562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:10.043641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:10.098494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:10.099262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:10.099357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:10.099403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:10.217528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:10.217705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:10.217756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:10.217800] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:10.221160] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-11-27T19:46:10.221447] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-11-27T19:46:10.221608] [INFO ] [sig       ] CPRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:10.357263] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPRI.txt
[2025-11-27T19:46:10.357437] [INFO ] [sig       ] [814/3661] Completed CPRI in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:10.357488] [INFO ] [sig       ] [815/3661] Forecasting CPRX...
[2025-11-27T19:46:10.357527] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-11-27T19:46:10.357601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-11-27T19:46:10.369163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-11-27T19:46:10.369513] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-11-27T19:46:10.370300] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-11-27T19:46:10.370363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:10.370403] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:10.370439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:10.370503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:10.432065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:10.433039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:10.433157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:10.433201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:10.557562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:10.557777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:10.557827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:10.557865] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:10.561495] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-11-27T19:46:10.561873] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-11-27T19:46:10.562022] [INFO ] [sig       ] CPRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:10.706675] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPRX.txt
[2025-11-27T19:46:10.706848] [INFO ] [sig       ] [815/3661] Completed CPRX in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:10.706901] [INFO ] [sig       ] [816/3661] Forecasting CPS...
[2025-11-27T19:46:10.706940] [INFO ] [sig       ] Generating forecast for: CPS
[2025-11-27T19:46:10.706986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-11-27T19:46:10.718547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-11-27T19:46:10.718956] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-11-27T19:46:10.719789] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-11-27T19:46:10.719855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:10.719898] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:10.719934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:10.720001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:10.777274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:10.778171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:10.778268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:10.778312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:10.904961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:10.905145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:10.905196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:10.905236] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:10.908844] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=68.39%)
[2025-11-27T19:46:10.909182] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-11-27T19:46:10.909330] [INFO ] [sig       ] CPS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:11.064675] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPS.txt
[2025-11-27T19:46:11.064849] [INFO ] [sig       ] [816/3661] Completed CPS in 0.4s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:11.064907] [INFO ] [sig       ] [817/3661] Forecasting CPSH...
[2025-11-27T19:46:11.064948] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-11-27T19:46:11.064981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-11-27T19:46:11.076226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-11-27T19:46:11.076566] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-11-27T19:46:11.077365] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-11-27T19:46:11.077428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:11.077469] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:11.077516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:11.077596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:11.132340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:11.133024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:11.133114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:11.133156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:11.254513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:11.254703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:11.254754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:11.254793] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:11.258178] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-11-27T19:46:11.258449] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-11-27T19:46:11.258600] [INFO ] [sig       ] CPSH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:11.402208] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CPSH.txt
[2025-11-27T19:46:11.402372] [INFO ] [sig       ] [817/3661] Completed CPSH in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:11.402432] [INFO ] [sig       ] [818/3661] Forecasting CPSS...
[2025-11-27T19:46:11.402480] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-11-27T19:46:11.402524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-11-27T19:46:11.413806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-11-27T19:46:11.414236] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-11-27T19:46:11.415044] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-11-27T19:46:11.415108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:11.415150] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:11.415187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:11.415251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:11.470152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:11.471085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:11.471179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:11.471221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:11.576839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:11.577010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:11.577059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:11.577094] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:11.580345] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-11-27T19:46:11.580643] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-11-27T19:46:11.580777] [INFO ] [sig       ] CPSS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:11.716703] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CPSS.txt
[2025-11-27T19:46:11.716889] [INFO ] [sig       ] [818/3661] Completed CPSS in 0.3s | 3.00 sym/s | Total: 4.5m | ETA: 15.8m
[2025-11-27T19:46:11.716941] [INFO ] [sig       ] [819/3661] Forecasting CPZ...
[2025-11-27T19:46:11.716978] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-11-27T19:46:11.717015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-11-27T19:46:11.728430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-11-27T19:46:11.728830] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-11-27T19:46:11.729632] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-11-27T19:46:11.729695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:11.729732] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:11.729770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:11.729834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:11.786699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:11.787537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:11.787647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:11.787692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:11.906852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:11.907019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:11.907069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:11.907108] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:11.910457] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2025-11-27T19:46:11.910792] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-11-27T19:46:11.910928] [INFO ] [sig       ] CPZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:12.049903] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CPZ.txt
[2025-11-27T19:46:12.050056] [INFO ] [sig       ] [819/3661] Completed CPZ in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.8m
[2025-11-27T19:46:12.050106] [INFO ] [sig       ] [820/3661] Forecasting CQP...
[2025-11-27T19:46:12.050143] [INFO ] [sig       ] Generating forecast for: CQP
[2025-11-27T19:46:12.050181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-11-27T19:46:12.061793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-11-27T19:46:12.062123] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-11-27T19:46:12.063011] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-11-27T19:46:12.063080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:12.063123] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:12.063160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:12.063238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:12.121244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:12.122098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:12.122194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:12.122237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:12.239928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:12.240093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:12.240145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:12.240185] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:12.243521] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-11-27T19:46:12.243843] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-11-27T19:46:12.243992] [INFO ] [sig       ] CQP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:12.378150] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CQP.txt
[2025-11-27T19:46:12.378323] [INFO ] [sig       ] [820/3661] Completed CQP in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.8m
[2025-11-27T19:46:12.378377] [INFO ] [sig       ] [821/3661] Forecasting CRAI...
[2025-11-27T19:46:12.378417] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-11-27T19:46:12.378487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-11-27T19:46:12.390209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-11-27T19:46:12.390642] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-11-27T19:46:12.391520] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-11-27T19:46:12.391604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:12.391648] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:12.391685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:12.391749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:12.449911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:12.450835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:12.451002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:12.451049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:12.576850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:12.577021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:12.577072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:12.577108] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:12.580917] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=59.00%)
[2025-11-27T19:46:12.581326] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-11-27T19:46:12.581486] [INFO ] [sig       ] CRAI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:12.722861] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRAI.txt
[2025-11-27T19:46:12.723045] [INFO ] [sig       ] [821/3661] Completed CRAI in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.8m
[2025-11-27T19:46:12.723118] [INFO ] [sig       ] [822/3661] Forecasting CRBG...
[2025-11-27T19:46:12.723152] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-11-27T19:46:12.723190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-11-27T19:46:12.734514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-11-27T19:46:12.734924] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-11-27T19:46:12.735706] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-11-27T19:46:12.735767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:12.735807] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:12.735842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:12.735905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:12.792406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:12.793366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:12.793486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:12.793529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:12.915786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:12.915967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:12.916018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:12.916056] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:12.919470] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-11-27T19:46:12.919796] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-11-27T19:46:12.919940] [INFO ] [sig       ] CRBG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:13.059542] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRBG.txt
[2025-11-27T19:46:13.059744] [INFO ] [sig       ] [822/3661] Completed CRBG in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.8m
[2025-11-27T19:46:13.059812] [INFO ] [sig       ] [823/3661] Forecasting CRBP...
[2025-11-27T19:46:13.059847] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-11-27T19:46:13.059889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-11-27T19:46:13.070769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-11-27T19:46:13.071125] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-11-27T19:46:13.071938] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-11-27T19:46:13.072002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:13.072043] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:13.072079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:13.072143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:13.128567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:13.129429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:13.129523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:13.129568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:13.249350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:13.249521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:13.249585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:13.249621] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:13.252848] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-11-27T19:46:13.253120] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-11-27T19:46:13.253250] [INFO ] [sig       ] CRBP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:13.386195] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRBP.txt
[2025-11-27T19:46:13.386345] [INFO ] [sig       ] [823/3661] Completed CRBP in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.8m
[2025-11-27T19:46:13.386395] [INFO ] [sig       ] [824/3661] Forecasting CRC...
[2025-11-27T19:46:13.386433] [INFO ] [sig       ] Generating forecast for: CRC
[2025-11-27T19:46:13.386472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-11-27T19:46:13.397259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-11-27T19:46:13.397541] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-11-27T19:46:13.398333] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-11-27T19:46:13.398395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:13.398436] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:13.398471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:13.398534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:13.453507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:13.454376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:13.454471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:13.454512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:13.574733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:13.574894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:13.574944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:13.574976] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:13.578222] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-11-27T19:46:13.578493] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-11-27T19:46:13.578643] [INFO ] [sig       ] CRC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:13.713388] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRC.txt
[2025-11-27T19:46:13.713533] [INFO ] [sig       ] [824/3661] Completed CRC in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.8m
[2025-11-27T19:46:13.713610] [INFO ] [sig       ] [825/3661] Forecasting CRDF...
[2025-11-27T19:46:13.713661] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-11-27T19:46:13.713703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-11-27T19:46:13.724842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-11-27T19:46:13.725190] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-11-27T19:46:13.726044] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-11-27T19:46:13.726111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:13.726153] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:13.726190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:13.726254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:13.783613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:13.784284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:13.784375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:13.784418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:13.902601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:13.902777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:13.902827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:13.902865] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:13.906218] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-11-27T19:46:13.906494] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-11-27T19:46:13.906647] [INFO ] [sig       ] CRDF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:14.040996] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRDF.txt
[2025-11-27T19:46:14.041146] [INFO ] [sig       ] [825/3661] Completed CRDF in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.8m
[2025-11-27T19:46:14.041196] [INFO ] [sig       ] [826/3661] Forecasting CRDO...
[2025-11-27T19:46:14.041235] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-11-27T19:46:14.041275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-11-27T19:46:14.052834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-11-27T19:46:14.053199] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-11-27T19:46:14.054007] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-11-27T19:46:14.054071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:14.054111] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:14.054146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:14.054212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:14.108151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:14.108811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:14.108898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:14.108942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:14.225175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:14.225349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:14.225397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:14.225432] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:14.228849] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-11-27T19:46:14.229323] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-11-27T19:46:14.229454] [INFO ] [sig       ] CRDO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:14.362808] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRDO.txt
[2025-11-27T19:46:14.362956] [INFO ] [sig       ] [826/3661] Completed CRDO in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.8m
[2025-11-27T19:46:14.363005] [INFO ] [sig       ] [827/3661] Forecasting CREG...
[2025-11-27T19:46:14.363040] [INFO ] [sig       ] Generating forecast for: CREG
[2025-11-27T19:46:14.363099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-11-27T19:46:14.374255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-11-27T19:46:14.374676] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-11-27T19:46:14.375467] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-11-27T19:46:14.375530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:14.375590] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:14.375633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:14.375700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:14.431612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:14.432465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:14.432562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:14.432622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:14.535560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:14.535702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:14.535748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:14.535803] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:14.538877] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-11-27T19:46:14.539158] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-11-27T19:46:14.539289] [INFO ] [sig       ] CREG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:14.674091] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CREG.txt
[2025-11-27T19:46:14.674248] [INFO ] [sig       ] [827/3661] Completed CREG in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:14.674298] [INFO ] [sig       ] [828/3661] Forecasting CRESY...
[2025-11-27T19:46:14.674337] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-11-27T19:46:14.674374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-11-27T19:46:14.685662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-11-27T19:46:14.685959] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-11-27T19:46:14.686762] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-11-27T19:46:14.686823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:14.686863] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:14.686908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:14.687047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:14.742807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:14.743711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:14.743807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:14.743850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:14.862188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:14.862362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:14.862410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:14.862449] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:14.865748] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-11-27T19:46:14.866035] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-11-27T19:46:14.866166] [INFO ] [sig       ] CRESY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:15.000866] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRESY.txt
[2025-11-27T19:46:15.001047] [INFO ] [sig       ] [828/3661] Completed CRESY in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:15.001098] [INFO ] [sig       ] [829/3661] Forecasting CREX...
[2025-11-27T19:46:15.001130] [INFO ] [sig       ] Generating forecast for: CREX
[2025-11-27T19:46:15.001169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-11-27T19:46:15.012449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-11-27T19:46:15.012887] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-11-27T19:46:15.013757] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-11-27T19:46:15.013823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:15.013864] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:15.013899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:15.013982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:15.069014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:15.069902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:15.070000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:15.070043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:15.192191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:15.192354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:15.192404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:15.192441] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:15.195806] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-11-27T19:46:15.196092] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-11-27T19:46:15.196222] [INFO ] [sig       ] CREX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:15.331235] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CREX.txt
[2025-11-27T19:46:15.331377] [INFO ] [sig       ] [829/3661] Completed CREX in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:15.331426] [INFO ] [sig       ] [830/3661] Forecasting CRGO...
[2025-11-27T19:46:15.331465] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-11-27T19:46:15.331504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-11-27T19:46:15.343165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-11-27T19:46:15.343544] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-11-27T19:46:15.344400] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-11-27T19:46:15.344477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:15.344522] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:15.344558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:15.344710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:15.405998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:15.406791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:15.406883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:15.406926] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:15.537603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:15.537772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:15.537833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:15.537884] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:15.541457] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=47.16%)
[2025-11-27T19:46:15.541800] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-11-27T19:46:15.541959] [INFO ] [sig       ] CRGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:15.694109] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRGO.txt
[2025-11-27T19:46:15.694299] [INFO ] [sig       ] [830/3661] Completed CRGO in 0.4s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:15.694362] [INFO ] [sig       ] [831/3661] Forecasting CRGY...
[2025-11-27T19:46:15.694414] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-11-27T19:46:15.694484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-11-27T19:46:15.705870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-11-27T19:46:15.706198] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-11-27T19:46:15.707003] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-11-27T19:46:15.707067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:15.707107] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:15.707152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:15.707236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:15.765163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:15.766035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:15.766128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:15.766172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:15.885417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:15.885607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:15.885658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:15.885693] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:15.889116] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-11-27T19:46:15.889404] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-11-27T19:46:15.889557] [INFO ] [sig       ] CRGY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:16.024119] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRGY.txt
[2025-11-27T19:46:16.024287] [INFO ] [sig       ] [831/3661] Completed CRGY in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:16.024338] [INFO ] [sig       ] [832/3661] Forecasting CRH...
[2025-11-27T19:46:16.024376] [INFO ] [sig       ] Generating forecast for: CRH
[2025-11-27T19:46:16.024413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-11-27T19:46:16.035155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-11-27T19:46:16.035458] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-11-27T19:46:16.036235] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-11-27T19:46:16.036300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:16.036342] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:16.036378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:16.036442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:16.091333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:16.092007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:16.092096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:16.092134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:16.211122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:16.211292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:16.211344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:16.211378] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:16.214697] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-27T19:46:16.214975] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-11-27T19:46:16.215105] [INFO ] [sig       ] CRH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:16.348672] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRH.txt
[2025-11-27T19:46:16.348863] [INFO ] [sig       ] [832/3661] Completed CRH in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:16.348912] [INFO ] [sig       ] [833/3661] Forecasting CRI...
[2025-11-27T19:46:16.348950] [INFO ] [sig       ] Generating forecast for: CRI
[2025-11-27T19:46:16.348988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-11-27T19:46:16.361063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-11-27T19:46:16.361445] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-11-27T19:46:16.362232] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-11-27T19:46:16.362294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:16.362336] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:16.362373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:16.362437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:16.419679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:16.420567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:16.420681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:16.420735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:16.542093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:16.542252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:16.542303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:16.542337] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:16.545604] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-11-27T19:46:16.545891] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-11-27T19:46:16.546024] [INFO ] [sig       ] CRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:16.682470] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRI.txt
[2025-11-27T19:46:16.682655] [INFO ] [sig       ] [833/3661] Completed CRI in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:16.682718] [INFO ] [sig       ] [834/3661] Forecasting CRIS...
[2025-11-27T19:46:16.682759] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-11-27T19:46:16.682815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-11-27T19:46:16.694373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-11-27T19:46:16.694714] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-11-27T19:46:16.695500] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-11-27T19:46:16.695565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:16.695632] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:16.695681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:16.695765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:16.751875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:16.752514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:16.752631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:16.752682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:16.873316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:16.873480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:16.873530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:16.873585] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:16.877543] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-11-27T19:46:16.877942] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-11-27T19:46:16.878140] [INFO ] [sig       ] CRIS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:17.015889] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRIS.txt
[2025-11-27T19:46:17.016034] [INFO ] [sig       ] [834/3661] Completed CRIS in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:17.016083] [INFO ] [sig       ] [835/3661] Forecasting CRK...
[2025-11-27T19:46:17.016123] [INFO ] [sig       ] Generating forecast for: CRK
[2025-11-27T19:46:17.016160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-11-27T19:46:17.026841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-11-27T19:46:17.027135] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-11-27T19:46:17.027938] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-11-27T19:46:17.028003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:17.028055] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:17.028101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:17.028206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:17.084994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:17.085656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:17.085748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:17.085800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:17.204360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:17.204524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:17.204587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:17.204628] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:17.207890] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-11-27T19:46:17.208229] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-11-27T19:46:17.208374] [INFO ] [sig       ] CRK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:17.344876] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRK.txt
[2025-11-27T19:46:17.345032] [INFO ] [sig       ] [835/3661] Completed CRK in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:17.345082] [INFO ] [sig       ] [836/3661] Forecasting CRL...
[2025-11-27T19:46:17.345120] [INFO ] [sig       ] Generating forecast for: CRL
[2025-11-27T19:46:17.345158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-11-27T19:46:17.356712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-11-27T19:46:17.357056] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-11-27T19:46:17.357856] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-11-27T19:46:17.357920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:17.357961] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:17.357998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:17.358062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:17.413298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:17.414253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:17.414349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:17.414392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:17.537068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:17.537239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:17.537288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:17.537327] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:17.540689] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=72.95%)
[2025-11-27T19:46:17.540973] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-11-27T19:46:17.541109] [INFO ] [sig       ] CRL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:17.676288] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRL.txt
[2025-11-27T19:46:17.676440] [INFO ] [sig       ] [836/3661] Completed CRL in 0.3s | 3.00 sym/s | Total: 4.6m | ETA: 15.7m
[2025-11-27T19:46:17.676489] [INFO ] [sig       ] [837/3661] Forecasting CRM...
[2025-11-27T19:46:17.676528] [INFO ] [sig       ] Generating forecast for: CRM
[2025-11-27T19:46:17.676565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-11-27T19:46:17.688238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-11-27T19:46:17.688592] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-11-27T19:46:17.689351] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-11-27T19:46:17.689416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:17.689457] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:17.689495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:17.689563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:17.744654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:17.745338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:17.745428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:17.745470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:17.866291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:17.866464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:17.866531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:17.866590] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:17.869896] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-11-27T19:46:17.870186] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-11-27T19:46:17.870320] [INFO ] [sig       ] CRM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:18.007074] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRM.txt
[2025-11-27T19:46:18.007255] [INFO ] [sig       ] [837/3661] Completed CRM in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.7m
[2025-11-27T19:46:18.007305] [INFO ] [sig       ] [838/3661] Forecasting CRMD...
[2025-11-27T19:46:18.007344] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-11-27T19:46:18.007381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-11-27T19:46:18.018353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-11-27T19:46:18.018684] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-11-27T19:46:18.019442] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-11-27T19:46:18.019504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:18.019544] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:18.019599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:18.019666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:18.074382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:18.075193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:18.075282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:18.075320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:18.189838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:18.190006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:18.190054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:18.190092] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:18.193317] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-11-27T19:46:18.193640] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-11-27T19:46:18.193777] [INFO ] [sig       ] CRMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:18.332501] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRMD.txt
[2025-11-27T19:46:18.332679] [INFO ] [sig       ] [838/3661] Completed CRMD in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.7m
[2025-11-27T19:46:18.332730] [INFO ] [sig       ] [839/3661] Forecasting CRML...
[2025-11-27T19:46:18.332770] [INFO ] [sig       ] Generating forecast for: CRML
[2025-11-27T19:46:18.332809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-11-27T19:46:18.343753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-11-27T19:46:18.344073] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-11-27T19:46:18.344998] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-11-27T19:46:18.345062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:18.345106] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:18.345143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:18.345225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:18.399801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:18.400531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:18.400636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:18.400680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:18.521249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:18.521424] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:46:18.521472] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:18.521510] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:18.524868] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=49.13%)
[2025-11-27T19:46:18.525181] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-11-27T19:46:18.525324] [INFO ] [sig       ] CRML: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:18.666022] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRML.txt
[2025-11-27T19:46:18.666212] [INFO ] [sig       ] [839/3661] Completed CRML in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.7m
[2025-11-27T19:46:18.666264] [INFO ] [sig       ] [840/3661] Forecasting CRNC...
[2025-11-27T19:46:18.666307] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-11-27T19:46:18.666369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-11-27T19:46:18.677204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-11-27T19:46:18.677509] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-11-27T19:46:18.678324] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-11-27T19:46:18.678389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:18.678433] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:18.678470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:18.678536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:18.733642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:18.734318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:18.734406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:18.734448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:18.854504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:18.854691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:18.854740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:18.854779] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:18.857969] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-11-27T19:46:18.858270] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-11-27T19:46:18.858405] [INFO ] [sig       ] CRNC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:18.995932] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRNC.txt
[2025-11-27T19:46:18.996114] [INFO ] [sig       ] [840/3661] Completed CRNC in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.7m
[2025-11-27T19:46:18.996164] [INFO ] [sig       ] [841/3661] Forecasting CRNX...
[2025-11-27T19:46:18.996203] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-11-27T19:46:18.996243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-11-27T19:46:19.007492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-11-27T19:46:19.007880] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-11-27T19:46:19.008696] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-11-27T19:46:19.008759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:19.008811] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:19.008850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:19.008914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:19.064439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:19.065253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:19.065343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:19.065387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:19.188429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:19.188603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:19.188652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:19.188691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:19.191870] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-11-27T19:46:19.192148] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-11-27T19:46:19.192280] [INFO ] [sig       ] CRNX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:19.325817] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRNX.txt
[2025-11-27T19:46:19.325962] [INFO ] [sig       ] [841/3661] Completed CRNX in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.7m
[2025-11-27T19:46:19.326015] [INFO ] [sig       ] [842/3661] Forecasting CRON...
[2025-11-27T19:46:19.326056] [INFO ] [sig       ] Generating forecast for: CRON
[2025-11-27T19:46:19.326095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-11-27T19:46:19.337018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-11-27T19:46:19.337341] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-11-27T19:46:19.338166] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-11-27T19:46:19.338230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:19.338273] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:19.338310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:19.338378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:19.392848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:19.393438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:19.393525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:19.393567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:19.512832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:19.513009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:19.513058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:19.513094] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:19.516450] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=60.07%)
[2025-11-27T19:46:19.516780] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-11-27T19:46:19.516921] [INFO ] [sig       ] CRON: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:19.655970] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRON.txt
[2025-11-27T19:46:19.656154] [INFO ] [sig       ] [842/3661] Completed CRON in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.7m
[2025-11-27T19:46:19.656205] [INFO ] [sig       ] [843/3661] Forecasting CROX...
[2025-11-27T19:46:19.656236] [INFO ] [sig       ] Generating forecast for: CROX
[2025-11-27T19:46:19.656270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-11-27T19:46:19.667910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-11-27T19:46:19.668279] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-11-27T19:46:19.669083] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-11-27T19:46:19.669147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:19.669189] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:19.669235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:19.669316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:19.723066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:19.723802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:19.723895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:19.723947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:19.838973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:19.839148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:19.839197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:19.839233] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:19.842450] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-11-27T19:46:19.842761] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-11-27T19:46:19.842897] [INFO ] [sig       ] CROX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:19.995838] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CROX.txt
[2025-11-27T19:46:19.996020] [INFO ] [sig       ] [843/3661] Completed CROX in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.7m
[2025-11-27T19:46:19.996072] [INFO ] [sig       ] [844/3661] Forecasting CRS...
[2025-11-27T19:46:19.996111] [INFO ] [sig       ] Generating forecast for: CRS
[2025-11-27T19:46:19.996167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-11-27T19:46:20.007321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-11-27T19:46:20.007711] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-11-27T19:46:20.008540] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-11-27T19:46:20.008624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:20.008668] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:20.008706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:20.008771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:20.065607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:20.066449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:20.066546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:20.066607] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:20.189131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:20.189311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:20.189362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:20.189406] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:20.192750] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-11-27T19:46:20.193066] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-11-27T19:46:20.193220] [INFO ] [sig       ] CRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:20.332926] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRS.txt
[2025-11-27T19:46:20.333106] [INFO ] [sig       ] [844/3661] Completed CRS in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.7m
[2025-11-27T19:46:20.333159] [INFO ] [sig       ] [845/3661] Forecasting CRSP...
[2025-11-27T19:46:20.333210] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-11-27T19:46:20.333272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-11-27T19:46:20.344863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-11-27T19:46:20.345214] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-11-27T19:46:20.346054] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-11-27T19:46:20.346119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:20.346162] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:20.346199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:20.346265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:20.406847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:20.407628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:20.407721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:20.407766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:20.527493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:20.527675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:20.527733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:20.527779] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:20.531042] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-11-27T19:46:20.531318] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-11-27T19:46:20.531448] [INFO ] [sig       ] CRSP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:20.666656] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRSP.txt
[2025-11-27T19:46:20.666814] [INFO ] [sig       ] [845/3661] Completed CRSP in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:20.666863] [INFO ] [sig       ] [846/3661] Forecasting CRTO...
[2025-11-27T19:46:20.666900] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-11-27T19:46:20.666940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-11-27T19:46:20.679155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-11-27T19:46:20.679554] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-11-27T19:46:20.680363] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-11-27T19:46:20.680427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:20.680469] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:20.680506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:20.680591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:20.739010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:20.739751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:20.739858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:20.739904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:20.862309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:20.862477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:20.862528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:20.862566] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:20.865808] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-11-27T19:46:20.866079] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-11-27T19:46:20.866208] [INFO ] [sig       ] CRTO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:21.001513] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRTO.txt
[2025-11-27T19:46:21.001670] [INFO ] [sig       ] [846/3661] Completed CRTO in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:21.001721] [INFO ] [sig       ] [847/3661] Forecasting CRUS...
[2025-11-27T19:46:21.001756] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-11-27T19:46:21.001816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-11-27T19:46:21.013929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-11-27T19:46:21.014263] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-11-27T19:46:21.015088] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-11-27T19:46:21.015151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:21.015193] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:21.015229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:21.015293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:21.070686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:21.071356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:21.071451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:21.071496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:21.191185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:21.191360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:21.191408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:21.191440] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:21.195246] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-11-27T19:46:21.195526] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-11-27T19:46:21.195686] [INFO ] [sig       ] CRUS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:21.330700] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CRUS.txt
[2025-11-27T19:46:21.330849] [INFO ] [sig       ] [847/3661] Completed CRUS in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:21.330898] [INFO ] [sig       ] [848/3661] Forecasting CRVL...
[2025-11-27T19:46:21.330936] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-11-27T19:46:21.330988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-11-27T19:46:21.341691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-11-27T19:46:21.341967] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-11-27T19:46:21.342788] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-11-27T19:46:21.342851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:21.342891] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:21.342926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:21.342988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:21.399768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:21.400428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:21.400518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:21.400561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:21.521565] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:21.521739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:21.521788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:21.521840] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:21.525093] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-11-27T19:46:21.525363] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-11-27T19:46:21.525500] [INFO ] [sig       ] CRVL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:21.662829] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRVL.txt
[2025-11-27T19:46:21.662979] [INFO ] [sig       ] [848/3661] Completed CRVL in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:21.663031] [INFO ] [sig       ] [849/3661] Forecasting CRVO...
[2025-11-27T19:46:21.663072] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-11-27T19:46:21.663113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-11-27T19:46:21.673878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-11-27T19:46:21.674163] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-11-27T19:46:21.674970] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-11-27T19:46:21.675035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:21.675078] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:21.675116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:21.675181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:21.731028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:21.732014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:21.732117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:21.732163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:21.852879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:21.853059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:21.853110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:21.853150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:21.856503] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=54.49%)
[2025-11-27T19:46:21.856841] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-11-27T19:46:21.856986] [INFO ] [sig       ] CRVO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:21.992299] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRVO.txt
[2025-11-27T19:46:21.992441] [INFO ] [sig       ] [849/3661] Completed CRVO in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:21.992492] [INFO ] [sig       ] [850/3661] Forecasting CRVS...
[2025-11-27T19:46:21.992539] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-11-27T19:46:21.992620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-11-27T19:46:22.003612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-11-27T19:46:22.003893] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-11-27T19:46:22.004671] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-11-27T19:46:22.004733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:22.004773] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:22.004810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:22.004875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:22.063080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:22.063928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:22.064027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:22.064087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:22.189046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:22.189211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:22.189259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:22.189297] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:22.192513] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=56.15%)
[2025-11-27T19:46:22.192804] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-11-27T19:46:22.192935] [INFO ] [sig       ] CRVS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:22.328206] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRVS.txt
[2025-11-27T19:46:22.328361] [INFO ] [sig       ] [850/3661] Completed CRVS in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:22.328412] [INFO ] [sig       ] [851/3661] Forecasting CRWD...
[2025-11-27T19:46:22.328451] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-11-27T19:46:22.328488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-11-27T19:46:22.338959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-11-27T19:46:22.339224] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-11-27T19:46:22.339999] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-11-27T19:46:22.340060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:22.340100] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:22.340138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:22.340201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:22.397732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:22.398360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:22.398446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:22.398482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:22.517803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:22.517945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:22.517991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:22.518026] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:22.521277] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-11-27T19:46:22.521546] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-11-27T19:46:22.521699] [INFO ] [sig       ] CRWD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:22.657640] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRWD.txt
[2025-11-27T19:46:22.657767] [INFO ] [sig       ] [851/3661] Completed CRWD in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:22.657812] [INFO ] [sig       ] [852/3661] Forecasting CRWS...
[2025-11-27T19:46:22.657847] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-11-27T19:46:22.657886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-11-27T19:46:22.668532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-11-27T19:46:22.668870] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-11-27T19:46:22.669871] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-11-27T19:46:22.669945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:22.669986] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:22.670035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:22.670291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:22.725657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:22.726269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:22.726353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:22.726394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:22.831952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:22.832105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:22.832152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:22.832189] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:22.835370] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-11-27T19:46:22.835664] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-11-27T19:46:22.835807] [INFO ] [sig       ] CRWS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:22.970338] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CRWS.txt
[2025-11-27T19:46:22.970489] [INFO ] [sig       ] [852/3661] Completed CRWS in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:22.970537] [INFO ] [sig       ] [853/3661] Forecasting CSAN...
[2025-11-27T19:46:22.970588] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-11-27T19:46:22.970627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-11-27T19:46:22.980981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-11-27T19:46:22.981267] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-11-27T19:46:22.982068] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-11-27T19:46:22.982130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:22.982169] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:22.982214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:22.982287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:23.037968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:23.038673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:23.038759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:23.038797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:23.151649] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:23.151809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:23.151864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:23.151910] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:23.155170] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-11-27T19:46:23.155463] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-11-27T19:46:23.155628] [INFO ] [sig       ] CSAN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:23.290877] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSAN.txt
[2025-11-27T19:46:23.291029] [INFO ] [sig       ] [853/3661] Completed CSAN in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:23.291078] [INFO ] [sig       ] [854/3661] Forecasting CSB...
[2025-11-27T19:46:23.291118] [INFO ] [sig       ] Generating forecast for: CSB
[2025-11-27T19:46:23.291157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-11-27T19:46:23.302230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-11-27T19:46:23.302601] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-11-27T19:46:23.303416] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-11-27T19:46:23.303480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:23.303529] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:23.303590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:23.303668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:23.357713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:23.358557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:23.358669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:23.358713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:23.467456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:23.467634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:23.467679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:23.467718] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:23.471089] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=34.32%)
[2025-11-27T19:46:23.471384] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-11-27T19:46:23.471514] [INFO ] [sig       ] CSB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:23.605417] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSB.txt
[2025-11-27T19:46:23.605612] [INFO ] [sig       ] [854/3661] Completed CSB in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:23.605665] [INFO ] [sig       ] [855/3661] Forecasting CSCO...
[2025-11-27T19:46:23.605698] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-11-27T19:46:23.605731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-11-27T19:46:23.617146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-11-27T19:46:23.617476] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-11-27T19:46:23.618273] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-11-27T19:46:23.618336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:23.618379] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:23.618416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:23.618474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:23.674971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:23.675745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:23.675834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:23.675876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:23.795785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:23.795961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:23.796011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:23.796050] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:23.799313] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=25.06%)
[2025-11-27T19:46:23.799609] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-11-27T19:46:23.799740] [INFO ] [sig       ] CSCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:23.935001] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSCO.txt
[2025-11-27T19:46:23.935167] [INFO ] [sig       ] [855/3661] Completed CSCO in 0.3s | 3.00 sym/s | Total: 4.7m | ETA: 15.6m
[2025-11-27T19:46:23.935215] [INFO ] [sig       ] [856/3661] Forecasting CSGP...
[2025-11-27T19:46:23.935254] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-11-27T19:46:23.935320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-11-27T19:46:23.947022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-11-27T19:46:23.947393] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-11-27T19:46:23.948268] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-11-27T19:46:23.948339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:23.948393] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:23.948442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:23.948531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:24.003058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:24.003744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:24.003851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:24.003911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:24.136455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:24.136637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:24.136701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:24.136756] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:24.140076] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=36.63%)
[2025-11-27T19:46:24.140368] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-11-27T19:46:24.140516] [INFO ] [sig       ] CSGP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:24.278452] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSGP.txt
[2025-11-27T19:46:24.278638] [INFO ] [sig       ] [856/3661] Completed CSGP in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.6m
[2025-11-27T19:46:24.278712] [INFO ] [sig       ] [857/3661] Forecasting CSGS...
[2025-11-27T19:46:24.278756] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-11-27T19:46:24.278799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-11-27T19:46:24.290424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-11-27T19:46:24.290847] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-11-27T19:46:24.291716] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-11-27T19:46:24.291795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:24.291848] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:24.291889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:24.291955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:24.349723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:24.350486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:24.350602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:24.350658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:24.473050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:24.473227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:24.473276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:24.473312] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:24.476606] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2025-11-27T19:46:24.476902] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-11-27T19:46:24.477041] [INFO ] [sig       ] CSGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:24.615365] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSGS.txt
[2025-11-27T19:46:24.615533] [INFO ] [sig       ] [857/3661] Completed CSGS in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.6m
[2025-11-27T19:46:24.615606] [INFO ] [sig       ] [858/3661] Forecasting CSIQ...
[2025-11-27T19:46:24.615659] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-11-27T19:46:24.615730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-11-27T19:46:24.626567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-11-27T19:46:24.626901] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-11-27T19:46:24.627726] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-11-27T19:46:24.627789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:24.627843] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:24.627888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:24.627954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:24.682015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:24.682662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:24.682750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:24.682803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:24.808658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:24.808810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:24.808861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:24.808908] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:24.812216] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-11-27T19:46:24.812500] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-11-27T19:46:24.812658] [INFO ] [sig       ] CSIQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:24.947079] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSIQ.txt
[2025-11-27T19:46:24.947259] [INFO ] [sig       ] [858/3661] Completed CSIQ in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.6m
[2025-11-27T19:46:24.947309] [INFO ] [sig       ] [859/3661] Forecasting CSPI...
[2025-11-27T19:46:24.947348] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-11-27T19:46:24.947458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-11-27T19:46:24.958322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-11-27T19:46:24.958695] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-11-27T19:46:24.959464] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-11-27T19:46:24.959528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:24.959590] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:24.959628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:24.959703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:25.014751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:25.015463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:25.015550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:25.015610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:25.124915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:25.125070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:25.125118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:25.125170] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:25.128410] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-11-27T19:46:25.128708] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-11-27T19:46:25.128843] [INFO ] [sig       ] CSPI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:25.263378] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSPI.txt
[2025-11-27T19:46:25.263523] [INFO ] [sig       ] [859/3661] Completed CSPI in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.6m
[2025-11-27T19:46:25.263603] [INFO ] [sig       ] [860/3661] Forecasting CSQ...
[2025-11-27T19:46:25.263659] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-11-27T19:46:25.263710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-11-27T19:46:25.275272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-11-27T19:46:25.275565] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-11-27T19:46:25.276345] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-11-27T19:46:25.276415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:25.276452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:25.276490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:25.276553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:25.333816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:25.334564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:25.334674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:25.334719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:25.453942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:25.454094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:25.454144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:25.454185] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:25.457515] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-11-27T19:46:25.457818] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-11-27T19:46:25.457959] [INFO ] [sig       ] CSQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:25.596699] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CSQ.txt
[2025-11-27T19:46:25.596867] [INFO ] [sig       ] [860/3661] Completed CSQ in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.6m
[2025-11-27T19:46:25.596932] [INFO ] [sig       ] [861/3661] Forecasting CSTL...
[2025-11-27T19:46:25.596971] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-11-27T19:46:25.597014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-11-27T19:46:25.617250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-11-27T19:46:25.617650] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-11-27T19:46:25.618495] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-11-27T19:46:25.618562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:25.618627] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:25.618667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:25.618734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:25.677044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:25.677819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:25.677919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:25.677966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:25.802625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:25.802785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:25.802833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:25.802872] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:25.806091] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=24.15%)
[2025-11-27T19:46:25.806372] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-11-27T19:46:25.806501] [INFO ] [sig       ] CSTL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:25.941006] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSTL.txt
[2025-11-27T19:46:25.941159] [INFO ] [sig       ] [861/3661] Completed CSTL in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.6m
[2025-11-27T19:46:25.941209] [INFO ] [sig       ] [862/3661] Forecasting CSTM...
[2025-11-27T19:46:25.941247] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-11-27T19:46:25.941303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-11-27T19:46:25.953124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-11-27T19:46:25.953452] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-11-27T19:46:25.954232] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-11-27T19:46:25.954294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:25.954335] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:25.954370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:25.954434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:26.009326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:26.010052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:26.010141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:26.010184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:26.127840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:26.127999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:26.128049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:26.128088] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:26.131419] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2025-11-27T19:46:26.131723] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-11-27T19:46:26.131861] [INFO ] [sig       ] CSTM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:26.266180] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CSTM.txt
[2025-11-27T19:46:26.266325] [INFO ] [sig       ] [862/3661] Completed CSTM in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:26.266374] [INFO ] [sig       ] [863/3661] Forecasting CSWC...
[2025-11-27T19:46:26.266412] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-11-27T19:46:26.266448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-11-27T19:46:26.277187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-11-27T19:46:26.277455] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-11-27T19:46:26.278244] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-11-27T19:46:26.278306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:26.278347] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:26.278383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:26.278457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:26.333363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:26.334053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:26.334142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:26.334184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:26.454442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:26.454626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:26.454678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:26.454716] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:26.457957] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-11-27T19:46:26.458259] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-11-27T19:46:26.458395] [INFO ] [sig       ] CSWC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:26.593232] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSWC.txt
[2025-11-27T19:46:26.593417] [INFO ] [sig       ] [863/3661] Completed CSWC in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:26.593477] [INFO ] [sig       ] [864/3661] Forecasting CSX...
[2025-11-27T19:46:26.593530] [INFO ] [sig       ] Generating forecast for: CSX
[2025-11-27T19:46:26.593589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-11-27T19:46:26.606197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-11-27T19:46:26.606559] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-11-27T19:46:26.607346] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-11-27T19:46:26.607422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:26.607487] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:26.607531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:26.607656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:26.666041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:26.666931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:26.667027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:26.667086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:26.792740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:26.792912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:26.792968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:26.793023] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:26.796610] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2025-11-27T19:46:26.796949] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-11-27T19:46:26.797133] [INFO ] [sig       ] CSX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:26.939953] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CSX.txt
[2025-11-27T19:46:26.940118] [INFO ] [sig       ] [864/3661] Completed CSX in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:26.940175] [INFO ] [sig       ] [865/3661] Forecasting CTAS...
[2025-11-27T19:46:26.940208] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-11-27T19:46:26.940242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-11-27T19:46:26.952091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-11-27T19:46:26.952411] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-11-27T19:46:26.953199] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-11-27T19:46:26.953274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:26.953318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:26.953357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:26.953423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:27.015536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:27.016594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:27.016708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:27.016763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:27.134630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:27.134794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:27.134843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:27.134880] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:27.138131] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2025-11-27T19:46:27.138411] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-11-27T19:46:27.138540] [INFO ] [sig       ] CTAS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:27.274071] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTAS.txt
[2025-11-27T19:46:27.274223] [INFO ] [sig       ] [865/3661] Completed CTAS in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:27.274272] [INFO ] [sig       ] [866/3661] Forecasting CTBB...
[2025-11-27T19:46:27.274310] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-11-27T19:46:27.274347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-11-27T19:46:27.285603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-11-27T19:46:27.285884] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-11-27T19:46:27.286662] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-11-27T19:46:27.286724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:27.286765] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:27.286803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:27.286868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:27.343379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:27.344257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:27.344350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:27.344395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:27.460903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:27.461066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:27.461114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:27.461152] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:27.464369] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-11-27T19:46:27.464671] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-11-27T19:46:27.464798] [INFO ] [sig       ] CTBB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:27.599146] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTBB.txt
[2025-11-27T19:46:27.599304] [INFO ] [sig       ] [866/3661] Completed CTBB in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:27.599369] [INFO ] [sig       ] [867/3661] Forecasting CTBI...
[2025-11-27T19:46:27.599410] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-11-27T19:46:27.599481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-11-27T19:46:27.610659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-11-27T19:46:27.610953] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-11-27T19:46:27.611729] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-11-27T19:46:27.611793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:27.611835] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:27.611871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:27.611935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:27.667863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:27.668539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:27.668645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:27.668699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:27.797958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:27.798138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:27.798193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:27.798234] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:27.801613] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-11-27T19:46:27.801898] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-11-27T19:46:27.802056] [INFO ] [sig       ] CTBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:27.940083] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CTBI.txt
[2025-11-27T19:46:27.940260] [INFO ] [sig       ] [867/3661] Completed CTBI in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:27.940310] [INFO ] [sig       ] [868/3661] Forecasting CTDD...
[2025-11-27T19:46:27.940376] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-11-27T19:46:27.940415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-11-27T19:46:27.952456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-11-27T19:46:27.952847] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-11-27T19:46:27.953737] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-11-27T19:46:27.953796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:27.953843] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:27.953880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:27.953949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:28.009360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:28.010239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:28.010332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:28.010376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:28.134070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:28.134260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:28.134313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:28.134350] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:28.137786] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-11-27T19:46:28.138074] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-11-27T19:46:28.138231] [INFO ] [sig       ] CTDD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:28.274413] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTDD.txt
[2025-11-27T19:46:28.274592] [INFO ] [sig       ] [868/3661] Completed CTDD in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:28.274643] [INFO ] [sig       ] [869/3661] Forecasting CTKB...
[2025-11-27T19:46:28.274678] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-11-27T19:46:28.274716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-11-27T19:46:28.285669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-11-27T19:46:28.286060] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-11-27T19:46:28.286917] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-11-27T19:46:28.286986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:28.287028] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:28.287065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:28.287128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:28.344212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:28.345062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:28.345152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:28.345194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:28.458776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:28.458951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:28.459002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:28.459039] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:28.462298] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=84.16%)
[2025-11-27T19:46:28.462601] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-11-27T19:46:28.462742] [INFO ] [sig       ] CTKB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:28.598256] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTKB.txt
[2025-11-27T19:46:28.598430] [INFO ] [sig       ] [869/3661] Completed CTKB in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:28.598486] [INFO ] [sig       ] [870/3661] Forecasting CTLP...
[2025-11-27T19:46:28.598519] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-11-27T19:46:28.598556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-11-27T19:46:28.609516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-11-27T19:46:28.609881] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-11-27T19:46:28.610712] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-11-27T19:46:28.610773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:28.610813] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:28.610847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:28.610908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:28.665610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:28.666441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:28.666534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:28.666592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:28.782691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:28.782862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:28.782910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:28.782949] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:28.786313] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-11-27T19:46:28.786658] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-11-27T19:46:28.786802] [INFO ] [sig       ] CTLP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:28.924121] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTLP.txt
[2025-11-27T19:46:28.924290] [INFO ] [sig       ] [870/3661] Completed CTLP in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:28.924341] [INFO ] [sig       ] [871/3661] Forecasting CTMX...
[2025-11-27T19:46:28.924383] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-11-27T19:46:28.924421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-11-27T19:46:28.935050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-11-27T19:46:28.935412] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-11-27T19:46:28.936327] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-11-27T19:46:28.936393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:28.936437] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:28.936472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:28.936537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:28.992339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:28.993180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:28.993274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:28.993317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:29.112306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:29.112485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:29.112535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:29.112590] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:29.115911] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-11-27T19:46:29.116220] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-11-27T19:46:29.116361] [INFO ] [sig       ] CTMX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:29.251672] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTMX.txt
[2025-11-27T19:46:29.251816] [INFO ] [sig       ] [871/3661] Completed CTMX in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:29.251872] [INFO ] [sig       ] [872/3661] Forecasting CTNM...
[2025-11-27T19:46:29.251905] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-11-27T19:46:29.251947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-11-27T19:46:29.262478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-11-27T19:46:29.262770] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-11-27T19:46:29.263563] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-11-27T19:46:29.263660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:29.263713] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:29.263763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:29.263846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:29.318477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:29.319103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:29.319200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:29.319256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:29.441350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:29.441543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:29.441622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:29.441677] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:29.445157] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=74.47%)
[2025-11-27T19:46:29.445449] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-11-27T19:46:29.445616] [INFO ] [sig       ] CTNM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:29.581724] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTNM.txt
[2025-11-27T19:46:29.581919] [INFO ] [sig       ] [872/3661] Completed CTNM in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:29.581971] [INFO ] [sig       ] [873/3661] Forecasting CTO...
[2025-11-27T19:46:29.582013] [INFO ] [sig       ] Generating forecast for: CTO
[2025-11-27T19:46:29.582073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-11-27T19:46:29.596622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-11-27T19:46:29.597031] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-11-27T19:46:29.597855] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-11-27T19:46:29.597921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:29.597965] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:29.598003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:29.598070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:29.655187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:29.656087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:29.656183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:29.656227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:29.777077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:29.777249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:29.777299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:29.777336] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:29.780675] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-11-27T19:46:29.780953] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-11-27T19:46:29.781087] [INFO ] [sig       ] CTO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:29.915994] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTO.txt
[2025-11-27T19:46:29.916161] [INFO ] [sig       ] [873/3661] Completed CTO in 0.3s | 3.00 sym/s | Total: 4.8m | ETA: 15.5m
[2025-11-27T19:46:29.916209] [INFO ] [sig       ] [874/3661] Forecasting CTRA...
[2025-11-27T19:46:29.916245] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-11-27T19:46:29.916284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-11-27T19:46:29.927445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-11-27T19:46:29.927768] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-11-27T19:46:29.928599] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-11-27T19:46:29.928662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:29.928702] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:29.928737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:29.928800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:29.983185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:29.984104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:29.984197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:29.984240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:30.096153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:30.096319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:30.096371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:30.096411] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:30.099863] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=61.98%)
[2025-11-27T19:46:30.100197] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-11-27T19:46:30.100343] [INFO ] [sig       ] CTRA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:30.242557] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTRA.txt
[2025-11-27T19:46:30.242722] [INFO ] [sig       ] [874/3661] Completed CTRA in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.5m
[2025-11-27T19:46:30.242773] [INFO ] [sig       ] [875/3661] Forecasting CTRE...
[2025-11-27T19:46:30.242814] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-11-27T19:46:30.242856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-11-27T19:46:30.253742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-11-27T19:46:30.254026] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-11-27T19:46:30.254801] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-11-27T19:46:30.254863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:30.254903] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:30.254940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:30.255002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:30.314998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:30.315769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:30.315858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:30.315901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:30.437347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:30.437517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:30.437584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:30.437625] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:30.441028] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=61.09%)
[2025-11-27T19:46:30.441317] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-11-27T19:46:30.441466] [INFO ] [sig       ] CTRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:30.588135] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTRE.txt
[2025-11-27T19:46:30.588322] [INFO ] [sig       ] [875/3661] Completed CTRE in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.5m
[2025-11-27T19:46:30.588373] [INFO ] [sig       ] [876/3661] Forecasting CTRM...
[2025-11-27T19:46:30.588413] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-11-27T19:46:30.588471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-11-27T19:46:30.599717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-11-27T19:46:30.600075] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-11-27T19:46:30.600893] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-11-27T19:46:30.600956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:30.601002] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:30.601040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:30.601103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:30.659508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:30.660432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:30.660529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:30.660591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:30.779517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:30.779708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:30.779759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:30.779794] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:30.783074] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-11-27T19:46:30.783364] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-11-27T19:46:30.783498] [INFO ] [sig       ] CTRM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:30.923042] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CTRM.txt
[2025-11-27T19:46:30.923229] [INFO ] [sig       ] [876/3661] Completed CTRM in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.5m
[2025-11-27T19:46:30.923278] [INFO ] [sig       ] [877/3661] Forecasting CTRN...
[2025-11-27T19:46:30.923317] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-11-27T19:46:30.923353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-11-27T19:46:30.934236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-11-27T19:46:30.934544] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-11-27T19:46:30.935361] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-11-27T19:46:30.935425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:30.935466] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:30.935508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:30.935634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:30.991398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:30.992221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:30.992322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:30.992373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:31.113606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:31.113785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:31.113834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:31.113873] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:31.117137] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2025-11-27T19:46:31.117423] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-11-27T19:46:31.117560] [INFO ] [sig       ] CTRN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:31.253796] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CTRN.txt
[2025-11-27T19:46:31.254008] [INFO ] [sig       ] [877/3661] Completed CTRN in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.5m
[2025-11-27T19:46:31.254065] [INFO ] [sig       ] [878/3661] Forecasting CTS...
[2025-11-27T19:46:31.254107] [INFO ] [sig       ] Generating forecast for: CTS
[2025-11-27T19:46:31.254144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-11-27T19:46:31.265901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-11-27T19:46:31.266375] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-11-27T19:46:31.267210] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-11-27T19:46:31.267276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:31.267319] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:31.267359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:31.267434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:31.325114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:31.325998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:31.326094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:31.326139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:31.451483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:31.451666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:31.451718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:31.451757] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:31.455194] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-11-27T19:46:31.455499] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-11-27T19:46:31.455658] [INFO ] [sig       ] CTS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:31.591825] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CTS.txt
[2025-11-27T19:46:31.591981] [INFO ] [sig       ] [878/3661] Completed CTS in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.5m
[2025-11-27T19:46:31.592031] [INFO ] [sig       ] [879/3661] Forecasting CTSH...
[2025-11-27T19:46:31.592068] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-11-27T19:46:31.592126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-11-27T19:46:31.602952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-11-27T19:46:31.603243] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-11-27T19:46:31.604037] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-11-27T19:46:31.604100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:31.604141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:31.604177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:31.604237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:31.659057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:31.659922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:31.660025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:31.660077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:31.776606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:31.776779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:31.776829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:31.776862] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:31.780171] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-11-27T19:46:31.780466] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-11-27T19:46:31.780626] [INFO ] [sig       ] CTSH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:31.918178] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CTSH.txt
[2025-11-27T19:46:31.918330] [INFO ] [sig       ] [879/3661] Completed CTSH in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.5m
[2025-11-27T19:46:31.918386] [INFO ] [sig       ] [880/3661] Forecasting CTVA...
[2025-11-27T19:46:31.918426] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-11-27T19:46:31.918463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-11-27T19:46:31.930432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-11-27T19:46:31.930850] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-11-27T19:46:31.931712] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-11-27T19:46:31.931781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:31.931842] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:31.931898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:31.931998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:31.990979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:31.991897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:31.992008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:31.992068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:32.115272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:32.115466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:32.115543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:32.115620] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:32.119106] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=25.19%)
[2025-11-27T19:46:32.119423] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-11-27T19:46:32.119616] [INFO ] [sig       ] CTVA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:32.258282] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CTVA.txt
[2025-11-27T19:46:32.258460] [INFO ] [sig       ] [880/3661] Completed CTVA in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:32.258536] [INFO ] [sig       ] [881/3661] Forecasting CUBE...
[2025-11-27T19:46:32.258618] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-11-27T19:46:32.258690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-11-27T19:46:32.269741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-11-27T19:46:32.270063] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-11-27T19:46:32.270906] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-11-27T19:46:32.270971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:32.271013] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:32.271051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:32.271121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:32.329294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:32.330047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:32.330138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:32.330182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:32.451242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:32.451405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:32.451454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:32.451491] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:32.454898] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=50.45%)
[2025-11-27T19:46:32.455170] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-11-27T19:46:32.455317] [INFO ] [sig       ] CUBE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:32.592252] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CUBE.txt
[2025-11-27T19:46:32.592400] [INFO ] [sig       ] [881/3661] Completed CUBE in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:32.592450] [INFO ] [sig       ] [882/3661] Forecasting CUBI...
[2025-11-27T19:46:32.592506] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-11-27T19:46:32.592610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-11-27T19:46:32.604156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-11-27T19:46:32.604519] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-11-27T19:46:32.605332] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-11-27T19:46:32.605397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:32.605447] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:32.605491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:32.605584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:32.660031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:32.660674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:32.660758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:32.660807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:32.780674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:32.780847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:32.780894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:32.780929] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:32.784190] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=20.35%)
[2025-11-27T19:46:32.784483] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-11-27T19:46:32.784640] [INFO ] [sig       ] CUBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:32.918812] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CUBI.txt
[2025-11-27T19:46:32.918956] [INFO ] [sig       ] [882/3661] Completed CUBI in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:32.919004] [INFO ] [sig       ] [883/3661] Forecasting CUK...
[2025-11-27T19:46:32.919037] [INFO ] [sig       ] Generating forecast for: CUK
[2025-11-27T19:46:32.919091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-11-27T19:46:32.929680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-11-27T19:46:32.929973] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-11-27T19:46:32.930772] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-11-27T19:46:32.930833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:32.930872] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:32.930907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:32.931000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:32.985567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:32.986389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:32.986480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:32.986521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:33.108588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:33.108759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:33.108808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:33.108864] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:33.112066] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-11-27T19:46:33.112335] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-11-27T19:46:33.112466] [INFO ] [sig       ] CUK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:33.244457] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CUK.txt
[2025-11-27T19:46:33.244632] [INFO ] [sig       ] [883/3661] Completed CUK in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:33.244684] [INFO ] [sig       ] [884/3661] Forecasting CULP...
[2025-11-27T19:46:33.244721] [INFO ] [sig       ] Generating forecast for: CULP
[2025-11-27T19:46:33.244760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-11-27T19:46:33.255249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-11-27T19:46:33.255624] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-11-27T19:46:33.256386] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-11-27T19:46:33.256451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:33.256491] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:33.256528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:33.256607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:33.311011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:33.311953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:33.312047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:33.312095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:33.413186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:33.413347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:33.413395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:33.413434] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:33.416697] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=63.89%)
[2025-11-27T19:46:33.416972] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-11-27T19:46:33.417104] [INFO ] [sig       ] CULP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:33.551759] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CULP.txt
[2025-11-27T19:46:33.551921] [INFO ] [sig       ] [884/3661] Completed CULP in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:33.551980] [INFO ] [sig       ] [885/3661] Forecasting CURI...
[2025-11-27T19:46:33.552016] [INFO ] [sig       ] Generating forecast for: CURI
[2025-11-27T19:46:33.552063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-11-27T19:46:33.563237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-11-27T19:46:33.563599] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-11-27T19:46:33.564367] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-11-27T19:46:33.564431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:33.564472] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:33.564509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:33.564588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:33.619589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:33.620234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:33.620334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:33.620377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:33.738595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:33.738757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:33.738807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:33.738846] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:33.742090] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-11-27T19:46:33.742365] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-11-27T19:46:33.742497] [INFO ] [sig       ] CURI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:33.879755] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CURI.txt
[2025-11-27T19:46:33.879907] [INFO ] [sig       ] [885/3661] Completed CURI in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:33.879956] [INFO ] [sig       ] [886/3661] Forecasting CUZ...
[2025-11-27T19:46:33.879994] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-11-27T19:46:33.880034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-11-27T19:46:33.891623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-11-27T19:46:33.892022] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-11-27T19:46:33.892838] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-11-27T19:46:33.892903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:33.892953] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:33.892999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:33.893091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:33.948337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:33.949277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:33.949375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:33.949431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:34.068884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:34.069057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:34.069114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:34.069161] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:34.072432] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-11-27T19:46:34.072733] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-11-27T19:46:34.072884] [INFO ] [sig       ] CUZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:34.208140] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CUZ.txt
[2025-11-27T19:46:34.208322] [INFO ] [sig       ] [886/3661] Completed CUZ in 0.3s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:34.208373] [INFO ] [sig       ] [887/3661] Forecasting CVAC...
[2025-11-27T19:46:34.208412] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-11-27T19:46:34.208443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-11-27T19:46:34.221048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-11-27T19:46:34.221496] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-11-27T19:46:34.222431] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-11-27T19:46:34.222504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:34.222563] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:34.222656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:34.222750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:34.282092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:34.282983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:34.283093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:34.283139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:34.416590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:34.416764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:34.416814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:34.416857] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:34.420520] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-11-27T19:46:34.420857] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-11-27T19:46:34.421004] [INFO ] [sig       ] CVAC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:34.567831] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CVAC.txt
[2025-11-27T19:46:34.568031] [INFO ] [sig       ] [887/3661] Completed CVAC in 0.4s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:34.568100] [INFO ] [sig       ] [888/3661] Forecasting CVBF...
[2025-11-27T19:46:34.568181] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-11-27T19:46:34.568221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-11-27T19:46:34.581057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-11-27T19:46:34.581473] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-11-27T19:46:34.582335] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-11-27T19:46:34.582407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:34.582451] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:34.582491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:34.582558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:34.641167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:34.642094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:34.642200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:34.642247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:34.805760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:34.805941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:34.805994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:34.806035] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:34.810338] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-11-27T19:46:34.810973] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-11-27T19:46:34.811146] [INFO ] [sig       ] CVBF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:34.959012] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CVBF.txt
[2025-11-27T19:46:34.959217] [INFO ] [sig       ] [888/3661] Completed CVBF in 0.4s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:34.959287] [INFO ] [sig       ] [889/3661] Forecasting CVCO...
[2025-11-27T19:46:34.959342] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-11-27T19:46:34.959387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-11-27T19:46:34.972115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-11-27T19:46:34.972555] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-11-27T19:46:34.973466] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-11-27T19:46:34.973538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:34.973598] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:34.973640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:34.973719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:35.048251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:35.049407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:35.049540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:35.049622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:35.184509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:35.184699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:35.184751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:35.184790] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:35.188386] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-11-27T19:46:35.188736] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-11-27T19:46:35.188889] [INFO ] [sig       ] CVCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:35.330685] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CVCO.txt
[2025-11-27T19:46:35.330868] [INFO ] [sig       ] [889/3661] Completed CVCO in 0.4s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:35.330921] [INFO ] [sig       ] [890/3661] Forecasting CVE...
[2025-11-27T19:46:35.330981] [INFO ] [sig       ] Generating forecast for: CVE
[2025-11-27T19:46:35.331029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-11-27T19:46:35.343313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-11-27T19:46:35.343747] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-11-27T19:46:35.344568] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-11-27T19:46:35.344651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:35.344694] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:35.344733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:35.344799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:35.401448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:35.402334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:35.402429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:35.402473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:35.536107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:35.536283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:35.536339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:35.536379] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:35.540368] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=25.18%)
[2025-11-27T19:46:35.540672] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-11-27T19:46:35.540813] [INFO ] [sig       ] CVE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:35.691559] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CVE.txt
[2025-11-27T19:46:35.691739] [INFO ] [sig       ] [890/3661] Completed CVE in 0.4s | 3.00 sym/s | Total: 4.9m | ETA: 15.4m
[2025-11-27T19:46:35.691792] [INFO ] [sig       ] [891/3661] Forecasting CVEO...
[2025-11-27T19:46:35.691858] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-11-27T19:46:35.691913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-11-27T19:46:35.702827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-11-27T19:46:35.703147] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-11-27T19:46:35.703981] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-11-27T19:46:35.704047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:35.704099] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:35.704146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:35.704229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:35.761975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:35.762703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:35.762791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:35.762835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:35.888304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:35.888473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:35.888523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:35.888564] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:35.891977] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-11-27T19:46:35.892276] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-11-27T19:46:35.892429] [INFO ] [sig       ] CVEO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:36.030016] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CVEO.txt
[2025-11-27T19:46:36.030172] [INFO ] [sig       ] [891/3661] Completed CVEO in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.4m
[2025-11-27T19:46:36.030221] [INFO ] [sig       ] [892/3661] Forecasting CVGI...
[2025-11-27T19:46:36.030253] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-11-27T19:46:36.030305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-11-27T19:46:36.041113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-11-27T19:46:36.041415] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-11-27T19:46:36.042209] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-11-27T19:46:36.042271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:36.042313] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:36.042347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:36.042421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:36.096820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:36.097547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:36.097650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:36.097691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:36.220135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:36.220307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:36.220350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:36.220390] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:36.223778] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-11-27T19:46:36.224066] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-11-27T19:46:36.224207] [INFO ] [sig       ] CVGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:36.358541] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CVGI.txt
[2025-11-27T19:46:36.358714] [INFO ] [sig       ] [892/3661] Completed CVGI in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.4m
[2025-11-27T19:46:36.358766] [INFO ] [sig       ] [893/3661] Forecasting CVI...
[2025-11-27T19:46:36.358805] [INFO ] [sig       ] Generating forecast for: CVI
[2025-11-27T19:46:36.358843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-11-27T19:46:36.369830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-11-27T19:46:36.370146] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-11-27T19:46:36.370927] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-11-27T19:46:36.370989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:36.371046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:36.371085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:36.371165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:36.426411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:36.427262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:36.427356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:36.427411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:36.547068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:36.547237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:36.547286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:36.547321] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:36.550624] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-11-27T19:46:36.550906] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-11-27T19:46:36.551045] [INFO ] [sig       ] CVI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:36.687516] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CVI.txt
[2025-11-27T19:46:36.687696] [INFO ] [sig       ] [893/3661] Completed CVI in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.4m
[2025-11-27T19:46:36.687763] [INFO ] [sig       ] [894/3661] Forecasting CVKD...
[2025-11-27T19:46:36.687835] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-11-27T19:46:36.687888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-11-27T19:46:36.699263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-11-27T19:46:36.699611] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-11-27T19:46:36.700418] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-11-27T19:46:36.700482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:36.700534] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:36.700594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:36.700678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:36.759098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:36.759906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:36.759998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:36.760036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:36.881210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:36.881375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:36.881425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:36.881479] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:36.884972] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-11-27T19:46:36.885291] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-11-27T19:46:36.885444] [INFO ] [sig       ] CVKD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:37.026276] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CVKD.txt
[2025-11-27T19:46:37.026434] [INFO ] [sig       ] [894/3661] Completed CVKD in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.4m
[2025-11-27T19:46:37.026497] [INFO ] [sig       ] [895/3661] Forecasting CVNA...
[2025-11-27T19:46:37.026548] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-11-27T19:46:37.026632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-11-27T19:46:37.041176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-11-27T19:46:37.041531] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-11-27T19:46:37.042544] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-11-27T19:46:37.042690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:37.042758] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:37.042815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:37.042926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:37.102264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:37.103164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:37.103258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:37.103313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:37.223501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:37.223716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:37.223773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:37.223812] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:37.227281] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-11-27T19:46:37.227593] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-11-27T19:46:37.227746] [INFO ] [sig       ] CVNA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:37.362733] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CVNA.txt
[2025-11-27T19:46:37.362881] [INFO ] [sig       ] [895/3661] Completed CVNA in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.4m
[2025-11-27T19:46:37.362966] [INFO ] [sig       ] [896/3661] Forecasting CVRX...
[2025-11-27T19:46:37.363034] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-11-27T19:46:37.363079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-11-27T19:46:37.373707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-11-27T19:46:37.374052] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-11-27T19:46:37.374862] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-11-27T19:46:37.374924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:37.374973] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:37.375017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:37.375096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:37.429376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:37.430194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:37.430288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:37.430341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:37.577349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:37.577548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:37.577670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:37.577740] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:37.582652] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-11-27T19:46:37.583112] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-11-27T19:46:37.583360] [INFO ] [sig       ] CVRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:37.721111] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CVRX.txt
[2025-11-27T19:46:37.721270] [INFO ] [sig       ] [896/3661] Completed CVRX in 0.4s | 3.00 sym/s | Total: 5.0m | ETA: 15.4m
[2025-11-27T19:46:37.721318] [INFO ] [sig       ] [897/3661] Forecasting CVS...
[2025-11-27T19:46:37.721350] [INFO ] [sig       ] Generating forecast for: CVS
[2025-11-27T19:46:37.721406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-11-27T19:46:37.731887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-11-27T19:46:37.732214] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-11-27T19:46:37.733019] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-11-27T19:46:37.733081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:37.733121] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:37.733157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:37.733274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:37.790493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:37.791280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:37.791375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:37.791428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:37.915123] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:37.915297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:37.915347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:37.915398] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:37.918758] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2025-11-27T19:46:37.919048] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-11-27T19:46:37.919194] [INFO ] [sig       ] CVS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:38.057104] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CVS.txt
[2025-11-27T19:46:38.057258] [INFO ] [sig       ] [897/3661] Completed CVS in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.4m
[2025-11-27T19:46:38.057318] [INFO ] [sig       ] [898/3661] Forecasting CVX...
[2025-11-27T19:46:38.057366] [INFO ] [sig       ] Generating forecast for: CVX
[2025-11-27T19:46:38.057427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-11-27T19:46:38.068418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-11-27T19:46:38.068795] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-11-27T19:46:38.069638] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-11-27T19:46:38.069711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:38.069762] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:38.069811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:38.069908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:38.126811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:38.127535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:38.127657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:38.127717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:38.249183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:38.249372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:38.249433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:38.249486] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:38.252775] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-11-27T19:46:38.253058] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-11-27T19:46:38.253208] [INFO ] [sig       ] CVX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:38.387034] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CVX.txt
[2025-11-27T19:46:38.387191] [INFO ] [sig       ] [898/3661] Completed CVX in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.4m
[2025-11-27T19:46:38.387242] [INFO ] [sig       ] [899/3661] Forecasting CWAN...
[2025-11-27T19:46:38.387275] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-11-27T19:46:38.387329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-11-27T19:46:38.398451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-11-27T19:46:38.398790] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-11-27T19:46:38.399604] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-11-27T19:46:38.399676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:38.399728] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:38.399779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:38.399862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:38.455438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:38.456135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:38.456238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:38.456295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:38.575119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:38.575286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:38.575334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:38.575369] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:38.578608] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-11-27T19:46:38.578879] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-11-27T19:46:38.579011] [INFO ] [sig       ] CWAN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:38.715649] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CWAN.txt
[2025-11-27T19:46:38.715796] [INFO ] [sig       ] [899/3661] Completed CWAN in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:38.715842] [INFO ] [sig       ] [900/3661] Forecasting CWBC...
[2025-11-27T19:46:38.715894] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-11-27T19:46:38.715936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-11-27T19:46:38.726486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-11-27T19:46:38.726802] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-11-27T19:46:38.727563] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-11-27T19:46:38.727656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:38.727697] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:38.727733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:38.727795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:38.781975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:38.782622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:38.782707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:38.782748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:38.901779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:38.901917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:38.901965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:38.902003] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:38.905272] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-11-27T19:46:38.905565] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-11-27T19:46:38.905720] [INFO ] [sig       ] CWBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:39.041636] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CWBC.txt
[2025-11-27T19:46:39.041786] [INFO ] [sig       ] [900/3661] Completed CWBC in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:39.041837] [INFO ] [sig       ] [901/3661] Forecasting CWCO...
[2025-11-27T19:46:39.041894] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-11-27T19:46:39.041930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-11-27T19:46:39.052728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-11-27T19:46:39.053121] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-11-27T19:46:39.053927] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-11-27T19:46:39.053990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:39.054029] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:39.054059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:39.054123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:39.109841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:39.110671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:39.110762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:39.110806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:39.230597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:39.230762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:39.230814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:39.230854] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:39.234177] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=45.47%)
[2025-11-27T19:46:39.234459] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-11-27T19:46:39.234614] [INFO ] [sig       ] CWCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:39.373340] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CWCO.txt
[2025-11-27T19:46:39.373496] [INFO ] [sig       ] [901/3661] Completed CWCO in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:39.373547] [INFO ] [sig       ] [902/3661] Forecasting CWD...
[2025-11-27T19:46:39.373617] [INFO ] [sig       ] Generating forecast for: CWD
[2025-11-27T19:46:39.373657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-11-27T19:46:39.385652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-11-27T19:46:39.385995] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-11-27T19:46:39.386794] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-11-27T19:46:39.386857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:39.386900] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:39.386938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:39.387004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:39.448985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:39.449847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:39.449936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:39.449978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:39.560160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:39.560352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:39.560408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:39.560448] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:39.564109] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=69.27%)
[2025-11-27T19:46:39.564418] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-11-27T19:46:39.564566] [INFO ] [sig       ] CWD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:39.699517] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CWD.txt
[2025-11-27T19:46:39.699701] [INFO ] [sig       ] [902/3661] Completed CWD in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:39.699774] [INFO ] [sig       ] [903/3661] Forecasting CWEN...
[2025-11-27T19:46:39.699821] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-11-27T19:46:39.699859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-11-27T19:46:39.713627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-11-27T19:46:39.714219] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-11-27T19:46:39.715310] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-11-27T19:46:39.715381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:39.715425] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:39.715471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:39.715541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:39.772154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:39.773191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:39.773303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:39.773352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:39.897237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:39.897509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:39.897569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:39.897630] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:39.901434] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=42.67%)
[2025-11-27T19:46:39.901812] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-11-27T19:46:39.901969] [INFO ] [sig       ] CWEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:40.039103] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CWEN.txt
[2025-11-27T19:46:40.039327] [INFO ] [sig       ] [903/3661] Completed CWEN in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:40.039412] [INFO ] [sig       ] [904/3661] Forecasting CWH...
[2025-11-27T19:46:40.039458] [INFO ] [sig       ] Generating forecast for: CWH
[2025-11-27T19:46:40.039503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-11-27T19:46:40.052158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-11-27T19:46:40.052615] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-11-27T19:46:40.053492] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-11-27T19:46:40.053557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:40.053621] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:40.053655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:40.053726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:40.108821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:40.109985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:40.110086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:40.110129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:40.233417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:40.233618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:40.233670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:40.233709] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:40.237065] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-11-27T19:46:40.237358] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-11-27T19:46:40.237500] [INFO ] [sig       ] CWH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:40.372698] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CWH.txt
[2025-11-27T19:46:40.372851] [INFO ] [sig       ] [904/3661] Completed CWH in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:40.372902] [INFO ] [sig       ] [905/3661] Forecasting CWK...
[2025-11-27T19:46:40.372939] [INFO ] [sig       ] Generating forecast for: CWK
[2025-11-27T19:46:40.372979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-11-27T19:46:40.385124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-11-27T19:46:40.385466] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-11-27T19:46:40.386305] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-11-27T19:46:40.386381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:40.386428] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:40.386464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:40.386528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:40.442717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:40.443396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:40.443489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:40.443533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:40.562396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:40.562561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:40.562629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:40.562664] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:40.566091] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-11-27T19:46:40.566417] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-11-27T19:46:40.566559] [INFO ] [sig       ] CWK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:40.706933] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CWK.txt
[2025-11-27T19:46:40.707084] [INFO ] [sig       ] [905/3661] Completed CWK in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:40.707134] [INFO ] [sig       ] [906/3661] Forecasting CXDO...
[2025-11-27T19:46:40.707183] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-11-27T19:46:40.707217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-11-27T19:46:40.718928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-11-27T19:46:40.719310] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-11-27T19:46:40.720145] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-11-27T19:46:40.720219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:40.720269] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:40.720313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:40.720383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:40.775853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:40.776838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:40.776936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:40.776974] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:40.892708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:40.892885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:40.892938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:40.892973] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:40.896213] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-11-27T19:46:40.896509] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-11-27T19:46:40.896656] [INFO ] [sig       ] CXDO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:41.031692] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CXDO.txt
[2025-11-27T19:46:41.031902] [INFO ] [sig       ] [906/3661] Completed CXDO in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:41.031952] [INFO ] [sig       ] [907/3661] Forecasting CXE...
[2025-11-27T19:46:41.031986] [INFO ] [sig       ] Generating forecast for: CXE
[2025-11-27T19:46:41.032042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-11-27T19:46:41.043482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-11-27T19:46:41.043870] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-11-27T19:46:41.044711] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-11-27T19:46:41.044775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:41.044817] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:41.044854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:41.044923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:41.101052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:41.101711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:41.101803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:41.101841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:41.212961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:41.213136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:41.213205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:41.213245] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:41.216763] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=43.23%)
[2025-11-27T19:46:41.217047] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-11-27T19:46:41.217185] [INFO ] [sig       ] CXE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:41.352204] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CXE.txt
[2025-11-27T19:46:41.352354] [INFO ] [sig       ] [907/3661] Completed CXE in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:41.352405] [INFO ] [sig       ] [908/3661] Forecasting CXSE...
[2025-11-27T19:46:41.352449] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-11-27T19:46:41.352489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-11-27T19:46:41.364611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-11-27T19:46:41.364996] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-11-27T19:46:41.365814] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-11-27T19:46:41.365877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:41.365918] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:41.365954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:41.366018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:41.420693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:41.421322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:41.421414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:41.421459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:41.533053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:41.533273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:41.533330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:41.533368] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:41.536755] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-11-27T19:46:41.537027] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-11-27T19:46:41.537162] [INFO ] [sig       ] CXSE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:41.676131] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CXSE.txt
[2025-11-27T19:46:41.676321] [INFO ] [sig       ] [908/3661] Completed CXSE in 0.3s | 3.00 sym/s | Total: 5.0m | ETA: 15.3m
[2025-11-27T19:46:41.676381] [INFO ] [sig       ] [909/3661] Forecasting CYD...
[2025-11-27T19:46:41.676416] [INFO ] [sig       ] Generating forecast for: CYD
[2025-11-27T19:46:41.676452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-11-27T19:46:41.688011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-11-27T19:46:41.688358] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-11-27T19:46:41.689177] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-11-27T19:46:41.689239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:41.689280] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:41.689315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:41.689377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:41.746702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:41.747386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:41.747481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:41.747527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:41.866033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:41.866212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:41.866263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:41.866301] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:41.869757] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=29.52%)
[2025-11-27T19:46:41.870037] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-11-27T19:46:41.870171] [INFO ] [sig       ] CYD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:42.007444] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CYD.txt
[2025-11-27T19:46:42.007652] [INFO ] [sig       ] [909/3661] Completed CYD in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.3m
[2025-11-27T19:46:42.007747] [INFO ] [sig       ] [910/3661] Forecasting CYH...
[2025-11-27T19:46:42.007791] [INFO ] [sig       ] Generating forecast for: CYH
[2025-11-27T19:46:42.007830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-11-27T19:46:42.019308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-11-27T19:46:42.019640] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-11-27T19:46:42.020451] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-11-27T19:46:42.020513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:42.020554] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:42.020608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:42.020705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:42.075036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:42.075701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:42.075791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:42.075834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:42.200195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:42.200367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:42.200418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:42.200455] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:42.203776] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-11-27T19:46:42.204061] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-11-27T19:46:42.204197] [INFO ] [sig       ] CYH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:42.344151] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CYH.txt
[2025-11-27T19:46:42.344299] [INFO ] [sig       ] [910/3661] Completed CYH in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.3m
[2025-11-27T19:46:42.344348] [INFO ] [sig       ] [911/3661] Forecasting CYN...
[2025-11-27T19:46:42.344395] [INFO ] [sig       ] Generating forecast for: CYN
[2025-11-27T19:46:42.344460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-11-27T19:46:42.355652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-11-27T19:46:42.355975] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-11-27T19:46:42.356752] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-11-27T19:46:42.356813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:42.356865] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:42.356901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:42.356964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:42.411192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:42.411808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:42.411895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:42.411938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:42.525559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:42.525745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:42.525793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:42.525830] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:42.529088] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=30.05%)
[2025-11-27T19:46:42.529359] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-11-27T19:46:42.529491] [INFO ] [sig       ] CYN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:42.664009] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CYN.txt
[2025-11-27T19:46:42.664149] [INFO ] [sig       ] [911/3661] Completed CYN in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.3m
[2025-11-27T19:46:42.664197] [INFO ] [sig       ] [912/3661] Forecasting CYRX...
[2025-11-27T19:46:42.664235] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-11-27T19:46:42.664270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-11-27T19:46:42.674838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-11-27T19:46:42.675126] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-11-27T19:46:42.675894] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-11-27T19:46:42.675956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:42.675997] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:42.676033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:42.676097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:42.730482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:42.731121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:42.731206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:42.731243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:42.850526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:42.850708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:42.850757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:42.850793] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:42.854041] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2025-11-27T19:46:42.854311] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-11-27T19:46:42.854451] [INFO ] [sig       ] CYRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:42.992199] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CYRX.txt
[2025-11-27T19:46:42.992372] [INFO ] [sig       ] [912/3661] Completed CYRX in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.3m
[2025-11-27T19:46:42.992421] [INFO ] [sig       ] [913/3661] Forecasting CYTK...
[2025-11-27T19:46:42.992460] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-11-27T19:46:42.992514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-11-27T19:46:43.003254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-11-27T19:46:43.003617] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-11-27T19:46:43.004457] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-11-27T19:46:43.004522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:43.004566] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:43.004631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:43.004715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:43.060341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:43.061038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:43.061127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:43.061183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:43.182954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:43.183120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:43.183170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:43.183206] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:43.186587] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-11-27T19:46:43.186885] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-11-27T19:46:43.187033] [INFO ] [sig       ] CYTK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:43.329592] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CYTK.txt
[2025-11-27T19:46:43.329757] [INFO ] [sig       ] [913/3661] Completed CYTK in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.3m
[2025-11-27T19:46:43.329816] [INFO ] [sig       ] [914/3661] Forecasting CZFS...
[2025-11-27T19:46:43.329871] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-11-27T19:46:43.329905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-11-27T19:46:43.339240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-11-27T19:46:43.339520] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-11-27T19:46:43.340457] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-11-27T19:46:43.340523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:43.340596] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:43.340637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:43.340722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:43.397699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:43.398373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:43.398460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:43.398503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:43.491681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:43.491850] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:46:43.491914] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:43.491946] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:43.495365] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2025-11-27T19:46:43.495684] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-11-27T19:46:43.495828] [INFO ] [sig       ] CZFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:43.638211] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/CZFS.txt
[2025-11-27T19:46:43.638374] [INFO ] [sig       ] [914/3661] Completed CZFS in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.3m
[2025-11-27T19:46:43.638422] [INFO ] [sig       ] [915/3661] Forecasting CZNC...
[2025-11-27T19:46:43.638464] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-11-27T19:46:43.638521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-11-27T19:46:43.649192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-11-27T19:46:43.649508] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-11-27T19:46:43.650297] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-11-27T19:46:43.650361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:43.650402] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:43.650439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:43.650506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:43.708702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:43.709414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:43.709504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:43.709546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:43.833125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:43.833294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:43.833350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:43.833390] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:43.836841] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-11-27T19:46:43.837124] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-11-27T19:46:43.837256] [INFO ] [sig       ] CZNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:44.022821] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CZNC.txt
[2025-11-27T19:46:44.022976] [INFO ] [sig       ] [915/3661] Completed CZNC in 0.4s | 3.00 sym/s | Total: 5.1m | ETA: 15.3m
[2025-11-27T19:46:44.023026] [INFO ] [sig       ] [916/3661] Forecasting CZWI...
[2025-11-27T19:46:44.023066] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-11-27T19:46:44.023104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-11-27T19:46:44.034220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-11-27T19:46:44.034552] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-11-27T19:46:44.035342] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-11-27T19:46:44.035403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:44.035445] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:44.035481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:44.035545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:44.094917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:44.095614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:44.095703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:44.095747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:44.209046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:44.209212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:44.209266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:44.209314] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:44.212703] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-11-27T19:46:44.212991] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-11-27T19:46:44.213124] [INFO ] [sig       ] CZWI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:44.354331] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/CZWI.txt
[2025-11-27T19:46:44.354487] [INFO ] [sig       ] [916/3661] Completed CZWI in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.3m
[2025-11-27T19:46:44.354537] [INFO ] [sig       ] [917/3661] Forecasting DAIO...
[2025-11-27T19:46:44.354588] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-11-27T19:46:44.354641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-11-27T19:46:44.366621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-11-27T19:46:44.367027] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-11-27T19:46:44.367890] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-11-27T19:46:44.367955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:44.367998] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:44.368049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:44.368237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:44.428138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:44.429217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:44.429331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:44.429394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:44.545900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:44.546058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:44.546111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:44.546152] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:44.549657] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-11-27T19:46:44.549949] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-11-27T19:46:44.550098] [INFO ] [sig       ] DAIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:44.696484] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DAIO.txt
[2025-11-27T19:46:44.696725] [INFO ] [sig       ] [917/3661] Completed DAIO in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:44.696819] [INFO ] [sig       ] [918/3661] Forecasting DAL...
[2025-11-27T19:46:44.696887] [INFO ] [sig       ] Generating forecast for: DAL
[2025-11-27T19:46:44.697023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-11-27T19:46:44.708209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-11-27T19:46:44.708596] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-11-27T19:46:44.709437] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-11-27T19:46:44.709508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:44.709553] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:44.709617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:44.709754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:44.768976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:44.769833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:44.769944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:44.770000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:44.895331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:44.895519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:44.895586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:44.895642] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:44.899160] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-11-27T19:46:44.899467] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-11-27T19:46:44.899625] [INFO ] [sig       ] DAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:45.040890] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DAL.txt
[2025-11-27T19:46:45.041102] [INFO ] [sig       ] [918/3661] Completed DAL in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:45.041176] [INFO ] [sig       ] [919/3661] Forecasting DAN...
[2025-11-27T19:46:45.041234] [INFO ] [sig       ] Generating forecast for: DAN
[2025-11-27T19:46:45.041329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-11-27T19:46:45.053413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-11-27T19:46:45.053766] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-11-27T19:46:45.054530] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-11-27T19:46:45.054608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:45.054651] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:45.054687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:45.054751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:45.109487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:45.110150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:45.110241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:45.110282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:45.231493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:45.231725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:45.231781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:45.231829] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:45.235102] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-11-27T19:46:45.235389] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-11-27T19:46:45.235527] [INFO ] [sig       ] DAN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:45.374732] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DAN.txt
[2025-11-27T19:46:45.374882] [INFO ] [sig       ] [919/3661] Completed DAN in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:45.374930] [INFO ] [sig       ] [920/3661] Forecasting DAO...
[2025-11-27T19:46:45.374968] [INFO ] [sig       ] Generating forecast for: DAO
[2025-11-27T19:46:45.375005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-11-27T19:46:45.386673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-11-27T19:46:45.387016] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-11-27T19:46:45.387828] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-11-27T19:46:45.387891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:45.387927] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:45.387964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:45.388028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:45.442537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:45.443203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:45.443304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:45.443369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:45.563033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:45.563203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:45.563254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:45.563292] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:45.566540] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2025-11-27T19:46:45.566826] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-11-27T19:46:45.566960] [INFO ] [sig       ] DAO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:45.704769] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DAO.txt
[2025-11-27T19:46:45.704928] [INFO ] [sig       ] [920/3661] Completed DAO in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:45.704978] [INFO ] [sig       ] [921/3661] Forecasting DAPP...
[2025-11-27T19:46:45.705017] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-11-27T19:46:45.705055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-11-27T19:46:45.717351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-11-27T19:46:45.717755] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-11-27T19:46:45.718609] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-11-27T19:46:45.718673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:45.718717] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:45.718753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:45.718860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:45.778226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:45.779047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:45.779139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:45.779182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:45.905944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:45.906128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:45.906177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:45.906213] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:45.909833] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-11-27T19:46:45.910133] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-11-27T19:46:45.910286] [INFO ] [sig       ] DAPP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:46.053677] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DAPP.txt
[2025-11-27T19:46:46.053902] [INFO ] [sig       ] [921/3661] Completed DAPP in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:46.053992] [INFO ] [sig       ] [922/3661] Forecasting DARE...
[2025-11-27T19:46:46.054067] [INFO ] [sig       ] Generating forecast for: DARE
[2025-11-27T19:46:46.054153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-11-27T19:46:46.065793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-11-27T19:46:46.066143] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-11-27T19:46:46.066949] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-11-27T19:46:46.067011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:46.067047] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:46.067083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:46.067171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:46.122111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:46.122999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:46.123092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:46.123130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:46.237820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:46.237991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:46.238041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:46.238081] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:46.241391] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-11-27T19:46:46.241688] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-11-27T19:46:46.241829] [INFO ] [sig       ] DARE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:46.379326] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DARE.txt
[2025-11-27T19:46:46.379504] [INFO ] [sig       ] [922/3661] Completed DARE in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:46.379553] [INFO ] [sig       ] [923/3661] Forecasting DASH...
[2025-11-27T19:46:46.379625] [INFO ] [sig       ] Generating forecast for: DASH
[2025-11-27T19:46:46.379668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-11-27T19:46:46.391010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-11-27T19:46:46.391396] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-11-27T19:46:46.392273] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-11-27T19:46:46.392340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:46.392383] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:46.392419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:46.392484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:46.447907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:46.448781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:46.448876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:46.448919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:46.570370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:46.570544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:46.570616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:46.570660] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:46.573961] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-11-27T19:46:46.574238] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-11-27T19:46:46.574370] [INFO ] [sig       ] DASH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:46.713311] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DASH.txt
[2025-11-27T19:46:46.713485] [INFO ] [sig       ] [923/3661] Completed DASH in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:46.713536] [INFO ] [sig       ] [924/3661] Forecasting DAVA...
[2025-11-27T19:46:46.713598] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-11-27T19:46:46.713645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-11-27T19:46:46.725129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-11-27T19:46:46.725469] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-11-27T19:46:46.726293] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-11-27T19:46:46.726357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:46.726398] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:46.726435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:46.726498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:46.781326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:46.782036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:46.782123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:46.782160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:46.901739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:46.901906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:46.901953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:46.901990] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:46.905192] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2025-11-27T19:46:46.905472] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-11-27T19:46:46.905621] [INFO ] [sig       ] DAVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:47.040609] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DAVA.txt
[2025-11-27T19:46:47.040771] [INFO ] [sig       ] [924/3661] Completed DAVA in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:47.040820] [INFO ] [sig       ] [925/3661] Forecasting DAVE...
[2025-11-27T19:46:47.040858] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-11-27T19:46:47.040897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-11-27T19:46:47.052497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-11-27T19:46:47.052958] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-11-27T19:46:47.053834] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-11-27T19:46:47.053900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:47.053942] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:47.053996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:47.054075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:47.109978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:47.110856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:47.110949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:47.111002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:47.230343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:47.230512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:47.230563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:47.230618] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:47.233944] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-11-27T19:46:47.234234] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-11-27T19:46:47.234377] [INFO ] [sig       ] DAVE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:47.380447] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DAVE.txt
[2025-11-27T19:46:47.380671] [INFO ] [sig       ] [925/3661] Completed DAVE in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:47.380759] [INFO ] [sig       ] [926/3661] Forecasting DAWN...
[2025-11-27T19:46:47.380835] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-11-27T19:46:47.380901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-11-27T19:46:47.391923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-11-27T19:46:47.392323] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-11-27T19:46:47.393186] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-11-27T19:46:47.393250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:47.393299] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:47.393344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:47.393429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:47.449795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:47.450671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:47.450771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:47.450842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:47.569278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:47.569464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:47.569528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:47.569597] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:47.572902] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2025-11-27T19:46:47.573198] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-11-27T19:46:47.573345] [INFO ] [sig       ] DAWN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:47.711240] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DAWN.txt
[2025-11-27T19:46:47.711401] [INFO ] [sig       ] [926/3661] Completed DAWN in 0.3s | 3.00 sym/s | Total: 5.1m | ETA: 15.2m
[2025-11-27T19:46:47.711452] [INFO ] [sig       ] [927/3661] Forecasting DB...
[2025-11-27T19:46:47.711490] [INFO ] [sig       ] Generating forecast for: DB
[2025-11-27T19:46:47.711527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-11-27T19:46:47.722970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-11-27T19:46:47.723303] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-11-27T19:46:47.724110] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-11-27T19:46:47.724182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:47.724237] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:47.724286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:47.724377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:47.779501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:47.780258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:47.780357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:47.780413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:47.903855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:47.904045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:47.904114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:47.904166] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:47.907494] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-11-27T19:46:47.907803] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-11-27T19:46:47.907949] [INFO ] [sig       ] DB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:48.044605] [INFO ] [LOCAL     ] Saved forecast: DB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DB.txt
[2025-11-27T19:46:48.044775] [INFO ] [sig       ] [927/3661] Completed DB in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.2m
[2025-11-27T19:46:48.044839] [INFO ] [sig       ] [928/3661] Forecasting DBD...
[2025-11-27T19:46:48.044912] [INFO ] [sig       ] Generating forecast for: DBD
[2025-11-27T19:46:48.044968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'.
[2025-11-27T19:46:48.054552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBD'.
[2025-11-27T19:46:48.054897] [INFO ] [FORECASTER] Starting predict_future for DBD
[2025-11-27T19:46:48.055745] [DEBUG] [LOCAL     ] No optimal features file found for DBD: ./output/feature-sets/DBD.txt
[2025-11-27T19:46:48.055809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:48.055852] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:48.055888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:48.055953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:48.112288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:48.112981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:48.113068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:48.113110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:48.237850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:48.238058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:48.238126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:48.238168] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:48.241714] [DEBUG] [FORECASTER] DBD: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-11-27T19:46:48.242040] [INFO ] [FORECASTER] Completed predict_future for DBD
[2025-11-27T19:46:48.242196] [INFO ] [sig       ] DBD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:48.379407] [INFO ] [LOCAL     ] Saved forecast: DBD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DBD.txt
[2025-11-27T19:46:48.379584] [INFO ] [sig       ] [928/3661] Completed DBD in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.2m
[2025-11-27T19:46:48.379647] [INFO ] [sig       ] [929/3661] Forecasting DBI...
[2025-11-27T19:46:48.379701] [INFO ] [sig       ] Generating forecast for: DBI
[2025-11-27T19:46:48.379758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-11-27T19:46:48.390964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-11-27T19:46:48.391284] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-11-27T19:46:48.392140] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-11-27T19:46:48.392205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:48.392242] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:48.392278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:48.392353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:48.449313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:48.450130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:48.450227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:48.450282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:48.570286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:48.570472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:48.570532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:48.570601] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:48.573946] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2025-11-27T19:46:48.574261] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-11-27T19:46:48.574403] [INFO ] [sig       ] DBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:48.710972] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DBI.txt
[2025-11-27T19:46:48.711128] [INFO ] [sig       ] [929/3661] Completed DBI in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.2m
[2025-11-27T19:46:48.711177] [INFO ] [sig       ] [930/3661] Forecasting DBL...
[2025-11-27T19:46:48.711211] [INFO ] [sig       ] Generating forecast for: DBL
[2025-11-27T19:46:48.711273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-11-27T19:46:48.722097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-11-27T19:46:48.722384] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-11-27T19:46:48.723154] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-11-27T19:46:48.723215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:48.723255] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:48.723291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:48.723354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:48.779264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:48.779921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:48.780006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:48.780048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:48.905649] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:48.905814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:48.905877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:48.905929] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:48.909826] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-11-27T19:46:48.910130] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-11-27T19:46:48.910278] [INFO ] [sig       ] DBL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:49.047264] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DBL.txt
[2025-11-27T19:46:49.047429] [INFO ] [sig       ] [930/3661] Completed DBL in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.2m
[2025-11-27T19:46:49.047493] [INFO ] [sig       ] [931/3661] Forecasting DBRG...
[2025-11-27T19:46:49.047565] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-11-27T19:46:49.047636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-11-27T19:46:49.058644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-11-27T19:46:49.058949] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-11-27T19:46:49.059758] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-11-27T19:46:49.059829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:49.059884] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:49.059935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:49.060031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:49.116273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:49.116947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:49.117042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:49.117096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:49.241459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:49.241684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:49.241739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:49.241777] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:49.245140] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-11-27T19:46:49.245443] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-11-27T19:46:49.245596] [INFO ] [sig       ] DBRG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:49.378675] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DBRG.txt
[2025-11-27T19:46:49.378815] [INFO ] [sig       ] [931/3661] Completed DBRG in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.2m
[2025-11-27T19:46:49.378865] [INFO ] [sig       ] [932/3661] Forecasting DBX...
[2025-11-27T19:46:49.378904] [INFO ] [sig       ] Generating forecast for: DBX
[2025-11-27T19:46:49.378941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-11-27T19:46:49.389966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-11-27T19:46:49.390351] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-11-27T19:46:49.391161] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-11-27T19:46:49.391223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:49.391264] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:49.391301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:49.391364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:49.448688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:49.449553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:49.449672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:49.449716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:49.570968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:49.571135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:49.571185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:49.571224] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:49.574596] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-11-27T19:46:49.574871] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-11-27T19:46:49.575004] [INFO ] [sig       ] DBX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:49.712850] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DBX.txt
[2025-11-27T19:46:49.713041] [INFO ] [sig       ] [932/3661] Completed DBX in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.2m
[2025-11-27T19:46:49.713136] [INFO ] [sig       ] [933/3661] Forecasting DCBO...
[2025-11-27T19:46:49.713200] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-11-27T19:46:49.713263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-11-27T19:46:49.724714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-11-27T19:46:49.725014] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-11-27T19:46:49.725882] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-11-27T19:46:49.725952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:49.726031] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:49.726088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:49.726191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:49.782487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:49.783233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:49.783323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:49.783372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:49.904056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:49.904231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:49.904303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:49.904355] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:49.907687] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-11-27T19:46:49.908020] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-11-27T19:46:49.908190] [INFO ] [sig       ] DCBO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:50.045942] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DCBO.txt
[2025-11-27T19:46:50.046101] [INFO ] [sig       ] [933/3661] Completed DCBO in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.2m
[2025-11-27T19:46:50.046195] [INFO ] [sig       ] [934/3661] Forecasting DCI...
[2025-11-27T19:46:50.046247] [INFO ] [sig       ] Generating forecast for: DCI
[2025-11-27T19:46:50.046308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-11-27T19:46:50.057226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-11-27T19:46:50.057542] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-11-27T19:46:50.058411] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-11-27T19:46:50.058476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:50.058532] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:50.058607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:50.058704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:50.115461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:50.116179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:50.116278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:50.116342] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:50.236641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:50.236803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:50.236867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:50.236922] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:50.240270] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-11-27T19:46:50.240590] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-11-27T19:46:50.240742] [INFO ] [sig       ] DCI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:50.375280] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DCI.txt
[2025-11-27T19:46:50.375454] [INFO ] [sig       ] [934/3661] Completed DCI in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.2m
[2025-11-27T19:46:50.375532] [INFO ] [sig       ] [935/3661] Forecasting DCO...
[2025-11-27T19:46:50.375603] [INFO ] [sig       ] Generating forecast for: DCO
[2025-11-27T19:46:50.375670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-11-27T19:46:50.386351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-11-27T19:46:50.386688] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-11-27T19:46:50.387507] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-11-27T19:46:50.387591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:50.387661] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:50.387727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:50.387836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:50.444801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:50.445548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:50.445668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:50.445737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:50.560895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:50.561059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:50.561131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:50.561187] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:50.564526] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=10.44%)
[2025-11-27T19:46:50.564860] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-11-27T19:46:50.565011] [INFO ] [sig       ] DCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:50.705954] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DCO.txt
[2025-11-27T19:46:50.706118] [INFO ] [sig       ] [935/3661] Completed DCO in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:50.706171] [INFO ] [sig       ] [936/3661] Forecasting DCOM...
[2025-11-27T19:46:50.706228] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-11-27T19:46:50.706333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-11-27T19:46:50.717863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-11-27T19:46:50.718238] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-11-27T19:46:50.719099] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-11-27T19:46:50.719174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:50.719232] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:50.719288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:50.719373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:50.774786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:50.775398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:50.775501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:50.775558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:50.894927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:50.895102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:50.895164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:50.895217] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:50.898541] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-11-27T19:46:50.898842] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-11-27T19:46:50.898988] [INFO ] [sig       ] DCOM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:51.037225] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DCOM.txt
[2025-11-27T19:46:51.037413] [INFO ] [sig       ] [936/3661] Completed DCOM in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:51.037466] [INFO ] [sig       ] [937/3661] Forecasting DCTH...
[2025-11-27T19:46:51.037504] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-11-27T19:46:51.037637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-11-27T19:46:51.049294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-11-27T19:46:51.049667] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-11-27T19:46:51.050465] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-11-27T19:46:51.050537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:51.050610] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:51.050670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:51.050766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:51.106188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:51.107055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:51.107153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:51.107208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:51.226266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:51.226451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:51.226515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:51.226567] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:51.229856] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-11-27T19:46:51.230137] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-11-27T19:46:51.230285] [INFO ] [sig       ] DCTH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:51.364657] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DCTH.txt
[2025-11-27T19:46:51.364826] [INFO ] [sig       ] [937/3661] Completed DCTH in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:51.364892] [INFO ] [sig       ] [938/3661] Forecasting DD...
[2025-11-27T19:46:51.364945] [INFO ] [sig       ] Generating forecast for: DD
[2025-11-27T19:46:51.365015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-11-27T19:46:51.376190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-11-27T19:46:51.376506] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-11-27T19:46:51.377321] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-11-27T19:46:51.377387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:51.377436] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:51.377479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:51.377557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:51.432509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:51.433213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:51.433303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:51.433353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:51.556542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:51.556739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:51.556787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:51.556841] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:51.560172] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-11-27T19:46:51.560455] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-11-27T19:46:51.560641] [INFO ] [sig       ] DD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:51.696422] [INFO ] [LOCAL     ] Saved forecast: DD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DD.txt
[2025-11-27T19:46:51.696565] [INFO ] [sig       ] [938/3661] Completed DD in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:51.696630] [INFO ] [sig       ] [939/3661] Forecasting DDD...
[2025-11-27T19:46:51.696675] [INFO ] [sig       ] Generating forecast for: DDD
[2025-11-27T19:46:51.696723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-11-27T19:46:51.707408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-11-27T19:46:51.707698] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-11-27T19:46:51.708504] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-11-27T19:46:51.708600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:51.708651] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:51.708700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:51.708776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:51.763834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:51.764475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:51.764566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:51.764625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:51.885211] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:51.885376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:51.885434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:51.885470] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:51.888943] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-11-27T19:46:51.889249] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-11-27T19:46:51.889394] [INFO ] [sig       ] DDD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:52.024906] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DDD.txt
[2025-11-27T19:46:52.025044] [INFO ] [sig       ] [939/3661] Completed DDD in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:52.025092] [INFO ] [sig       ] [940/3661] Forecasting DDI...
[2025-11-27T19:46:52.025129] [INFO ] [sig       ] Generating forecast for: DDI
[2025-11-27T19:46:52.025164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-11-27T19:46:52.036728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-11-27T19:46:52.037049] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-11-27T19:46:52.037887] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-11-27T19:46:52.037949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:52.037989] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:52.038051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:52.038161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:52.093599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:52.094219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:52.094306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:52.094343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:52.216929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:52.217087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:52.217135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:52.217170] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:52.220418] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=83.93%)
[2025-11-27T19:46:52.220725] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-11-27T19:46:52.220856] [INFO ] [sig       ] DDI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:52.355857] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DDI.txt
[2025-11-27T19:46:52.355998] [INFO ] [sig       ] [940/3661] Completed DDI in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:52.356045] [INFO ] [sig       ] [941/3661] Forecasting DDL...
[2025-11-27T19:46:52.356081] [INFO ] [sig       ] Generating forecast for: DDL
[2025-11-27T19:46:52.356121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-11-27T19:46:52.366319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-11-27T19:46:52.366630] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-11-27T19:46:52.367415] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-11-27T19:46:52.367478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:52.367520] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:52.367556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:52.367660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:52.423207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:52.423995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:52.424084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:52.424120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:52.543820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:52.543979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:52.544026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:52.544061] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:52.547315] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2025-11-27T19:46:52.547628] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-11-27T19:46:52.547759] [INFO ] [sig       ] DDL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:52.683407] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DDL.txt
[2025-11-27T19:46:52.683549] [INFO ] [sig       ] [941/3661] Completed DDL in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:52.683612] [INFO ] [sig       ] [942/3661] Forecasting DDOG...
[2025-11-27T19:46:52.683652] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-11-27T19:46:52.683685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-11-27T19:46:52.694713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-11-27T19:46:52.695007] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-11-27T19:46:52.695835] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-11-27T19:46:52.695898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:52.695954] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:52.696022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:52.696124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:52.752622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:52.753299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:52.753392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:52.753447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:52.876358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:52.876523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:52.876609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:52.876700] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:52.880098] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=31.43%)
[2025-11-27T19:46:52.880418] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-11-27T19:46:52.880602] [INFO ] [sig       ] DDOG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:53.017675] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DDOG.txt
[2025-11-27T19:46:53.017842] [INFO ] [sig       ] [942/3661] Completed DDOG in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:53.017921] [INFO ] [sig       ] [943/3661] Forecasting DDS...
[2025-11-27T19:46:53.017991] [INFO ] [sig       ] Generating forecast for: DDS
[2025-11-27T19:46:53.018083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-11-27T19:46:53.029305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-11-27T19:46:53.029654] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-11-27T19:46:53.030449] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-11-27T19:46:53.030523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:53.030596] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:53.030658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:53.030747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:53.087526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:53.088194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:53.088283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:53.088320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:53.204073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:53.204234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:53.204282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:53.204317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:53.207538] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=40.86%)
[2025-11-27T19:46:53.207827] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-11-27T19:46:53.207961] [INFO ] [sig       ] DDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:53.343354] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DDS.txt
[2025-11-27T19:46:53.343507] [INFO ] [sig       ] [943/3661] Completed DDS in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:53.343566] [INFO ] [sig       ] [944/3661] Forecasting DE...
[2025-11-27T19:46:53.343633] [INFO ] [sig       ] Generating forecast for: DE
[2025-11-27T19:46:53.343699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-11-27T19:46:53.354364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-11-27T19:46:53.354653] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-11-27T19:46:53.355430] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-11-27T19:46:53.355491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:53.355534] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:53.355593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:53.355659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:53.411530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:53.412154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:53.412238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:53.412292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:53.532810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:53.532969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:53.533015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:53.533047] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:53.536275] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-11-27T19:46:53.536547] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-11-27T19:46:53.536697] [INFO ] [sig       ] DE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:53.674596] [INFO ] [LOCAL     ] Saved forecast: DE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DE.txt
[2025-11-27T19:46:53.674746] [INFO ] [sig       ] [944/3661] Completed DE in 0.3s | 3.00 sym/s | Total: 5.2m | ETA: 15.1m
[2025-11-27T19:46:53.674803] [INFO ] [sig       ] [945/3661] Forecasting DEA...
[2025-11-27T19:46:53.674835] [INFO ] [sig       ] Generating forecast for: DEA
[2025-11-27T19:46:53.674868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-11-27T19:46:53.685494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-11-27T19:46:53.685779] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-11-27T19:46:53.686543] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-11-27T19:46:53.686633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:53.686674] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:53.686713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:53.686778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:53.743128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:53.743855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:53.743944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:53.743988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:53.864731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:53.864882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:53.864930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:53.864968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:53.868236] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-11-27T19:46:53.868512] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-11-27T19:46:53.868665] [INFO ] [sig       ] DEA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:54.006275] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DEA.txt
[2025-11-27T19:46:54.006416] [INFO ] [sig       ] [945/3661] Completed DEA in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.1m
[2025-11-27T19:46:54.006465] [INFO ] [sig       ] [946/3661] Forecasting DECK...
[2025-11-27T19:46:54.006501] [INFO ] [sig       ] Generating forecast for: DECK
[2025-11-27T19:46:54.006537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-11-27T19:46:54.017589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-11-27T19:46:54.017878] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-11-27T19:46:54.018736] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-11-27T19:46:54.018801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:54.018843] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:54.018881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:54.018960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:54.075308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:54.075984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:54.076070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:54.076110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:54.197437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:54.197611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:54.197669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:54.197700] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:54.200940] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-11-27T19:46:54.201216] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-11-27T19:46:54.201354] [INFO ] [sig       ] DECK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:54.337395] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DECK.txt
[2025-11-27T19:46:54.337542] [INFO ] [sig       ] [946/3661] Completed DECK in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.1m
[2025-11-27T19:46:54.337607] [INFO ] [sig       ] [947/3661] Forecasting DEI...
[2025-11-27T19:46:54.337652] [INFO ] [sig       ] Generating forecast for: DEI
[2025-11-27T19:46:54.337697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-11-27T19:46:54.348850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-11-27T19:46:54.349143] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-11-27T19:46:54.349984] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-11-27T19:46:54.350054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:54.350110] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:54.350163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:54.350246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:54.406696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:54.407370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:54.407467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:54.407520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:54.530614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:54.530778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:54.530845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:54.530899] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:54.534237] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-11-27T19:46:54.534533] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-11-27T19:46:54.534698] [INFO ] [sig       ] DEI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:54.670717] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DEI.txt
[2025-11-27T19:46:54.670886] [INFO ] [sig       ] [947/3661] Completed DEI in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.1m
[2025-11-27T19:46:54.670952] [INFO ] [sig       ] [948/3661] Forecasting DELL...
[2025-11-27T19:46:54.671025] [INFO ] [sig       ] Generating forecast for: DELL
[2025-11-27T19:46:54.671078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-11-27T19:46:54.682009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-11-27T19:46:54.682314] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-11-27T19:46:54.683137] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-11-27T19:46:54.683218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:54.683273] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:54.683322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:54.683409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:54.739540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:54.740277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:54.740379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:54.740436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:54.860049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:54.860222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:54.860289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:54.860342] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:54.863660] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-11-27T19:46:54.863954] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-11-27T19:46:54.864100] [INFO ] [sig       ] DELL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:55.000115] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DELL.txt
[2025-11-27T19:46:55.000312] [INFO ] [sig       ] [948/3661] Completed DELL in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.1m
[2025-11-27T19:46:55.000381] [INFO ] [sig       ] [949/3661] Forecasting DENN...
[2025-11-27T19:46:55.000436] [INFO ] [sig       ] Generating forecast for: DENN
[2025-11-27T19:46:55.000497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-11-27T19:46:55.011532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-11-27T19:46:55.011881] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-11-27T19:46:55.012727] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-11-27T19:46:55.012792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:55.012834] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:55.012884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:55.012963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:55.069011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:55.069695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:55.069779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:55.069828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:55.186916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:55.187079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:55.187128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:55.187170] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:55.190525] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-11-27T19:46:55.190856] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-11-27T19:46:55.190990] [INFO ] [sig       ] DENN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:55.326877] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DENN.txt
[2025-11-27T19:46:55.327021] [INFO ] [sig       ] [949/3661] Completed DENN in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.1m
[2025-11-27T19:46:55.327074] [INFO ] [sig       ] [950/3661] Forecasting DEO...
[2025-11-27T19:46:55.327111] [INFO ] [sig       ] Generating forecast for: DEO
[2025-11-27T19:46:55.327148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-11-27T19:46:55.338065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-11-27T19:46:55.338402] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-11-27T19:46:55.339279] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-11-27T19:46:55.339343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:55.339384] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:55.339468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:55.339548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:55.396992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:55.397773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:55.397862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:55.397914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:55.516388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:55.516552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:55.516637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:55.516691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:55.520016] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-11-27T19:46:55.520290] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-11-27T19:46:55.520428] [INFO ] [sig       ] DEO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:55.655645] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DEO.txt
[2025-11-27T19:46:55.655803] [INFO ] [sig       ] [950/3661] Completed DEO in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.1m
[2025-11-27T19:46:55.655853] [INFO ] [sig       ] [951/3661] Forecasting DERM...
[2025-11-27T19:46:55.655889] [INFO ] [sig       ] Generating forecast for: DERM
[2025-11-27T19:46:55.655927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-11-27T19:46:55.666618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-11-27T19:46:55.666909] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-11-27T19:46:55.667716] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-11-27T19:46:55.667780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:55.667821] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:55.667859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:55.667925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:55.723332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:55.723997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:55.724081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:55.724120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:55.850341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:55.850502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:55.850551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:55.850610] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:55.853848] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=69.55%)
[2025-11-27T19:46:55.854129] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-11-27T19:46:55.854257] [INFO ] [sig       ] DERM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:55.989989] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DERM.txt
[2025-11-27T19:46:55.990159] [INFO ] [sig       ] [951/3661] Completed DERM in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.1m
[2025-11-27T19:46:55.990211] [INFO ] [sig       ] [952/3661] Forecasting DFGP...
[2025-11-27T19:46:55.990259] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-11-27T19:46:55.990301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-11-27T19:46:56.001103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-11-27T19:46:56.001387] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-11-27T19:46:56.002170] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-11-27T19:46:56.002232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:56.002282] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:56.002328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:56.002410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:56.057708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:56.058546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:56.058653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:56.058701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:56.175191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:56.175355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:56.175408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:56.175441] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:56.178768] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-11-27T19:46:56.179049] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-11-27T19:46:56.179181] [INFO ] [sig       ] DFGP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:56.315397] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DFGP.txt
[2025-11-27T19:46:56.315550] [INFO ] [sig       ] [952/3661] Completed DFGP in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:56.315639] [INFO ] [sig       ] [953/3661] Forecasting DFGX...
[2025-11-27T19:46:56.315710] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-11-27T19:46:56.315752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-11-27T19:46:56.326396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-11-27T19:46:56.326724] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-11-27T19:46:56.327503] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-11-27T19:46:56.327584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:56.327621] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:56.327654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:56.327722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:56.383627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:56.384360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:56.384446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:56.384482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:56.505897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:56.506063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:56.506110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:56.506146] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:56.509459] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-11-27T19:46:56.509811] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-11-27T19:46:56.509947] [INFO ] [sig       ] DFGX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:56.645839] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DFGX.txt
[2025-11-27T19:46:56.645987] [INFO ] [sig       ] [953/3661] Completed DFGX in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:56.646036] [INFO ] [sig       ] [954/3661] Forecasting DFH...
[2025-11-27T19:46:56.646084] [INFO ] [sig       ] Generating forecast for: DFH
[2025-11-27T19:46:56.646132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-11-27T19:46:56.656789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-11-27T19:46:56.657107] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-11-27T19:46:56.657906] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-11-27T19:46:56.657968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:56.658009] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:56.658063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:56.658164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:56.712626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:56.713259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:56.713346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:56.713383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:56.830652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:56.830816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:56.830872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:56.830919] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:56.834133] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-11-27T19:46:56.834412] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-11-27T19:46:56.834551] [INFO ] [sig       ] DFH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:56.968557] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DFH.txt
[2025-11-27T19:46:56.968761] [INFO ] [sig       ] [954/3661] Completed DFH in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:56.968814] [INFO ] [sig       ] [955/3661] Forecasting DFIN...
[2025-11-27T19:46:56.968904] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-11-27T19:46:56.968945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-11-27T19:46:56.979617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-11-27T19:46:56.979936] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-11-27T19:46:56.980843] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-11-27T19:46:56.980910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:56.980953] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:56.980991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:56.981056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:57.049268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:57.050129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:57.050219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:57.050261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:57.168002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:57.168205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:57.168257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:57.168306] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:57.171629] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2025-11-27T19:46:57.171908] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-11-27T19:46:57.172043] [INFO ] [sig       ] DFIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:57.306311] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DFIN.txt
[2025-11-27T19:46:57.306489] [INFO ] [sig       ] [955/3661] Completed DFIN in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:57.306541] [INFO ] [sig       ] [956/3661] Forecasting DFP...
[2025-11-27T19:46:57.306625] [INFO ] [sig       ] Generating forecast for: DFP
[2025-11-27T19:46:57.306671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-11-27T19:46:57.321182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-11-27T19:46:57.321589] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-11-27T19:46:57.322550] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-11-27T19:46:57.322642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:57.322700] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:57.322747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:57.322837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:57.385688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:57.386506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:57.386617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:57.386666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:57.502813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:57.502977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:57.503027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:57.503065] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:57.506296] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2025-11-27T19:46:57.506589] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-11-27T19:46:57.506725] [INFO ] [sig       ] DFP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:57.642737] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DFP.txt
[2025-11-27T19:46:57.642924] [INFO ] [sig       ] [956/3661] Completed DFP in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:57.642997] [INFO ] [sig       ] [957/3661] Forecasting DG...
[2025-11-27T19:46:57.643041] [INFO ] [sig       ] Generating forecast for: DG
[2025-11-27T19:46:57.643100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-11-27T19:46:57.655438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-11-27T19:46:57.655810] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-11-27T19:46:57.656680] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-11-27T19:46:57.656749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:57.656800] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:57.656853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:57.656978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:57.715384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:57.716305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:57.716403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:57.716443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:57.836637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:57.836826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:57.836896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:57.836941] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:57.841311] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-11-27T19:46:57.841633] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-11-27T19:46:57.841779] [INFO ] [sig       ] DG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:57.976387] [INFO ] [LOCAL     ] Saved forecast: DG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DG.txt
[2025-11-27T19:46:57.976528] [INFO ] [sig       ] [957/3661] Completed DG in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:57.976595] [INFO ] [sig       ] [958/3661] Forecasting DGCB...
[2025-11-27T19:46:57.976635] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-11-27T19:46:57.976678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-11-27T19:46:57.987444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-11-27T19:46:57.987765] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-11-27T19:46:57.988602] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-11-27T19:46:57.988671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:57.988713] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:57.988750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:57.988816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:58.044989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:58.045620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:58.045710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:58.045753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:58.175355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:58.175520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:58.175585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:58.175627] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:58.178844] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=57.05%)
[2025-11-27T19:46:58.179120] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-11-27T19:46:58.179254] [INFO ] [sig       ] DGCB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:58.314699] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DGCB.txt
[2025-11-27T19:46:58.314871] [INFO ] [sig       ] [958/3661] Completed DGCB in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:58.314922] [INFO ] [sig       ] [959/3661] Forecasting DGICA...
[2025-11-27T19:46:58.314963] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-11-27T19:46:58.315006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-11-27T19:46:58.326670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-11-27T19:46:58.327087] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-11-27T19:46:58.327944] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-11-27T19:46:58.328010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:58.328067] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:58.328126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:58.328196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:58.384101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:58.384951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:58.385042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:58.385088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:58.511417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:58.511631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:58.511699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:58.511752] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:58.516439] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=50.32%)
[2025-11-27T19:46:58.516844] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-11-27T19:46:58.517021] [INFO ] [sig       ] DGICA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:58.658145] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DGICA.txt
[2025-11-27T19:46:58.658291] [INFO ] [sig       ] [959/3661] Completed DGICA in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:58.658342] [INFO ] [sig       ] [960/3661] Forecasting DGII...
[2025-11-27T19:46:58.658385] [INFO ] [sig       ] Generating forecast for: DGII
[2025-11-27T19:46:58.658448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-11-27T19:46:58.670065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-11-27T19:46:58.670444] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-11-27T19:46:58.671322] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-11-27T19:46:58.671389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:58.671447] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:58.671511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:58.671649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:58.729753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:58.730600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:58.730693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:58.730738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:58.856119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:58.856304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:58.856353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:58.856393] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:58.859720] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=73.45%)
[2025-11-27T19:46:58.860004] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-11-27T19:46:58.860147] [INFO ] [sig       ] DGII: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:58.993838] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DGII.txt
[2025-11-27T19:46:58.993991] [INFO ] [sig       ] [960/3661] Completed DGII in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:58.994052] [INFO ] [sig       ] [961/3661] Forecasting DGLY...
[2025-11-27T19:46:58.994100] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-11-27T19:46:58.994165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-11-27T19:46:59.004566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-11-27T19:46:59.004981] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-11-27T19:46:59.005782] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-11-27T19:46:59.005843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:59.005884] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:59.005921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:59.006051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:59.060110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:59.060847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:59.060939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:59.060991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:59.171944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:59.172117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:59.172165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:59.172202] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:59.175502] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-11-27T19:46:59.175818] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-11-27T19:46:59.175956] [INFO ] [sig       ] DGLY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:59.309682] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DGLY.txt
[2025-11-27T19:46:59.309842] [INFO ] [sig       ] [961/3661] Completed DGLY in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:59.309893] [INFO ] [sig       ] [962/3661] Forecasting DGRE...
[2025-11-27T19:46:59.309932] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-11-27T19:46:59.309970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-11-27T19:46:59.321786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-11-27T19:46:59.322185] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-11-27T19:46:59.323102] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-11-27T19:46:59.323168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:59.323210] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:59.323247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:59.323311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:59.378908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:59.379659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:59.379757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:59.379831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:59.491098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:59.491279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:59.491345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:59.491399] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:59.494934] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-11-27T19:46:59.495226] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-11-27T19:46:59.495361] [INFO ] [sig       ] DGRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:46:59.630846] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DGRE.txt
[2025-11-27T19:46:59.630990] [INFO ] [sig       ] [962/3661] Completed DGRE in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:59.631044] [INFO ] [sig       ] [963/3661] Forecasting DGRS...
[2025-11-27T19:46:59.631085] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-11-27T19:46:59.631121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-11-27T19:46:59.641902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-11-27T19:46:59.642230] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-11-27T19:46:59.643020] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-11-27T19:46:59.643083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:59.643137] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:59.643186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:59.643296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:46:59.701474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:46:59.702327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:46:59.702419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:46:59.702475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:46:59.819390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:46:59.819556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:46:59.819641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:46:59.819691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:46:59.822961] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-11-27T19:46:59.823240] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-11-27T19:46:59.823368] [INFO ] [sig       ] DGRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:46:59.959657] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DGRS.txt
[2025-11-27T19:46:59.959799] [INFO ] [sig       ] [963/3661] Completed DGRS in 0.3s | 3.00 sym/s | Total: 5.3m | ETA: 15.0m
[2025-11-27T19:46:59.959857] [INFO ] [sig       ] [964/3661] Forecasting DGX...
[2025-11-27T19:46:59.959902] [INFO ] [sig       ] Generating forecast for: DGX
[2025-11-27T19:46:59.959942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-11-27T19:46:59.971115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-11-27T19:46:59.971422] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-11-27T19:46:59.972220] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-11-27T19:46:59.972282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:46:59.972334] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:46:59.972386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:46:59.972460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:00.027523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:00.028158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:00.028248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:00.028288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:00.153300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:00.153462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:00.153510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:00.153547] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:00.156792] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-11-27T19:47:00.157073] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-11-27T19:47:00.157221] [INFO ] [sig       ] DGX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:00.291821] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DGX.txt
[2025-11-27T19:47:00.291966] [INFO ] [sig       ] [964/3661] Completed DGX in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 15.0m
[2025-11-27T19:47:00.292014] [INFO ] [sig       ] [965/3661] Forecasting DH...
[2025-11-27T19:47:00.292052] [INFO ] [sig       ] Generating forecast for: DH
[2025-11-27T19:47:00.292110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-11-27T19:47:00.303227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-11-27T19:47:00.303536] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-11-27T19:47:00.304377] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-11-27T19:47:00.304446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:00.304504] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:00.304561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:00.304712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:00.361781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:00.362501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:00.362610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:00.362655] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:00.484036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:00.484182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:00.484230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:00.484269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:00.487502] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-11-27T19:47:00.487797] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-11-27T19:47:00.487931] [INFO ] [sig       ] DH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:00.622832] [INFO ] [LOCAL     ] Saved forecast: DH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DH.txt
[2025-11-27T19:47:00.622987] [INFO ] [sig       ] [965/3661] Completed DH in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 15.0m
[2025-11-27T19:47:00.623036] [INFO ] [sig       ] [966/3661] Forecasting DHC...
[2025-11-27T19:47:00.623097] [INFO ] [sig       ] Generating forecast for: DHC
[2025-11-27T19:47:00.623137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-11-27T19:47:00.633693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-11-27T19:47:00.633983] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-11-27T19:47:00.634760] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-11-27T19:47:00.634822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:00.634863] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:00.634899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:00.634962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:00.690135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:00.690738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:00.690820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:00.690859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:00.809054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:00.809215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:00.809263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:00.809316] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:00.812511] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-11-27T19:47:00.812795] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-11-27T19:47:00.812925] [INFO ] [sig       ] DHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:00.951732] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DHC.txt
[2025-11-27T19:47:00.951869] [INFO ] [sig       ] [966/3661] Completed DHC in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 15.0m
[2025-11-27T19:47:00.951918] [INFO ] [sig       ] [967/3661] Forecasting DHF...
[2025-11-27T19:47:00.951961] [INFO ] [sig       ] Generating forecast for: DHF
[2025-11-27T19:47:00.951998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-11-27T19:47:00.962917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-11-27T19:47:00.963205] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-11-27T19:47:00.963991] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-11-27T19:47:00.964052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:00.964093] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:00.964128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:00.964193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:01.019887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:01.020478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:01.020563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:01.020621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:01.134952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:01.135116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:01.135164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:01.135201] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:01.138426] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-11-27T19:47:01.138727] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-11-27T19:47:01.138866] [INFO ] [sig       ] DHF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:01.281429] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DHF.txt
[2025-11-27T19:47:01.281614] [INFO ] [sig       ] [967/3661] Completed DHF in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 15.0m
[2025-11-27T19:47:01.281666] [INFO ] [sig       ] [968/3661] Forecasting DHI...
[2025-11-27T19:47:01.281731] [INFO ] [sig       ] Generating forecast for: DHI
[2025-11-27T19:47:01.281766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-11-27T19:47:01.292341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-11-27T19:47:01.292646] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-11-27T19:47:01.293395] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-11-27T19:47:01.293457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:01.293498] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:01.293533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:01.293612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:01.351013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:01.351808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:01.351915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:01.351971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:01.480521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:01.480714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:01.480767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:01.480798] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:01.484169] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-11-27T19:47:01.484462] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-11-27T19:47:01.484643] [INFO ] [sig       ] DHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:01.618269] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DHI.txt
[2025-11-27T19:47:01.618444] [INFO ] [sig       ] [968/3661] Completed DHI in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 15.0m
[2025-11-27T19:47:01.618494] [INFO ] [sig       ] [969/3661] Forecasting DHIL...
[2025-11-27T19:47:01.618550] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-11-27T19:47:01.618632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-11-27T19:47:01.630108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-11-27T19:47:01.630458] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-11-27T19:47:01.631454] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-11-27T19:47:01.631520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:01.631563] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:01.631616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:01.631680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:01.686694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:01.687775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:01.687890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:01.687948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:01.809651] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:01.809855] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:47:01.809917] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:01.809968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:01.814765] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-11-27T19:47:01.815206] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-11-27T19:47:01.815377] [INFO ] [sig       ] DHIL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:01.969735] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DHIL.txt
[2025-11-27T19:47:01.969912] [INFO ] [sig       ] [969/3661] Completed DHIL in 0.4s | 3.00 sym/s | Total: 5.4m | ETA: 15.0m
[2025-11-27T19:47:01.969967] [INFO ] [sig       ] [970/3661] Forecasting DHX...
[2025-11-27T19:47:01.970007] [INFO ] [sig       ] Generating forecast for: DHX
[2025-11-27T19:47:01.970074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-11-27T19:47:01.984481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-11-27T19:47:01.985111] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-11-27T19:47:01.986197] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-11-27T19:47:01.986276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:01.986331] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:01.986401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:01.986536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:02.046383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:02.047694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:02.047817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:02.047876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:02.175372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:02.175567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:02.175661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:02.175705] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:02.179333] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-11-27T19:47:02.179670] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-11-27T19:47:02.179851] [INFO ] [sig       ] DHX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:02.327624] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DHX.txt
[2025-11-27T19:47:02.327839] [INFO ] [sig       ] [970/3661] Completed DHX in 0.4s | 3.00 sym/s | Total: 5.4m | ETA: 15.0m
[2025-11-27T19:47:02.327912] [INFO ] [sig       ] [971/3661] Forecasting DIBS...
[2025-11-27T19:47:02.327985] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-11-27T19:47:02.328031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-11-27T19:47:02.340525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-11-27T19:47:02.341054] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-11-27T19:47:02.342075] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-11-27T19:47:02.342146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:02.342194] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:02.342233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:02.342303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:02.399502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:02.400688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:02.400801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:02.400848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:02.533220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:02.533409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:02.533459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:02.533500] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:02.536994] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-11-27T19:47:02.537314] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-11-27T19:47:02.537470] [INFO ] [sig       ] DIBS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:02.687727] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DIBS.txt
[2025-11-27T19:47:02.687914] [INFO ] [sig       ] [971/3661] Completed DIBS in 0.4s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:02.687967] [INFO ] [sig       ] [972/3661] Forecasting DIN...
[2025-11-27T19:47:02.688010] [INFO ] [sig       ] Generating forecast for: DIN
[2025-11-27T19:47:02.688048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-11-27T19:47:02.704802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-11-27T19:47:02.705425] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-11-27T19:47:02.706485] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-11-27T19:47:02.706594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:02.706658] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:02.706710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:02.706797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:02.763263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:02.764489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:02.764651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:02.764716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:02.893209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:02.893483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:02.893545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:02.893606] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:02.897730] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-11-27T19:47:02.898142] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-11-27T19:47:02.898335] [INFO ] [sig       ] DIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:03.051642] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DIN.txt
[2025-11-27T19:47:03.051883] [INFO ] [sig       ] [972/3661] Completed DIN in 0.4s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:03.051940] [INFO ] [sig       ] [973/3661] Forecasting DINO...
[2025-11-27T19:47:03.051988] [INFO ] [sig       ] Generating forecast for: DINO
[2025-11-27T19:47:03.052056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-11-27T19:47:03.065066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-11-27T19:47:03.065641] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-11-27T19:47:03.066636] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-11-27T19:47:03.066704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:03.066749] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:03.066790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:03.066859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:03.123832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:03.124950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:03.125055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:03.125099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:03.252894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:03.253175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:03.253237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:03.253280] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:03.257309] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-11-27T19:47:03.257662] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-11-27T19:47:03.257816] [INFO ] [sig       ] DINO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:03.407118] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DINO.txt
[2025-11-27T19:47:03.407378] [INFO ] [sig       ] [973/3661] Completed DINO in 0.4s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:03.407440] [INFO ] [sig       ] [974/3661] Forecasting DIOD...
[2025-11-27T19:47:03.407511] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-11-27T19:47:03.407591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-11-27T19:47:03.420557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-11-27T19:47:03.421195] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-11-27T19:47:03.422243] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-11-27T19:47:03.422312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:03.422359] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:03.422400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:03.422473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:03.480482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:03.481740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:03.481868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:03.481917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:03.605473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:03.605747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:03.605805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:03.605846] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:03.609902] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-11-27T19:47:03.610312] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-11-27T19:47:03.610492] [INFO ] [sig       ] DIOD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:03.759922] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DIOD.txt
[2025-11-27T19:47:03.760161] [INFO ] [sig       ] [974/3661] Completed DIOD in 0.4s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:03.760219] [INFO ] [sig       ] [975/3661] Forecasting DIS...
[2025-11-27T19:47:03.760256] [INFO ] [sig       ] Generating forecast for: DIS
[2025-11-27T19:47:03.760332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-11-27T19:47:03.773646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-11-27T19:47:03.774189] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-11-27T19:47:03.775158] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-11-27T19:47:03.775225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:03.775269] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:03.775305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:03.775372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:03.831072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:03.832334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:03.832455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:03.832504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:03.961278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:03.961467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:03.961523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:03.961566] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:03.965891] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-11-27T19:47:03.966248] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-11-27T19:47:03.966417] [INFO ] [sig       ] DIS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:04.116817] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DIS.txt
[2025-11-27T19:47:04.117013] [INFO ] [sig       ] [975/3661] Completed DIS in 0.4s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:04.117067] [INFO ] [sig       ] [976/3661] Forecasting DJCO...
[2025-11-27T19:47:04.117109] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-11-27T19:47:04.117174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-11-27T19:47:04.128995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-11-27T19:47:04.129376] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-11-27T19:47:04.130225] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-11-27T19:47:04.130291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:04.130335] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:04.130372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:04.130435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:04.187414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:04.188167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:04.188260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:04.188305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:04.306157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:04.306339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:04.306388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:04.306424] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:04.309732] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-11-27T19:47:04.310024] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-11-27T19:47:04.310162] [INFO ] [sig       ] DJCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:04.456476] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DJCO.txt
[2025-11-27T19:47:04.456662] [INFO ] [sig       ] [976/3661] Completed DJCO in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:04.456715] [INFO ] [sig       ] [977/3661] Forecasting DK...
[2025-11-27T19:47:04.456772] [INFO ] [sig       ] Generating forecast for: DK
[2025-11-27T19:47:04.456814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-11-27T19:47:04.468137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-11-27T19:47:04.468478] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-11-27T19:47:04.469259] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-11-27T19:47:04.469322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:04.469362] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:04.469398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:04.469462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:04.526590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:04.527407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:04.527502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:04.527548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:04.650524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:04.650780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:04.650839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:04.650881] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:04.654312] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-11-27T19:47:04.654625] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-11-27T19:47:04.654760] [INFO ] [sig       ] DK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:04.794089] [INFO ] [LOCAL     ] Saved forecast: DK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DK.txt
[2025-11-27T19:47:04.794235] [INFO ] [sig       ] [977/3661] Completed DK in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:04.794286] [INFO ] [sig       ] [978/3661] Forecasting DKL...
[2025-11-27T19:47:04.794327] [INFO ] [sig       ] Generating forecast for: DKL
[2025-11-27T19:47:04.794392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-11-27T19:47:04.806043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-11-27T19:47:04.806480] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-11-27T19:47:04.807327] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-11-27T19:47:04.807395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:04.807440] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:04.807476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:04.807544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:04.861501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:04.862495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:04.862633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:04.862681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:04.982698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:04.982880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:04.982933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:04.982975] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:04.986406] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=74.03%)
[2025-11-27T19:47:04.986718] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-11-27T19:47:04.986859] [INFO ] [sig       ] DKL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:05.133481] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DKL.txt
[2025-11-27T19:47:05.133701] [INFO ] [sig       ] [978/3661] Completed DKL in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:05.133790] [INFO ] [sig       ] [979/3661] Forecasting DKNG...
[2025-11-27T19:47:05.133840] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-11-27T19:47:05.133879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-11-27T19:47:05.145870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-11-27T19:47:05.146303] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-11-27T19:47:05.147211] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-11-27T19:47:05.147291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:05.147350] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:05.147401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:05.147470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:05.206010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:05.206921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:05.207021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:05.207068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:05.325475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:05.325672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:05.325743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:05.325787] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:05.329280] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-11-27T19:47:05.329613] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-11-27T19:47:05.329764] [INFO ] [sig       ] DKNG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:05.465625] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DKNG.txt
[2025-11-27T19:47:05.465797] [INFO ] [sig       ] [979/3661] Completed DKNG in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:05.465850] [INFO ] [sig       ] [980/3661] Forecasting DKS...
[2025-11-27T19:47:05.465908] [INFO ] [sig       ] Generating forecast for: DKS
[2025-11-27T19:47:05.465953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-11-27T19:47:05.477114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-11-27T19:47:05.477445] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-11-27T19:47:05.478263] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-11-27T19:47:05.478327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:05.478370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:05.478406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:05.478471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:05.534905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:05.535820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:05.535923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:05.535969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:05.657716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:05.657908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:05.657962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:05.658001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:05.661460] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-11-27T19:47:05.661788] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-11-27T19:47:05.661948] [INFO ] [sig       ] DKS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:05.797266] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DKS.txt
[2025-11-27T19:47:05.797421] [INFO ] [sig       ] [980/3661] Completed DKS in 0.3s | 3.00 sym/s | Total: 5.4m | ETA: 14.9m
[2025-11-27T19:47:05.797470] [INFO ] [sig       ] [981/3661] Forecasting DLB...
[2025-11-27T19:47:05.797566] [INFO ] [sig       ] Generating forecast for: DLB
[2025-11-27T19:47:05.797628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-11-27T19:47:05.809256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-11-27T19:47:05.809564] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-11-27T19:47:05.810355] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-11-27T19:47:05.810435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:05.810487] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:05.810524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:05.810606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:05.882496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:05.883628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:05.883739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:05.883782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:06.009818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:06.010015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:06.010104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:06.010152] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:06.013790] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-11-27T19:47:06.014092] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-11-27T19:47:06.014241] [INFO ] [sig       ] DLB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:06.151672] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DLB.txt
[2025-11-27T19:47:06.151858] [INFO ] [sig       ] [981/3661] Completed DLB in 0.4s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:06.151909] [INFO ] [sig       ] [982/3661] Forecasting DLHC...
[2025-11-27T19:47:06.151949] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-11-27T19:47:06.152008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-11-27T19:47:06.164424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-11-27T19:47:06.164948] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-11-27T19:47:06.166003] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-11-27T19:47:06.166079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:06.166132] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:06.166178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:06.166267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:06.225827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:06.226833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:06.226932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:06.226979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:06.355361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:06.355549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:06.355627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:06.355672] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:06.359178] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-11-27T19:47:06.359488] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-11-27T19:47:06.359661] [INFO ] [sig       ] DLHC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:06.494157] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DLHC.txt
[2025-11-27T19:47:06.494323] [INFO ] [sig       ] [982/3661] Completed DLHC in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:06.494395] [INFO ] [sig       ] [983/3661] Forecasting DLNG...
[2025-11-27T19:47:06.494438] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-11-27T19:47:06.494476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-11-27T19:47:06.506199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-11-27T19:47:06.506633] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-11-27T19:47:06.507418] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-11-27T19:47:06.507482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:06.507537] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:06.507593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:06.507672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:06.563062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:06.563939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:06.564032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:06.564076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:06.686055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:06.686232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:06.686296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:06.686342] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:06.689944] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-11-27T19:47:06.690235] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-11-27T19:47:06.690379] [INFO ] [sig       ] DLNG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:06.835304] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DLNG.txt
[2025-11-27T19:47:06.835509] [INFO ] [sig       ] [983/3661] Completed DLNG in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:06.835562] [INFO ] [sig       ] [984/3661] Forecasting DLO...
[2025-11-27T19:47:06.835675] [INFO ] [sig       ] Generating forecast for: DLO
[2025-11-27T19:47:06.835728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-11-27T19:47:06.848480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-11-27T19:47:06.848931] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-11-27T19:47:06.849790] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-11-27T19:47:06.849857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:06.849903] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:06.849941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:06.850007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:06.910949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:06.911839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:06.911957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:06.912003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:07.027948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:07.028131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:07.028179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:07.028221] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:07.031426] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-11-27T19:47:07.031714] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-11-27T19:47:07.031850] [INFO ] [sig       ] DLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:07.172103] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DLO.txt
[2025-11-27T19:47:07.172279] [INFO ] [sig       ] [984/3661] Completed DLO in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:07.172336] [INFO ] [sig       ] [985/3661] Forecasting DLPN...
[2025-11-27T19:47:07.172376] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-11-27T19:47:07.172436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-11-27T19:47:07.183414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-11-27T19:47:07.183808] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-11-27T19:47:07.184564] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-11-27T19:47:07.184647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:07.184690] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:07.184727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:07.184792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:07.239544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:07.240225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:07.240334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:07.240378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:07.350724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:07.350892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:07.350941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:07.350979] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:07.354221] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-11-27T19:47:07.354494] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-11-27T19:47:07.354643] [INFO ] [sig       ] DLPN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:07.491025] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DLPN.txt
[2025-11-27T19:47:07.491201] [INFO ] [sig       ] [985/3661] Completed DLPN in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:07.491263] [INFO ] [sig       ] [986/3661] Forecasting DLTH...
[2025-11-27T19:47:07.491322] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-11-27T19:47:07.491365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-11-27T19:47:07.502646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-11-27T19:47:07.503046] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-11-27T19:47:07.503891] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-11-27T19:47:07.503957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:07.503999] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:07.504039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:07.504105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:07.559658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:07.560494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:07.560616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:07.560664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:07.679141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:07.679316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:07.679368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:07.679411] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:07.682743] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-11-27T19:47:07.683024] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-11-27T19:47:07.683175] [INFO ] [sig       ] DLTH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:07.822454] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DLTH.txt
[2025-11-27T19:47:07.822640] [INFO ] [sig       ] [986/3661] Completed DLTH in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:07.822701] [INFO ] [sig       ] [987/3661] Forecasting DLX...
[2025-11-27T19:47:07.822742] [INFO ] [sig       ] Generating forecast for: DLX
[2025-11-27T19:47:07.822781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-11-27T19:47:07.834218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-11-27T19:47:07.834499] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-11-27T19:47:07.835276] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-11-27T19:47:07.835341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:07.835384] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:07.835420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:07.835485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:07.894374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:07.895114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:07.895224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:07.895269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:08.016559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:08.016753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:08.016806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:08.016848] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:08.020308] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-11-27T19:47:08.020608] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-11-27T19:47:08.020743] [INFO ] [sig       ] DLX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:08.161034] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DLX.txt
[2025-11-27T19:47:08.161204] [INFO ] [sig       ] [987/3661] Completed DLX in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:08.161257] [INFO ] [sig       ] [988/3661] Forecasting DLY...
[2025-11-27T19:47:08.161297] [INFO ] [sig       ] Generating forecast for: DLY
[2025-11-27T19:47:08.161358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-11-27T19:47:08.175669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-11-27T19:47:08.176222] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-11-27T19:47:08.177211] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-11-27T19:47:08.177288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:08.177345] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:08.177396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:08.177494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:08.235325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:08.236492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:08.236625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:08.236684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:08.356422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:08.356687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:08.356761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:08.356817] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:08.360602] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-11-27T19:47:08.360922] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-11-27T19:47:08.361068] [INFO ] [sig       ] DLY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:08.509959] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DLY.txt
[2025-11-27T19:47:08.510201] [INFO ] [sig       ] [988/3661] Completed DLY in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:08.510259] [INFO ] [sig       ] [989/3661] Forecasting DMAC...
[2025-11-27T19:47:08.510332] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-11-27T19:47:08.510372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-11-27T19:47:08.523489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-11-27T19:47:08.523906] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-11-27T19:47:08.524753] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-11-27T19:47:08.524819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:08.524863] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:08.524900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:08.524969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:08.581353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:08.582316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:08.582420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:08.582465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:08.707630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:08.707818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:08.707870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:08.707910] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:08.711568] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=93.99%)
[2025-11-27T19:47:08.711878] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-11-27T19:47:08.712017] [INFO ] [sig       ] DMAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:08.854121] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DMAC.txt
[2025-11-27T19:47:08.854311] [INFO ] [sig       ] [989/3661] Completed DMAC in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.9m
[2025-11-27T19:47:08.854362] [INFO ] [sig       ] [990/3661] Forecasting DMB...
[2025-11-27T19:47:08.854424] [INFO ] [sig       ] Generating forecast for: DMB
[2025-11-27T19:47:08.854466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-11-27T19:47:08.865544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-11-27T19:47:08.865920] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-11-27T19:47:08.866694] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-11-27T19:47:08.866756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:08.866798] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:08.866835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:08.866908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:08.921507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:08.922380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:08.922470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:08.922513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:09.042072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:09.042275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:09.042328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:09.042384] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:09.045712] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=30.79%)
[2025-11-27T19:47:09.045992] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-11-27T19:47:09.046130] [INFO ] [sig       ] DMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:09.181882] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DMB.txt
[2025-11-27T19:47:09.182059] [INFO ] [sig       ] [990/3661] Completed DMB in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:09.182110] [INFO ] [sig       ] [991/3661] Forecasting DMLP...
[2025-11-27T19:47:09.182167] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-11-27T19:47:09.182212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-11-27T19:47:09.193225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-11-27T19:47:09.193518] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-11-27T19:47:09.194311] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-11-27T19:47:09.194375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:09.194416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:09.194453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:09.194519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:09.254050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:09.254780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:09.254869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:09.254912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:09.374543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:09.374721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:09.374784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:09.374830] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:09.378166] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-11-27T19:47:09.378442] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-11-27T19:47:09.378591] [INFO ] [sig       ] DMLP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:09.515304] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DMLP.txt
[2025-11-27T19:47:09.515485] [INFO ] [sig       ] [991/3661] Completed DMLP in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:09.515536] [INFO ] [sig       ] [992/3661] Forecasting DMO...
[2025-11-27T19:47:09.515595] [INFO ] [sig       ] Generating forecast for: DMO
[2025-11-27T19:47:09.515656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-11-27T19:47:09.526722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-11-27T19:47:09.527014] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-11-27T19:47:09.527832] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-11-27T19:47:09.527895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:09.527938] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:09.527976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:09.528041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:09.587534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:09.588399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:09.588505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:09.588565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:09.703051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:09.703230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:09.703280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:09.703320] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:09.706623] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-11-27T19:47:09.706902] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-11-27T19:47:09.707041] [INFO ] [sig       ] DMO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:09.845275] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DMO.txt
[2025-11-27T19:47:09.845458] [INFO ] [sig       ] [992/3661] Completed DMO in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:09.845511] [INFO ] [sig       ] [993/3661] Forecasting DMRC...
[2025-11-27T19:47:09.845551] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-11-27T19:47:09.845607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-11-27T19:47:09.857113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-11-27T19:47:09.857449] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-11-27T19:47:09.858259] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-11-27T19:47:09.858324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:09.858365] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:09.858402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:09.858466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:09.914342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:09.915164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:09.915253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:09.915297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:10.037078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:10.037288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:10.037346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:10.037385] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:10.040718] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-11-27T19:47:10.041006] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-11-27T19:47:10.041148] [INFO ] [sig       ] DMRC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:10.177926] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DMRC.txt
[2025-11-27T19:47:10.178103] [INFO ] [sig       ] [993/3661] Completed DMRC in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:10.178186] [INFO ] [sig       ] [994/3661] Forecasting DMXF...
[2025-11-27T19:47:10.178228] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-11-27T19:47:10.178288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-11-27T19:47:10.189826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-11-27T19:47:10.190197] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-11-27T19:47:10.191046] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-11-27T19:47:10.191112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:10.191156] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:10.191206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:10.191276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:10.247629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:10.248557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:10.248684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:10.248731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:10.366416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:10.366625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:10.366679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:10.366722] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:10.370147] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-11-27T19:47:10.370428] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-11-27T19:47:10.370569] [INFO ] [sig       ] DMXF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:10.504923] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DMXF.txt
[2025-11-27T19:47:10.505087] [INFO ] [sig       ] [994/3661] Completed DMXF in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:10.505144] [INFO ] [sig       ] [995/3661] Forecasting DNA...
[2025-11-27T19:47:10.505206] [INFO ] [sig       ] Generating forecast for: DNA
[2025-11-27T19:47:10.505242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-11-27T19:47:10.516054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-11-27T19:47:10.516339] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-11-27T19:47:10.517108] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-11-27T19:47:10.517172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:10.517214] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:10.517249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:10.517314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:10.572007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:10.572697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:10.572785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:10.572829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:10.690891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:10.691085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:10.691136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:10.691175] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:10.694466] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-11-27T19:47:10.694754] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-11-27T19:47:10.694891] [INFO ] [sig       ] DNA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:10.832170] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DNA.txt
[2025-11-27T19:47:10.832338] [INFO ] [sig       ] [995/3661] Completed DNA in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:10.832387] [INFO ] [sig       ] [996/3661] Forecasting DNLI...
[2025-11-27T19:47:10.832426] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-11-27T19:47:10.832464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-11-27T19:47:10.843875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-11-27T19:47:10.844177] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-11-27T19:47:10.844993] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-11-27T19:47:10.845057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:10.845099] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:10.845137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:10.845204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:10.902354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:10.903236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:10.903334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:10.903383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:11.026940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:11.027127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:11.027180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:11.027219] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:11.030532] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-11-27T19:47:11.030827] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-11-27T19:47:11.030954] [INFO ] [sig       ] DNLI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:11.166189] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DNLI.txt
[2025-11-27T19:47:11.166339] [INFO ] [sig       ] [996/3661] Completed DNLI in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:11.166397] [INFO ] [sig       ] [997/3661] Forecasting DNP...
[2025-11-27T19:47:11.166435] [INFO ] [sig       ] Generating forecast for: DNP
[2025-11-27T19:47:11.166495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-11-27T19:47:11.179685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-11-27T19:47:11.180211] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-11-27T19:47:11.181193] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-11-27T19:47:11.181260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:11.181314] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:11.181362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:11.181435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:11.237554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:11.238779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:11.238888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:11.238946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:11.362429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:11.362698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:11.362756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:11.362812] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:11.366470] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-11-27T19:47:11.366815] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-11-27T19:47:11.366964] [INFO ] [sig       ] DNP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:11.505982] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DNP.txt
[2025-11-27T19:47:11.506276] [INFO ] [sig       ] [997/3661] Completed DNP in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:11.506340] [INFO ] [sig       ] [998/3661] Forecasting DNTH...
[2025-11-27T19:47:11.506394] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-11-27T19:47:11.506447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-11-27T19:47:11.519623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-11-27T19:47:11.520141] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-11-27T19:47:11.521117] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-11-27T19:47:11.521187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:11.521231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:11.521280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:11.521373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:11.581923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:11.583025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:11.583132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:11.583180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:11.707181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:11.707432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:11.707489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:11.707521] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:11.711683] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-11-27T19:47:11.712043] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-11-27T19:47:11.712211] [INFO ] [sig       ] DNTH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:11.852506] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DNTH.txt
[2025-11-27T19:47:11.852740] [INFO ] [sig       ] [998/3661] Completed DNTH in 0.3s | 3.00 sym/s | Total: 5.5m | ETA: 14.8m
[2025-11-27T19:47:11.852795] [INFO ] [sig       ] [999/3661] Forecasting DOCN...
[2025-11-27T19:47:11.852833] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-11-27T19:47:11.852897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-11-27T19:47:11.865770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-11-27T19:47:11.866279] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-11-27T19:47:11.867206] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-11-27T19:47:11.867273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:11.867318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:11.867357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:11.867426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:11.927561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:11.928917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:11.929054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:11.929120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:12.053630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:12.053877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:12.053933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:12.053983] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:12.057855] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-11-27T19:47:12.058381] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-11-27T19:47:12.058543] [INFO ] [sig       ] DOCN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:12.199301] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DOCN.txt
[2025-11-27T19:47:12.199600] [INFO ] [sig       ] [999/3661] Completed DOCN in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:12.199662] [INFO ] [sig       ] [1000/3661] Forecasting DOCS...
[2025-11-27T19:47:12.199705] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-11-27T19:47:12.199747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-11-27T19:47:12.212339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-11-27T19:47:12.212841] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-11-27T19:47:12.213761] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-11-27T19:47:12.213828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:12.213877] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:12.213914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:12.213986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:12.275174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:12.276327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:12.276436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:12.276482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:12.403203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:12.403465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:12.403525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:12.403559] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:12.407265] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-11-27T19:47:12.407598] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-11-27T19:47:12.407755] [INFO ] [sig       ] DOCS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:12.546485] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DOCS.txt
[2025-11-27T19:47:12.546719] [INFO ] [sig       ] [1000/3661] Completed DOCS in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:12.546804] [INFO ] [sig       ] [1001/3661] Forecasting DOGZ...
[2025-11-27T19:47:12.546854] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-11-27T19:47:12.546894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-11-27T19:47:12.559502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-11-27T19:47:12.560015] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-11-27T19:47:12.560955] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-11-27T19:47:12.561020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:12.561078] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:12.561111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:12.561268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:12.621362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:12.622612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:12.622720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:12.622766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:12.750969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:12.751228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:12.751285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:12.751318] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:12.755248] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=70.40%)
[2025-11-27T19:47:12.755679] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-11-27T19:47:12.755873] [INFO ] [sig       ] DOGZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:12.903845] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DOGZ.txt
[2025-11-27T19:47:12.904096] [INFO ] [sig       ] [1001/3661] Completed DOGZ in 0.4s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:12.904202] [INFO ] [sig       ] [1002/3661] Forecasting DOLE...
[2025-11-27T19:47:12.904242] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-11-27T19:47:12.904297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-11-27T19:47:12.917343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-11-27T19:47:12.917748] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-11-27T19:47:12.918624] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-11-27T19:47:12.918686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:12.918726] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:12.918762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:12.918825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:12.973674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:12.974348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:12.974438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:12.974474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:13.098473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:13.098660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:13.098716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:13.098766] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:13.102157] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-11-27T19:47:13.102445] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-11-27T19:47:13.102607] [INFO ] [sig       ] DOLE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:13.236222] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DOLE.txt
[2025-11-27T19:47:13.236374] [INFO ] [sig       ] [1002/3661] Completed DOLE in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:13.236422] [INFO ] [sig       ] [1003/3661] Forecasting DOMO...
[2025-11-27T19:47:13.236460] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-11-27T19:47:13.236504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-11-27T19:47:13.249913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-11-27T19:47:13.250528] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-11-27T19:47:13.251546] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-11-27T19:47:13.251641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:13.251688] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:13.251731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:13.251822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:13.308963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:13.310185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:13.310316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:13.310364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:13.439835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:13.440108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:13.440166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:13.440206] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:13.444362] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2025-11-27T19:47:13.444738] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-11-27T19:47:13.444899] [INFO ] [sig       ] DOMO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:13.585956] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DOMO.txt
[2025-11-27T19:47:13.586208] [INFO ] [sig       ] [1003/3661] Completed DOMO in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:13.586287] [INFO ] [sig       ] [1004/3661] Forecasting DOOO...
[2025-11-27T19:47:13.586323] [INFO ] [sig       ] Generating forecast for: DOOO
[2025-11-27T19:47:13.586364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'.
[2025-11-27T19:47:13.599000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOOO'.
[2025-11-27T19:47:13.599380] [INFO ] [FORECASTER] Starting predict_future for DOOO
[2025-11-27T19:47:13.600208] [DEBUG] [LOCAL     ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt
[2025-11-27T19:47:13.600271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:13.600309] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:13.600346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:13.600408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:13.654921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:13.655665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:13.655756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:13.655803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:13.787877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:13.788063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:13.788134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:13.788179] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:13.791487] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-11-27T19:47:13.791806] [INFO ] [FORECASTER] Completed predict_future for DOOO
[2025-11-27T19:47:13.791945] [INFO ] [sig       ] DOOO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:13.928193] [INFO ] [LOCAL     ] Saved forecast: DOOO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DOOO.txt
[2025-11-27T19:47:13.928390] [INFO ] [sig       ] [1004/3661] Completed DOOO in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:13.928447] [INFO ] [sig       ] [1005/3661] Forecasting DORM...
[2025-11-27T19:47:13.928504] [INFO ] [sig       ] Generating forecast for: DORM
[2025-11-27T19:47:13.928542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-11-27T19:47:13.939801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-11-27T19:47:13.940138] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-11-27T19:47:13.940919] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-11-27T19:47:13.940982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:13.941027] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:13.941066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:13.941132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:13.997001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:13.997748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:13.997839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:13.997886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:14.118510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:14.118702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:14.118751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:14.118790] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:14.122016] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-11-27T19:47:14.122309] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-11-27T19:47:14.122451] [INFO ] [sig       ] DORM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:14.264733] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DORM.txt
[2025-11-27T19:47:14.264966] [INFO ] [sig       ] [1005/3661] Completed DORM in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:14.265063] [INFO ] [sig       ] [1006/3661] Forecasting DOUG...
[2025-11-27T19:47:14.265140] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-11-27T19:47:14.265207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-11-27T19:47:14.277241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-11-27T19:47:14.277639] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-11-27T19:47:14.278487] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-11-27T19:47:14.278564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:14.278638] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:14.278690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:14.278777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:14.336055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:14.336926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:14.337020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:14.337066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:14.462496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:14.462669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:14.462721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:14.462765] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:14.466380] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-11-27T19:47:14.466696] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-11-27T19:47:14.466857] [INFO ] [sig       ] DOUG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:14.608136] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DOUG.txt
[2025-11-27T19:47:14.608302] [INFO ] [sig       ] [1006/3661] Completed DOUG in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:14.608356] [INFO ] [sig       ] [1007/3661] Forecasting DOX...
[2025-11-27T19:47:14.608404] [INFO ] [sig       ] Generating forecast for: DOX
[2025-11-27T19:47:14.608442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-11-27T19:47:14.619043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-11-27T19:47:14.619327] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-11-27T19:47:14.620114] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-11-27T19:47:14.620188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:14.620231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:14.620268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:14.620335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:14.674870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:14.675484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:14.675588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:14.675634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:14.794166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:14.794327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:14.794375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:14.794412] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:14.797627] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=84.91%)
[2025-11-27T19:47:14.797894] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-11-27T19:47:14.798024] [INFO ] [sig       ] DOX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:14.931522] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DOX.txt
[2025-11-27T19:47:14.931692] [INFO ] [sig       ] [1007/3661] Completed DOX in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:14.931759] [INFO ] [sig       ] [1008/3661] Forecasting DPG...
[2025-11-27T19:47:14.931828] [INFO ] [sig       ] Generating forecast for: DPG
[2025-11-27T19:47:14.931875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-11-27T19:47:14.942466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-11-27T19:47:14.942781] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-11-27T19:47:14.943564] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-11-27T19:47:14.943644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:14.943684] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:14.943731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:14.943805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:14.998188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:14.998841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:14.998935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:14.998976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:15.115384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:15.115544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:15.115604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:15.115644] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:15.118933] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-11-27T19:47:15.119224] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-11-27T19:47:15.119357] [INFO ] [sig       ] DPG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:15.253850] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DPG.txt
[2025-11-27T19:47:15.253988] [INFO ] [sig       ] [1008/3661] Completed DPG in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.8m
[2025-11-27T19:47:15.254037] [INFO ] [sig       ] [1009/3661] Forecasting DPRO...
[2025-11-27T19:47:15.254072] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-11-27T19:47:15.254111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-11-27T19:47:15.267027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-11-27T19:47:15.267398] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-11-27T19:47:15.268294] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-11-27T19:47:15.268360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:15.268416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:15.268484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:15.268635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:15.324934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:15.325826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:15.325949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:15.326011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:15.438205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:15.438388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:15.438460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:15.438531] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:15.441832] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-11-27T19:47:15.442142] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-11-27T19:47:15.442302] [INFO ] [sig       ] DPRO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:15.575725] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DPRO.txt
[2025-11-27T19:47:15.575871] [INFO ] [sig       ] [1009/3661] Completed DPRO in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.7m
[2025-11-27T19:47:15.575947] [INFO ] [sig       ] [1010/3661] Forecasting DPZ...
[2025-11-27T19:47:15.576006] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-11-27T19:47:15.576106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-11-27T19:47:15.586941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-11-27T19:47:15.587267] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-11-27T19:47:15.588133] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-11-27T19:47:15.588197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:15.588245] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:15.588292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:15.588382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:15.644334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:15.645005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:15.645098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:15.645141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:15.765776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:15.765966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:15.766019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:15.766051] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:15.769511] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-11-27T19:47:15.769828] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-11-27T19:47:15.769978] [INFO ] [sig       ] DPZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:15.907544] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DPZ.txt
[2025-11-27T19:47:15.907751] [INFO ] [sig       ] [1010/3661] Completed DPZ in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.7m
[2025-11-27T19:47:15.907811] [INFO ] [sig       ] [1011/3661] Forecasting DQ...
[2025-11-27T19:47:15.907851] [INFO ] [sig       ] Generating forecast for: DQ
[2025-11-27T19:47:15.907892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-11-27T19:47:15.919243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-11-27T19:47:15.919598] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-11-27T19:47:15.920390] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-11-27T19:47:15.920452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:15.920492] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:15.920557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:15.920648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:15.974864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:15.975489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:15.975600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:15.975645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:16.093677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:16.093842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:16.093891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:16.093926] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:16.097252] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-11-27T19:47:16.097539] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-11-27T19:47:16.097698] [INFO ] [sig       ] DQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:16.231710] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DQ.txt
[2025-11-27T19:47:16.231857] [INFO ] [sig       ] [1011/3661] Completed DQ in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.7m
[2025-11-27T19:47:16.231906] [INFO ] [sig       ] [1012/3661] Forecasting DRD...
[2025-11-27T19:47:16.231942] [INFO ] [sig       ] Generating forecast for: DRD
[2025-11-27T19:47:16.231986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-11-27T19:47:16.244032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-11-27T19:47:16.244414] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-11-27T19:47:16.245233] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-11-27T19:47:16.245294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:16.245334] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:16.245369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:16.245432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:16.301015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:16.301959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:16.302060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:16.302109] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:16.419725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:16.419922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:16.419975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:16.420011] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:16.423499] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-11-27T19:47:16.423852] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-11-27T19:47:16.424029] [INFO ] [sig       ] DRD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:16.557975] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DRD.txt
[2025-11-27T19:47:16.558154] [INFO ] [sig       ] [1012/3661] Completed DRD in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.7m
[2025-11-27T19:47:16.558212] [INFO ] [sig       ] [1013/3661] Forecasting DRH...
[2025-11-27T19:47:16.558251] [INFO ] [sig       ] Generating forecast for: DRH
[2025-11-27T19:47:16.558288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-11-27T19:47:16.571721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-11-27T19:47:16.572029] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-11-27T19:47:16.572842] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-11-27T19:47:16.572903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:16.572937] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:16.572970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:16.573032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:16.627357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:16.627972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:16.628057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:16.628103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:16.746937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:16.747094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:16.747142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:16.747176] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:16.750470] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-11-27T19:47:16.750765] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-11-27T19:47:16.750914] [INFO ] [sig       ] DRH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:16.884360] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DRH.txt
[2025-11-27T19:47:16.884532] [INFO ] [sig       ] [1013/3661] Completed DRH in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.7m
[2025-11-27T19:47:16.884597] [INFO ] [sig       ] [1014/3661] Forecasting DRI...
[2025-11-27T19:47:16.884635] [INFO ] [sig       ] Generating forecast for: DRI
[2025-11-27T19:47:16.884673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-11-27T19:47:16.896094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-11-27T19:47:16.896379] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-11-27T19:47:16.897183] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-11-27T19:47:16.897244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:16.897284] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:16.897320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:16.897381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:16.957449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:16.958098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:16.958228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:16.958283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:17.081552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:17.081737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:17.081792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:17.081840] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:17.085136] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=25.67%)
[2025-11-27T19:47:17.085414] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-11-27T19:47:17.085550] [INFO ] [sig       ] DRI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:17.219273] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DRI.txt
[2025-11-27T19:47:17.219422] [INFO ] [sig       ] [1014/3661] Completed DRI in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.7m
[2025-11-27T19:47:17.219473] [INFO ] [sig       ] [1015/3661] Forecasting DRIO...
[2025-11-27T19:47:17.219511] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-11-27T19:47:17.219548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-11-27T19:47:17.230336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-11-27T19:47:17.230626] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-11-27T19:47:17.231414] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-11-27T19:47:17.231479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:17.231536] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:17.231632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:17.231735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:17.311341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:17.312134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:17.312226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:17.312262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:17.428734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:17.428892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:17.428940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:17.428975] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:17.432286] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-11-27T19:47:17.432596] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-11-27T19:47:17.432728] [INFO ] [sig       ] DRIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:17.566781] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DRIO.txt
[2025-11-27T19:47:17.566918] [INFO ] [sig       ] [1015/3661] Completed DRIO in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.7m
[2025-11-27T19:47:17.566965] [INFO ] [sig       ] [1016/3661] Forecasting DRLL...
[2025-11-27T19:47:17.567002] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-11-27T19:47:17.567038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-11-27T19:47:17.577531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-11-27T19:47:17.577838] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-11-27T19:47:17.578695] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-11-27T19:47:17.578757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:17.578797] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:17.578839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:17.578914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:17.638070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:17.638946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:17.639057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:17.639111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:17.756884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:17.757060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:17.757111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:17.757150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:17.760592] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-11-27T19:47:17.760888] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-11-27T19:47:17.761035] [INFO ] [sig       ] DRLL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:17.894718] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DRLL.txt
[2025-11-27T19:47:17.894856] [INFO ] [sig       ] [1016/3661] Completed DRLL in 0.3s | 3.00 sym/s | Total: 5.6m | ETA: 14.7m
[2025-11-27T19:47:17.894905] [INFO ] [sig       ] [1017/3661] Forecasting DRMA...
[2025-11-27T19:47:17.894941] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-11-27T19:47:17.894977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-11-27T19:47:17.906686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-11-27T19:47:17.907014] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-11-27T19:47:17.907794] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-11-27T19:47:17.907857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:17.907893] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:17.907930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:17.907994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:17.968067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:17.968816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:17.968905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:17.968941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:18.081536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:18.081706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:18.081754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:18.081789] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:18.085039] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2025-11-27T19:47:18.085316] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-11-27T19:47:18.085446] [INFO ] [sig       ] DRMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:18.219069] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DRMA.txt
[2025-11-27T19:47:18.219231] [INFO ] [sig       ] [1017/3661] Completed DRMA in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:18.219284] [INFO ] [sig       ] [1018/3661] Forecasting DRS...
[2025-11-27T19:47:18.219338] [INFO ] [sig       ] Generating forecast for: DRS
[2025-11-27T19:47:18.219380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-11-27T19:47:18.229760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-11-27T19:47:18.230045] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-11-27T19:47:18.230832] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-11-27T19:47:18.230894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:18.230945] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:18.230982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:18.231043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:18.285929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:18.286547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:18.286650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:18.286692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:18.400354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:18.400526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:18.400589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:18.400628] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:18.403893] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-11-27T19:47:18.404172] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-11-27T19:47:18.404312] [INFO ] [sig       ] DRS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:18.541505] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DRS.txt
[2025-11-27T19:47:18.541674] [INFO ] [sig       ] [1018/3661] Completed DRS in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:18.541724] [INFO ] [sig       ] [1019/3661] Forecasting DRTS...
[2025-11-27T19:47:18.541762] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-11-27T19:47:18.541813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-11-27T19:47:18.552624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-11-27T19:47:18.552950] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-11-27T19:47:18.553724] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-11-27T19:47:18.553787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:18.553830] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:18.553867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:18.553929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:18.608686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:18.609508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:18.609616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:18.609660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:18.720506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:18.720681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:18.720730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:18.720763] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:18.723979] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=72.68%)
[2025-11-27T19:47:18.724257] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-11-27T19:47:18.724393] [INFO ] [sig       ] DRTS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:18.863061] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DRTS.txt
[2025-11-27T19:47:18.863232] [INFO ] [sig       ] [1019/3661] Completed DRTS in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:18.863282] [INFO ] [sig       ] [1020/3661] Forecasting DRUG...
[2025-11-27T19:47:18.863321] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-11-27T19:47:18.863359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-11-27T19:47:18.874206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-11-27T19:47:18.874477] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-11-27T19:47:18.875250] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-11-27T19:47:18.875313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:18.875353] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:18.875388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:18.875451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:18.931157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:18.931981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:18.932074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:18.932118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:19.050046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:19.050219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:19.050266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:19.050302] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:19.053547] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-11-27T19:47:19.053830] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-11-27T19:47:19.054005] [INFO ] [sig       ] DRUG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:19.193632] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DRUG.txt
[2025-11-27T19:47:19.193786] [INFO ] [sig       ] [1020/3661] Completed DRUG in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:19.193835] [INFO ] [sig       ] [1021/3661] Forecasting DRVN...
[2025-11-27T19:47:19.193874] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-11-27T19:47:19.193917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-11-27T19:47:19.205849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-11-27T19:47:19.206265] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-11-27T19:47:19.207096] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-11-27T19:47:19.207168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:19.207223] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:19.207276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:19.207370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:19.262227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:19.263100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:19.263200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:19.263255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:19.379692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:19.379851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:19.379914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:19.379968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:19.383214] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-11-27T19:47:19.383496] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-11-27T19:47:19.383666] [INFO ] [sig       ] DRVN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:19.517501] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DRVN.txt
[2025-11-27T19:47:19.517656] [INFO ] [sig       ] [1021/3661] Completed DRVN in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:19.517721] [INFO ] [sig       ] [1022/3661] Forecasting DSGN...
[2025-11-27T19:47:19.517782] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-11-27T19:47:19.517891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-11-27T19:47:19.529108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-11-27T19:47:19.529452] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-11-27T19:47:19.530285] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-11-27T19:47:19.530348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:19.530388] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:19.530435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:19.530515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:19.586744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:19.587512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:19.587623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:19.587670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:19.710257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:19.710445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:19.710502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:19.710547] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:19.714657] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-11-27T19:47:19.714991] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-11-27T19:47:19.715151] [INFO ] [sig       ] DSGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:19.856260] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DSGN.txt
[2025-11-27T19:47:19.856410] [INFO ] [sig       ] [1022/3661] Completed DSGN in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:19.856459] [INFO ] [sig       ] [1023/3661] Forecasting DSGX...
[2025-11-27T19:47:19.856495] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-11-27T19:47:19.856533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-11-27T19:47:19.867885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-11-27T19:47:19.868194] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-11-27T19:47:19.868977] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-11-27T19:47:19.869039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:19.869074] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:19.869106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:19.869184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:19.923965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:19.924682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:19.924768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:19.924809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:20.041152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:20.041328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:20.041378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:20.041419] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:20.044651] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-11-27T19:47:20.044929] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-11-27T19:47:20.045059] [INFO ] [sig       ] DSGX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:20.182775] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DSGX.txt
[2025-11-27T19:47:20.182933] [INFO ] [sig       ] [1023/3661] Completed DSGX in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:20.182981] [INFO ] [sig       ] [1024/3661] Forecasting DSL...
[2025-11-27T19:47:20.183020] [INFO ] [sig       ] Generating forecast for: DSL
[2025-11-27T19:47:20.183059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-11-27T19:47:20.194655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-11-27T19:47:20.195013] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-11-27T19:47:20.195813] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-11-27T19:47:20.195875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:20.195915] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:20.195960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:20.196063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:20.250880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:20.251568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:20.251680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:20.251726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:20.367467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:20.367670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:20.367722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:20.367802] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:20.371113] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-11-27T19:47:20.371399] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-11-27T19:47:20.371528] [INFO ] [sig       ] DSL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:20.508243] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DSL.txt
[2025-11-27T19:47:20.508380] [INFO ] [sig       ] [1024/3661] Completed DSL in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:20.508429] [INFO ] [sig       ] [1025/3661] Forecasting DSM...
[2025-11-27T19:47:20.508468] [INFO ] [sig       ] Generating forecast for: DSM
[2025-11-27T19:47:20.508507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-11-27T19:47:20.520139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-11-27T19:47:20.520523] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-11-27T19:47:20.521292] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-11-27T19:47:20.521353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:20.521394] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:20.521428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:20.521532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:20.579271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:20.580132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:20.580237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:20.580297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:20.697563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:20.697742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:20.697791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:20.697847] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:20.701188] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=52.43%)
[2025-11-27T19:47:20.701467] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-11-27T19:47:20.701614] [INFO ] [sig       ] DSM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:20.836521] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DSM.txt
[2025-11-27T19:47:20.836701] [INFO ] [sig       ] [1025/3661] Completed DSM in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.7m
[2025-11-27T19:47:20.836751] [INFO ] [sig       ] [1026/3661] Forecasting DSP...
[2025-11-27T19:47:20.836799] [INFO ] [sig       ] Generating forecast for: DSP
[2025-11-27T19:47:20.836835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-11-27T19:47:20.847623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-11-27T19:47:20.847896] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-11-27T19:47:20.848689] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-11-27T19:47:20.848751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:20.848791] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:20.848827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:20.848890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:20.903244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:20.903932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:20.904038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:20.904078] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:21.027959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:21.028191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:21.028252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:21.028296] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:21.031711] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-11-27T19:47:21.032006] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-11-27T19:47:21.032142] [INFO ] [sig       ] DSP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:21.166004] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DSP.txt
[2025-11-27T19:47:21.166153] [INFO ] [sig       ] [1026/3661] Completed DSP in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:21.166202] [INFO ] [sig       ] [1027/3661] Forecasting DSX...
[2025-11-27T19:47:21.166323] [INFO ] [sig       ] Generating forecast for: DSX
[2025-11-27T19:47:21.166376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-11-27T19:47:21.178102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-11-27T19:47:21.178494] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-11-27T19:47:21.179354] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-11-27T19:47:21.179419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:21.179462] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:21.179499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:21.179567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:21.233887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:21.234541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:21.234651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:21.234708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:21.349926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:21.350103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:21.350167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:21.350222] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:21.353473] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-11-27T19:47:21.353789] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-11-27T19:47:21.353939] [INFO ] [sig       ] DSX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:21.490751] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DSX.txt
[2025-11-27T19:47:21.490969] [INFO ] [sig       ] [1027/3661] Completed DSX in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:21.491044] [INFO ] [sig       ] [1028/3661] Forecasting DTB...
[2025-11-27T19:47:21.491101] [INFO ] [sig       ] Generating forecast for: DTB
[2025-11-27T19:47:21.491153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-11-27T19:47:21.502479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-11-27T19:47:21.502834] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-11-27T19:47:21.503655] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-11-27T19:47:21.503718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:21.503762] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:21.503800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:21.503866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:21.562263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:21.562974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:21.563083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:21.563129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:21.678617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:21.678785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:21.678834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:21.678873] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:21.682144] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-11-27T19:47:21.682422] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-11-27T19:47:21.682557] [INFO ] [sig       ] DTB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:21.816992] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DTB.txt
[2025-11-27T19:47:21.817144] [INFO ] [sig       ] [1028/3661] Completed DTB in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:21.817198] [INFO ] [sig       ] [1029/3661] Forecasting DTE...
[2025-11-27T19:47:21.817239] [INFO ] [sig       ] Generating forecast for: DTE
[2025-11-27T19:47:21.817276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-11-27T19:47:21.828141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-11-27T19:47:21.828443] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-11-27T19:47:21.829225] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-11-27T19:47:21.829288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:21.829330] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:21.829366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:21.829441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:21.883889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:21.884503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:21.884604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:21.884643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:22.001996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:22.002192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:22.002240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:22.002309] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:22.006039] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-11-27T19:47:22.006359] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-11-27T19:47:22.006519] [INFO ] [sig       ] DTE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:22.152475] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DTE.txt
[2025-11-27T19:47:22.152675] [INFO ] [sig       ] [1029/3661] Completed DTE in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:22.152748] [INFO ] [sig       ] [1030/3661] Forecasting DTG...
[2025-11-27T19:47:22.152797] [INFO ] [sig       ] Generating forecast for: DTG
[2025-11-27T19:47:22.152838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-11-27T19:47:22.165951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-11-27T19:47:22.166350] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-11-27T19:47:22.167706] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-11-27T19:47:22.167780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:22.167831] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:22.167876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:22.167957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:22.252609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:22.253794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:22.253916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:22.253981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:22.388377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:22.388620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:22.388696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:22.388755] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:22.392833] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=56.35%)
[2025-11-27T19:47:22.393275] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-11-27T19:47:22.393456] [INFO ] [sig       ] DTG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:22.565332] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DTG.txt
[2025-11-27T19:47:22.565591] [INFO ] [sig       ] [1030/3661] Completed DTG in 0.4s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:22.565700] [INFO ] [sig       ] [1031/3661] Forecasting DTIL...
[2025-11-27T19:47:22.565764] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-11-27T19:47:22.565808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-11-27T19:47:22.581831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-11-27T19:47:22.582359] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-11-27T19:47:22.583563] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-11-27T19:47:22.583686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:22.583758] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:22.583822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:22.583930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:22.668908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:22.669880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:22.670000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:22.670047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:22.801269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:22.801465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:22.801532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:22.801588] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:22.805156] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-11-27T19:47:22.805480] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-11-27T19:47:22.805663] [INFO ] [sig       ] DTIL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:22.949720] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DTIL.txt
[2025-11-27T19:47:22.949930] [INFO ] [sig       ] [1031/3661] Completed DTIL in 0.4s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:22.950015] [INFO ] [sig       ] [1032/3661] Forecasting DTM...
[2025-11-27T19:47:22.950069] [INFO ] [sig       ] Generating forecast for: DTM
[2025-11-27T19:47:22.950122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-11-27T19:47:22.965234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-11-27T19:47:22.965679] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-11-27T19:47:22.966821] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-11-27T19:47:22.966905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:22.966972] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:22.967031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:22.967140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:23.036823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:23.037737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:23.037833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:23.037877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:23.162750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:23.162921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:23.162970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:23.163011] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:23.166405] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-11-27T19:47:23.166732] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-11-27T19:47:23.166877] [INFO ] [sig       ] DTM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:23.310453] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DTM.txt
[2025-11-27T19:47:23.310639] [INFO ] [sig       ] [1032/3661] Completed DTM in 0.4s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:23.310690] [INFO ] [sig       ] [1033/3661] Forecasting DTSS...
[2025-11-27T19:47:23.310743] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-11-27T19:47:23.310783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-11-27T19:47:23.321945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-11-27T19:47:23.322294] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-11-27T19:47:23.323103] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-11-27T19:47:23.323169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:23.323212] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:23.323252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:23.323327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:23.378701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:23.379459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:23.379551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:23.379610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:23.492678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:23.492848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:23.492897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:23.492935] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:23.496350] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2025-11-27T19:47:23.496658] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-11-27T19:47:23.496797] [INFO ] [sig       ] DTSS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:23.634348] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DTSS.txt
[2025-11-27T19:47:23.634529] [INFO ] [sig       ] [1033/3661] Completed DTSS in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:23.634609] [INFO ] [sig       ] [1034/3661] Forecasting DUK...
[2025-11-27T19:47:23.634659] [INFO ] [sig       ] Generating forecast for: DUK
[2025-11-27T19:47:23.634735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-11-27T19:47:23.646157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-11-27T19:47:23.646545] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-11-27T19:47:23.647402] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-11-27T19:47:23.647471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:23.647515] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:23.647551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:23.647643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:23.702810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:23.703695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:23.703791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:23.703833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:23.822097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:23.822275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:23.822325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:23.822364] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:23.825733] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-11-27T19:47:23.826016] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-11-27T19:47:23.826153] [INFO ] [sig       ] DUK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:23.966169] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DUK.txt
[2025-11-27T19:47:23.966340] [INFO ] [sig       ] [1034/3661] Completed DUK in 0.3s | 3.00 sym/s | Total: 5.7m | ETA: 14.6m
[2025-11-27T19:47:23.966398] [INFO ] [sig       ] [1035/3661] Forecasting DUKB...
[2025-11-27T19:47:23.966439] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-11-27T19:47:23.966481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-11-27T19:47:23.977751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-11-27T19:47:23.978064] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-11-27T19:47:23.978952] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-11-27T19:47:23.979022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:23.979097] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:23.979150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:23.979273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:24.035037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:24.035853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:24.035955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:24.036029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:24.169342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:24.169534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:24.169621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:24.169676] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:24.174091] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-11-27T19:47:24.174501] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-11-27T19:47:24.174697] [INFO ] [sig       ] DUKB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:24.313137] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DUKB.txt
[2025-11-27T19:47:24.313357] [INFO ] [sig       ] [1035/3661] Completed DUKB in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:24.313446] [INFO ] [sig       ] [1036/3661] Forecasting DUOL...
[2025-11-27T19:47:24.313491] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-11-27T19:47:24.313534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-11-27T19:47:24.325233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-11-27T19:47:24.325632] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-11-27T19:47:24.326445] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-11-27T19:47:24.326508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:24.326549] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:24.326602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:24.326668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:24.381408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:24.382281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:24.382374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:24.382415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:24.506063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:24.506249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:24.506301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:24.506342] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:24.509721] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=40.83%)
[2025-11-27T19:47:24.510018] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-11-27T19:47:24.510156] [INFO ] [sig       ] DUOL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:24.647962] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DUOL.txt
[2025-11-27T19:47:24.648153] [INFO ] [sig       ] [1036/3661] Completed DUOL in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:24.648204] [INFO ] [sig       ] [1037/3661] Forecasting DVA...
[2025-11-27T19:47:24.648263] [INFO ] [sig       ] Generating forecast for: DVA
[2025-11-27T19:47:24.648308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-11-27T19:47:24.660359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-11-27T19:47:24.660710] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-11-27T19:47:24.661508] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-11-27T19:47:24.661591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:24.661638] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:24.661678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:24.661750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:24.717679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:24.718623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:24.718734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:24.718785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:24.839025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:24.839190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:24.839239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:24.839277] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:24.842521] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=59.45%)
[2025-11-27T19:47:24.842826] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-11-27T19:47:24.842973] [INFO ] [sig       ] DVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:24.981303] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DVA.txt
[2025-11-27T19:47:24.981467] [INFO ] [sig       ] [1037/3661] Completed DVA in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:24.981517] [INFO ] [sig       ] [1038/3661] Forecasting DVAX...
[2025-11-27T19:47:24.981555] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-11-27T19:47:24.981606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-11-27T19:47:24.992657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-11-27T19:47:24.992943] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-11-27T19:47:24.993755] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-11-27T19:47:24.993819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:24.993862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:24.993898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:24.993961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:25.049773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:25.050467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:25.050561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:25.050623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:25.173463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:25.173631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:25.173698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:25.173738] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:25.177003] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-11-27T19:47:25.177281] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-11-27T19:47:25.177422] [INFO ] [sig       ] DVAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:25.312656] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DVAX.txt
[2025-11-27T19:47:25.312813] [INFO ] [sig       ] [1038/3661] Completed DVAX in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:25.312868] [INFO ] [sig       ] [1039/3661] Forecasting DVN...
[2025-11-27T19:47:25.312905] [INFO ] [sig       ] Generating forecast for: DVN
[2025-11-27T19:47:25.312941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-11-27T19:47:25.326923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-11-27T19:47:25.327249] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-11-27T19:47:25.328059] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-11-27T19:47:25.328134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:25.328178] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:25.328213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:25.328271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:25.383801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:25.384790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:25.384887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:25.384930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:25.505691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:25.505858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:25.505907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:25.505946] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:25.509190] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-11-27T19:47:25.509475] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-11-27T19:47:25.509623] [INFO ] [sig       ] DVN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:25.643309] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DVN.txt
[2025-11-27T19:47:25.643462] [INFO ] [sig       ] [1039/3661] Completed DVN in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:25.643520] [INFO ] [sig       ] [1040/3661] Forecasting DVY...
[2025-11-27T19:47:25.643558] [INFO ] [sig       ] Generating forecast for: DVY
[2025-11-27T19:47:25.643623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-11-27T19:47:25.659549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-11-27T19:47:25.659931] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-11-27T19:47:25.660765] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-11-27T19:47:25.660828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:25.660879] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:25.660926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:25.661010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:25.716154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:25.717097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:25.717194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:25.717245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:25.837089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:25.837240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:25.837290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:25.837326] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:25.840609] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-11-27T19:47:25.840896] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-11-27T19:47:25.841038] [INFO ] [sig       ] DVY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:25.973669] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DVY.txt
[2025-11-27T19:47:25.973806] [INFO ] [sig       ] [1040/3661] Completed DVY in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:25.973852] [INFO ] [sig       ] [1041/3661] Forecasting DWAS...
[2025-11-27T19:47:25.973888] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-11-27T19:47:25.973948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-11-27T19:47:25.986358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-11-27T19:47:25.986812] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-11-27T19:47:25.987733] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-11-27T19:47:25.987802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:25.987855] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:25.987901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:25.987984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:26.050834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:26.051769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:26.051866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:26.051913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:26.168486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:26.168630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:26.168686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:26.168725] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:26.171951] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-11-27T19:47:26.172238] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-11-27T19:47:26.172374] [INFO ] [sig       ] DWAS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:26.307087] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DWAS.txt
[2025-11-27T19:47:26.307222] [INFO ] [sig       ] [1041/3661] Completed DWAS in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:26.307269] [INFO ] [sig       ] [1042/3661] Forecasting DWSH...
[2025-11-27T19:47:26.307306] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-11-27T19:47:26.307341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-11-27T19:47:26.321184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-11-27T19:47:26.321545] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-11-27T19:47:26.322472] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-11-27T19:47:26.322535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:26.322602] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:26.322639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:26.322704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:26.377087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:26.377717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:26.377803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:26.377844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:26.482884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:26.483066] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:47:26.483119] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:26.483153] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:26.486700] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-11-27T19:47:26.487013] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-11-27T19:47:26.487153] [INFO ] [sig       ] DWSH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:26.623764] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DWSH.txt
[2025-11-27T19:47:26.623914] [INFO ] [sig       ] [1042/3661] Completed DWSH in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:26.623963] [INFO ] [sig       ] [1043/3661] Forecasting DX...
[2025-11-27T19:47:26.623999] [INFO ] [sig       ] Generating forecast for: DX
[2025-11-27T19:47:26.624037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-11-27T19:47:26.635444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-11-27T19:47:26.635754] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-11-27T19:47:26.636542] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-11-27T19:47:26.636623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:26.636666] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:26.636702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:26.636765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:26.694856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:26.695541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:26.695649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:26.695696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:26.815685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:26.815847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:26.815898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:26.815944] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:26.819280] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-11-27T19:47:26.819591] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-11-27T19:47:26.819734] [INFO ] [sig       ] DX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:26.955976] [INFO ] [LOCAL     ] Saved forecast: DX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DX.txt
[2025-11-27T19:47:26.956176] [INFO ] [sig       ] [1043/3661] Completed DX in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:26.956241] [INFO ] [sig       ] [1044/3661] Forecasting DXC...
[2025-11-27T19:47:26.956310] [INFO ] [sig       ] Generating forecast for: DXC
[2025-11-27T19:47:26.956355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-11-27T19:47:26.967439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-11-27T19:47:26.967753] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-11-27T19:47:26.968549] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-11-27T19:47:26.968633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:26.968675] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:26.968711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:26.968774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:27.027156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:27.027815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:27.027908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:27.027969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:27.146673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:27.146835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:27.146884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:27.146918] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:27.150223] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2025-11-27T19:47:27.150532] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-11-27T19:47:27.150691] [INFO ] [sig       ] DXC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:27.289072] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DXC.txt
[2025-11-27T19:47:27.289249] [INFO ] [sig       ] [1044/3661] Completed DXC in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.6m
[2025-11-27T19:47:27.289327] [INFO ] [sig       ] [1045/3661] Forecasting DXCM...
[2025-11-27T19:47:27.289371] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-11-27T19:47:27.289412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-11-27T19:47:27.299905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-11-27T19:47:27.300179] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-11-27T19:47:27.300986] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-11-27T19:47:27.301050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:27.301092] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:27.301129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:27.301193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:27.361752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:27.362548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:27.362672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:27.362719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:27.482049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:27.482211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:27.482259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:27.482296] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:27.485470] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-11-27T19:47:27.485757] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-11-27T19:47:27.485888] [INFO ] [sig       ] DXCM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:27.620938] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DXCM.txt
[2025-11-27T19:47:27.621107] [INFO ] [sig       ] [1045/3661] Completed DXCM in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.5m
[2025-11-27T19:47:27.621157] [INFO ] [sig       ] [1046/3661] Forecasting DXPE...
[2025-11-27T19:47:27.621204] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-11-27T19:47:27.621260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-11-27T19:47:27.631928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-11-27T19:47:27.632206] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-11-27T19:47:27.633015] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-11-27T19:47:27.633078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:27.633117] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:27.633153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:27.633217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:27.688417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:27.689092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:27.689182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:27.689226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:27.813599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:27.813800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:27.813852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:27.813886] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:27.817326] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-11-27T19:47:27.817685] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-11-27T19:47:27.817850] [INFO ] [sig       ] DXPE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:27.997740] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DXPE.txt
[2025-11-27T19:47:27.997896] [INFO ] [sig       ] [1046/3661] Completed DXPE in 0.4s | 3.00 sym/s | Total: 5.8m | ETA: 14.5m
[2025-11-27T19:47:27.997945] [INFO ] [sig       ] [1047/3661] Forecasting DY...
[2025-11-27T19:47:27.997984] [INFO ] [sig       ] Generating forecast for: DY
[2025-11-27T19:47:27.998022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-11-27T19:47:28.008701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-11-27T19:47:28.008996] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-11-27T19:47:28.009770] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-11-27T19:47:28.009832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:28.009873] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:28.009910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:28.009973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:28.067560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:28.068265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:28.068354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:28.068401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:28.189711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:28.189876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:28.189927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:28.189966] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:28.193228] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-11-27T19:47:28.193549] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-11-27T19:47:28.193737] [INFO ] [sig       ] DY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:28.331791] [INFO ] [LOCAL     ] Saved forecast: DY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/DY.txt
[2025-11-27T19:47:28.331991] [INFO ] [sig       ] [1047/3661] Completed DY in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.5m
[2025-11-27T19:47:28.332051] [INFO ] [sig       ] [1048/3661] Forecasting DYN...
[2025-11-27T19:47:28.332093] [INFO ] [sig       ] Generating forecast for: DYN
[2025-11-27T19:47:28.332132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-11-27T19:47:28.343724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-11-27T19:47:28.344081] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-11-27T19:47:28.344893] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-11-27T19:47:28.344969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:28.345013] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:28.345049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:28.345113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:28.401814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:28.402677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:28.402778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:28.402832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:28.523394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:28.523553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:28.523620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:28.523661] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:28.526973] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=26.32%)
[2025-11-27T19:47:28.527247] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-11-27T19:47:28.527382] [INFO ] [sig       ] DYN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:28.665159] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/DYN.txt
[2025-11-27T19:47:28.665311] [INFO ] [sig       ] [1048/3661] Completed DYN in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.5m
[2025-11-27T19:47:28.665364] [INFO ] [sig       ] [1049/3661] Forecasting E...
[2025-11-27T19:47:28.665408] [INFO ] [sig       ] Generating forecast for: E
[2025-11-27T19:47:28.665466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-11-27T19:47:28.677265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-11-27T19:47:28.677641] [INFO ] [FORECASTER] Starting predict_future for E
[2025-11-27T19:47:28.678513] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-11-27T19:47:28.678596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:28.678642] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:28.678686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:28.678801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:28.735121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:28.735938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:28.736034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:28.736089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:28.855899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:28.856069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:28.856119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:28.856175] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:28.859637] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=60.89%)
[2025-11-27T19:47:28.859920] [INFO ] [FORECASTER] Completed predict_future for E
[2025-11-27T19:47:28.860062] [INFO ] [sig       ] E: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:28.995359] [INFO ] [LOCAL     ] Saved forecast: E	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/E.txt
[2025-11-27T19:47:28.995525] [INFO ] [sig       ] [1049/3661] Completed E in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.5m
[2025-11-27T19:47:28.995597] [INFO ] [sig       ] [1050/3661] Forecasting EA...
[2025-11-27T19:47:28.995642] [INFO ] [sig       ] Generating forecast for: EA
[2025-11-27T19:47:28.995721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-11-27T19:47:29.010629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-11-27T19:47:29.011195] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-11-27T19:47:29.012150] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-11-27T19:47:29.012218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:29.012262] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:29.012302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:29.012385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:29.070224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:29.071346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:29.071456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:29.071502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:29.197158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:29.197336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:29.197389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:29.197429] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:29.200773] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-11-27T19:47:29.201052] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-11-27T19:47:29.201191] [INFO ] [sig       ] EA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:29.335307] [INFO ] [LOCAL     ] Saved forecast: EA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EA.txt
[2025-11-27T19:47:29.335459] [INFO ] [sig       ] [1050/3661] Completed EA in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.5m
[2025-11-27T19:47:29.335510] [INFO ] [sig       ] [1051/3661] Forecasting EAF...
[2025-11-27T19:47:29.335550] [INFO ] [sig       ] Generating forecast for: EAF
[2025-11-27T19:47:29.335608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-11-27T19:47:29.346692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-11-27T19:47:29.346966] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-11-27T19:47:29.347751] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-11-27T19:47:29.347815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:29.347867] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:29.347915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:29.347996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:29.403400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:29.404072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:29.404162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:29.404205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:29.521506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:29.521696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:29.521748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:29.521780] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:29.525048] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-11-27T19:47:29.525329] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-11-27T19:47:29.525460] [INFO ] [sig       ] EAF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:29.661039] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EAF.txt
[2025-11-27T19:47:29.661186] [INFO ] [sig       ] [1051/3661] Completed EAF in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.5m
[2025-11-27T19:47:29.661235] [INFO ] [sig       ] [1052/3661] Forecasting EAI...
[2025-11-27T19:47:29.661271] [INFO ] [sig       ] Generating forecast for: EAI
[2025-11-27T19:47:29.661307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-11-27T19:47:29.673067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-11-27T19:47:29.673464] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-11-27T19:47:29.674280] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-11-27T19:47:29.674343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:29.674389] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:29.674427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:29.674495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:29.729014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:29.729693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:29.729783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:29.729826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:29.844750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:29.844936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:29.844985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:29.845023] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:29.848355] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-11-27T19:47:29.848674] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-11-27T19:47:29.848810] [INFO ] [sig       ] EAI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:29.983023] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EAI.txt
[2025-11-27T19:47:29.983189] [INFO ] [sig       ] [1052/3661] Completed EAI in 0.3s | 3.00 sym/s | Total: 5.8m | ETA: 14.5m
[2025-11-27T19:47:29.983244] [INFO ] [sig       ] [1053/3661] Forecasting EARN...
[2025-11-27T19:47:29.983284] [INFO ] [sig       ] Generating forecast for: EARN
[2025-11-27T19:47:29.983321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-11-27T19:47:29.994467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-11-27T19:47:29.994821] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-11-27T19:47:29.995653] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-11-27T19:47:29.995718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:29.995765] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:29.995803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:29.995882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:30.050348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:30.050965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:30.051052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:30.051093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:30.171851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:30.172036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:30.172090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:30.172133] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:30.175451] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=70.50%)
[2025-11-27T19:47:30.175749] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-11-27T19:47:30.175890] [INFO ] [sig       ] EARN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:30.311487] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EARN.txt
[2025-11-27T19:47:30.311685] [INFO ] [sig       ] [1053/3661] Completed EARN in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:30.311738] [INFO ] [sig       ] [1054/3661] Forecasting EB...
[2025-11-27T19:47:30.311779] [INFO ] [sig       ] Generating forecast for: EB
[2025-11-27T19:47:30.311818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-11-27T19:47:30.324916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-11-27T19:47:30.325388] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-11-27T19:47:30.326381] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-11-27T19:47:30.326451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:30.326496] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:30.326535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:30.326622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:30.384639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:30.385759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:30.385868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:30.385917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:30.511390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:30.511818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:30.511880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:30.511924] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:30.515744] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-11-27T19:47:30.516056] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-11-27T19:47:30.516207] [INFO ] [sig       ] EB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:30.656133] [INFO ] [LOCAL     ] Saved forecast: EB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EB.txt
[2025-11-27T19:47:30.656318] [INFO ] [sig       ] [1054/3661] Completed EB in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:30.656396] [INFO ] [sig       ] [1055/3661] Forecasting EBAY...
[2025-11-27T19:47:30.656446] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-11-27T19:47:30.656506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-11-27T19:47:30.667679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-11-27T19:47:30.668042] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-11-27T19:47:30.668922] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-11-27T19:47:30.668998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:30.669040] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:30.669078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:30.669144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:30.731349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:30.732031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:30.732122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:30.732163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:30.851172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:30.851321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:30.851367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:30.851407] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:30.854708] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-11-27T19:47:30.854989] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-11-27T19:47:30.855129] [INFO ] [sig       ] EBAY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:30.989348] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EBAY.txt
[2025-11-27T19:47:30.989482] [INFO ] [sig       ] [1055/3661] Completed EBAY in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:30.989533] [INFO ] [sig       ] [1056/3661] Forecasting EBC...
[2025-11-27T19:47:30.989594] [INFO ] [sig       ] Generating forecast for: EBC
[2025-11-27T19:47:30.989654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-11-27T19:47:31.000378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-11-27T19:47:31.000687] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-11-27T19:47:31.001474] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-11-27T19:47:31.001536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:31.001594] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:31.001628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:31.001690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:31.059161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:31.059796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:31.059883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:31.059918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:31.179521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:31.179699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:31.179748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:31.179783] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:31.183039] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-11-27T19:47:31.183327] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-11-27T19:47:31.183466] [INFO ] [sig       ] EBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:31.320823] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EBC.txt
[2025-11-27T19:47:31.320954] [INFO ] [sig       ] [1056/3661] Completed EBC in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:31.321005] [INFO ] [sig       ] [1057/3661] Forecasting EBF...
[2025-11-27T19:47:31.321044] [INFO ] [sig       ] Generating forecast for: EBF
[2025-11-27T19:47:31.321079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-11-27T19:47:31.331817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-11-27T19:47:31.332098] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-11-27T19:47:31.332900] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-11-27T19:47:31.332961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:31.333003] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:31.333042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:31.333104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:31.387545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:31.388176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:31.388281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:31.388321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:31.507207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:31.507381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:31.507439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:31.507484] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:31.510828] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-11-27T19:47:31.511104] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-11-27T19:47:31.511234] [INFO ] [sig       ] EBF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:31.652309] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EBF.txt
[2025-11-27T19:47:31.652458] [INFO ] [sig       ] [1057/3661] Completed EBF in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:31.652519] [INFO ] [sig       ] [1058/3661] Forecasting EBON...
[2025-11-27T19:47:31.652564] [INFO ] [sig       ] Generating forecast for: EBON
[2025-11-27T19:47:31.652624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-11-27T19:47:31.663134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-11-27T19:47:31.663450] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-11-27T19:47:31.664252] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-11-27T19:47:31.664315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:31.664356] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:31.664393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:31.664458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:31.720288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:31.721014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:31.721104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:31.721144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:31.824062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:31.824246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:31.824297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:31.824331] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:31.827636] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-11-27T19:47:31.827906] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-11-27T19:47:31.828038] [INFO ] [sig       ] EBON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:31.967384] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EBON.txt
[2025-11-27T19:47:31.967687] [INFO ] [sig       ] [1058/3661] Completed EBON in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:31.967776] [INFO ] [sig       ] [1059/3661] Forecasting EBS...
[2025-11-27T19:47:31.967818] [INFO ] [sig       ] Generating forecast for: EBS
[2025-11-27T19:47:31.967858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-11-27T19:47:31.979304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-11-27T19:47:31.979792] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-11-27T19:47:31.980746] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-11-27T19:47:31.980812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:31.980853] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:31.980889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:31.980953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:32.036327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:32.037110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:32.037203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:32.037245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:32.156721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:32.156895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:32.156944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:32.156977] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:32.160216] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-11-27T19:47:32.160488] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-11-27T19:47:32.160634] [INFO ] [sig       ] EBS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:32.297794] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EBS.txt
[2025-11-27T19:47:32.297964] [INFO ] [sig       ] [1059/3661] Completed EBS in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:32.298021] [INFO ] [sig       ] [1060/3661] Forecasting EC...
[2025-11-27T19:47:32.298059] [INFO ] [sig       ] Generating forecast for: EC
[2025-11-27T19:47:32.298096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-11-27T19:47:32.308860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-11-27T19:47:32.309155] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-11-27T19:47:32.309942] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-11-27T19:47:32.310004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:32.310046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:32.310082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:32.310192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:32.365396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:32.366018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:32.366105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:32.366146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:32.487465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:32.487654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:32.487705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:32.487743] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:32.491119] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=43.65%)
[2025-11-27T19:47:32.491410] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-11-27T19:47:32.491559] [INFO ] [sig       ] EC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:32.629842] [INFO ] [LOCAL     ] Saved forecast: EC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EC.txt
[2025-11-27T19:47:32.629989] [INFO ] [sig       ] [1060/3661] Completed EC in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:32.630038] [INFO ] [sig       ] [1061/3661] Forecasting ECC...
[2025-11-27T19:47:32.630092] [INFO ] [sig       ] Generating forecast for: ECC
[2025-11-27T19:47:32.630191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-11-27T19:47:32.641495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-11-27T19:47:32.641836] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-11-27T19:47:32.642684] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-11-27T19:47:32.642746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:32.642786] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:32.642821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:32.642883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:32.698093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:32.698777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:32.698863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:32.698908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:32.815703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:32.815868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:32.815918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:32.815956] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:32.819217] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-11-27T19:47:32.819514] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-11-27T19:47:32.819676] [INFO ] [sig       ] ECC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:32.953491] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ECC.txt
[2025-11-27T19:47:32.953645] [INFO ] [sig       ] [1061/3661] Completed ECC in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:32.953695] [INFO ] [sig       ] [1062/3661] Forecasting ECL...
[2025-11-27T19:47:32.953736] [INFO ] [sig       ] Generating forecast for: ECL
[2025-11-27T19:47:32.953820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-11-27T19:47:32.964537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-11-27T19:47:32.964857] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-11-27T19:47:32.965664] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-11-27T19:47:32.965727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:32.965768] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:32.965804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:32.965869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:33.021786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:33.022459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:33.022547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:33.022607] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:33.136625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:33.136782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:33.136829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:33.136882] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:33.140110] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-11-27T19:47:33.140384] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-11-27T19:47:33.140522] [INFO ] [sig       ] ECL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:33.278242] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ECL.txt
[2025-11-27T19:47:33.278399] [INFO ] [sig       ] [1062/3661] Completed ECL in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.5m
[2025-11-27T19:47:33.278448] [INFO ] [sig       ] [1063/3661] Forecasting ECPG...
[2025-11-27T19:47:33.278499] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-11-27T19:47:33.278537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-11-27T19:47:33.289806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-11-27T19:47:33.290108] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-11-27T19:47:33.290916] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-11-27T19:47:33.290981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:33.291024] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:33.291063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:33.291131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:33.347134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:33.347903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:33.347995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:33.348040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:33.474865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:33.475045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:33.475096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:33.475137] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:33.478450] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-11-27T19:47:33.478785] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-11-27T19:47:33.478923] [INFO ] [sig       ] ECPG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:33.623508] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ECPG.txt
[2025-11-27T19:47:33.623710] [INFO ] [sig       ] [1063/3661] Completed ECPG in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.4m
[2025-11-27T19:47:33.623764] [INFO ] [sig       ] [1064/3661] Forecasting ECX...
[2025-11-27T19:47:33.623804] [INFO ] [sig       ] Generating forecast for: ECX
[2025-11-27T19:47:33.623858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-11-27T19:47:33.635297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-11-27T19:47:33.635668] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-11-27T19:47:33.636488] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-11-27T19:47:33.636564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:33.636640] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:33.636681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:33.636747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:33.692337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:33.693205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:33.693315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:33.693359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:33.813924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:33.814097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:33.814149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:33.814187] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:33.817556] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=57.38%)
[2025-11-27T19:47:33.817843] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-11-27T19:47:33.817973] [INFO ] [sig       ] ECX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:33.963297] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ECX.txt
[2025-11-27T19:47:33.963445] [INFO ] [sig       ] [1064/3661] Completed ECX in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.4m
[2025-11-27T19:47:33.963495] [INFO ] [sig       ] [1065/3661] Forecasting ED...
[2025-11-27T19:47:33.963538] [INFO ] [sig       ] Generating forecast for: ED
[2025-11-27T19:47:33.963590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-11-27T19:47:33.975361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-11-27T19:47:33.975677] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-11-27T19:47:33.976436] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-11-27T19:47:33.976498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:33.976540] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:33.976593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:33.976660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:34.033979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:34.034723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:34.034813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:34.034856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:34.157187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:34.157360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:34.157408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:34.157445] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:34.160811] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-11-27T19:47:34.161083] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-11-27T19:47:34.161213] [INFO ] [sig       ] ED: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:34.305329] [INFO ] [LOCAL     ] Saved forecast: ED	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ED.txt
[2025-11-27T19:47:34.305478] [INFO ] [sig       ] [1065/3661] Completed ED in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.4m
[2025-11-27T19:47:34.305525] [INFO ] [sig       ] [1066/3661] Forecasting EDAP...
[2025-11-27T19:47:34.305564] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-11-27T19:47:34.305633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-11-27T19:47:34.316996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-11-27T19:47:34.317358] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-11-27T19:47:34.318190] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-11-27T19:47:34.318253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:34.318294] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:34.318343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:34.318409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:34.373115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:34.373747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:34.373838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:34.373886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:34.495594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:34.495750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:34.495797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:34.495830] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:34.499124] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-11-27T19:47:34.499398] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-11-27T19:47:34.499529] [INFO ] [sig       ] EDAP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:34.636851] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EDAP.txt
[2025-11-27T19:47:34.637029] [INFO ] [sig       ] [1066/3661] Completed EDAP in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.4m
[2025-11-27T19:47:34.637079] [INFO ] [sig       ] [1067/3661] Forecasting EDBL...
[2025-11-27T19:47:34.637117] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-11-27T19:47:34.637154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-11-27T19:47:34.649184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-11-27T19:47:34.649608] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-11-27T19:47:34.650454] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-11-27T19:47:34.650536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:34.650616] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:34.650664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:34.650728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:34.708428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:34.709371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:34.709493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:34.709562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:34.829983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:34.830173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:34.830224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:34.830261] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:34.833787] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-11-27T19:47:34.834096] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-11-27T19:47:34.834244] [INFO ] [sig       ] EDBL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:34.990317] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EDBL.txt
[2025-11-27T19:47:34.990538] [INFO ] [sig       ] [1067/3661] Completed EDBL in 0.4s | 3.00 sym/s | Total: 5.9m | ETA: 14.4m
[2025-11-27T19:47:34.990647] [INFO ] [sig       ] [1068/3661] Forecasting EDD...
[2025-11-27T19:47:34.990700] [INFO ] [sig       ] Generating forecast for: EDD
[2025-11-27T19:47:34.990737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-11-27T19:47:35.002850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-11-27T19:47:35.003288] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-11-27T19:47:35.004131] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-11-27T19:47:35.004195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:35.004237] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:35.004274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:35.004337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:35.059697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:35.060569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:35.060682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:35.060726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:35.182898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:35.183081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:35.183131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:35.183168] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:35.186468] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-11-27T19:47:35.186768] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-11-27T19:47:35.186904] [INFO ] [sig       ] EDD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:35.332670] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EDD.txt
[2025-11-27T19:47:35.332891] [INFO ] [sig       ] [1068/3661] Completed EDD in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.4m
[2025-11-27T19:47:35.332949] [INFO ] [sig       ] [1069/3661] Forecasting EDF...
[2025-11-27T19:47:35.332993] [INFO ] [sig       ] Generating forecast for: EDF
[2025-11-27T19:47:35.333055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-11-27T19:47:35.346248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-11-27T19:47:35.346850] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-11-27T19:47:35.347857] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-11-27T19:47:35.347929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:35.347979] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:35.348020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:35.348094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:35.404484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:35.405710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:35.405832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:35.405880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:35.527093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:35.527370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:35.527426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:35.527474] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:35.531606] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-11-27T19:47:35.531949] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-11-27T19:47:35.532112] [INFO ] [sig       ] EDF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:35.671815] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EDF.txt
[2025-11-27T19:47:35.672077] [INFO ] [sig       ] [1069/3661] Completed EDF in 0.3s | 3.00 sym/s | Total: 5.9m | ETA: 14.4m
[2025-11-27T19:47:35.672140] [INFO ] [sig       ] [1070/3661] Forecasting EDN...
[2025-11-27T19:47:35.672184] [INFO ] [sig       ] Generating forecast for: EDN
[2025-11-27T19:47:35.672235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-11-27T19:47:35.685617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-11-27T19:47:35.686086] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-11-27T19:47:35.687045] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-11-27T19:47:35.687113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:35.687160] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:35.687208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:35.687281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:35.748378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:35.749708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:35.749831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:35.749886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:35.876606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:35.876923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:35.876983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:35.877017] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:35.881099] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-11-27T19:47:35.881417] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-11-27T19:47:35.881586] [INFO ] [sig       ] EDN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:36.031417] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EDN.txt
[2025-11-27T19:47:36.031700] [INFO ] [sig       ] [1070/3661] Completed EDN in 0.4s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:36.031772] [INFO ] [sig       ] [1071/3661] Forecasting EE...
[2025-11-27T19:47:36.031845] [INFO ] [sig       ] Generating forecast for: EE
[2025-11-27T19:47:36.031886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-11-27T19:47:36.045275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-11-27T19:47:36.045703] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-11-27T19:47:36.046525] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-11-27T19:47:36.046608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:36.046663] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:36.046711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:36.046795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:36.101352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:36.102009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:36.102119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:36.102175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:36.217403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:36.217605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:36.217657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:36.217696] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:36.221087] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=41.61%)
[2025-11-27T19:47:36.221382] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-11-27T19:47:36.221519] [INFO ] [sig       ] EE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:36.359705] [INFO ] [LOCAL     ] Saved forecast: EE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EE.txt
[2025-11-27T19:47:36.359889] [INFO ] [sig       ] [1071/3661] Completed EE in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:36.359942] [INFO ] [sig       ] [1072/3661] Forecasting EEMA...
[2025-11-27T19:47:36.359999] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-11-27T19:47:36.360033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-11-27T19:47:36.371168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-11-27T19:47:36.371476] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-11-27T19:47:36.372273] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-11-27T19:47:36.372335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:36.372369] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:36.372400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:36.372463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:36.426940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:36.427614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:36.427703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:36.427746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:36.544022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:36.544207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:36.544258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:36.544294] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:36.547625] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-11-27T19:47:36.547902] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-11-27T19:47:36.548037] [INFO ] [sig       ] EEMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:36.681069] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EEMA.txt
[2025-11-27T19:47:36.681233] [INFO ] [sig       ] [1072/3661] Completed EEMA in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:36.681282] [INFO ] [sig       ] [1073/3661] Forecasting EEX...
[2025-11-27T19:47:36.681321] [INFO ] [sig       ] Generating forecast for: EEX
[2025-11-27T19:47:36.681360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-11-27T19:47:36.693207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-11-27T19:47:36.693622] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-11-27T19:47:36.694427] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-11-27T19:47:36.694490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:36.694531] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:36.694566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:36.694656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:36.752176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:36.753107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:36.753206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:36.753251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:36.872739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:36.872952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:36.873006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:36.873046] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:36.876754] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-11-27T19:47:36.877076] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-11-27T19:47:36.877235] [INFO ] [sig       ] EEX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:37.017526] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EEX.txt
[2025-11-27T19:47:37.017732] [INFO ] [sig       ] [1073/3661] Completed EEX in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:37.017786] [INFO ] [sig       ] [1074/3661] Forecasting EFC...
[2025-11-27T19:47:37.017847] [INFO ] [sig       ] Generating forecast for: EFC
[2025-11-27T19:47:37.017889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-11-27T19:47:37.029560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-11-27T19:47:37.029913] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-11-27T19:47:37.030721] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-11-27T19:47:37.030783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:37.030824] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:37.030858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:37.030921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:37.086020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:37.086749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:37.086838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:37.086882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:37.201464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:37.201659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:37.201709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:37.201746] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:37.204978] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=23.18%)
[2025-11-27T19:47:37.205250] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-11-27T19:47:37.205383] [INFO ] [sig       ] EFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:37.342421] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EFC.txt
[2025-11-27T19:47:37.342601] [INFO ] [sig       ] [1074/3661] Completed EFC in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:37.342672] [INFO ] [sig       ] [1075/3661] Forecasting EFSC...
[2025-11-27T19:47:37.342715] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-11-27T19:47:37.342780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-11-27T19:47:37.353944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-11-27T19:47:37.354258] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-11-27T19:47:37.355052] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-11-27T19:47:37.355114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:37.355154] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:37.355191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:37.355265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:37.409890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:37.410550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:37.410670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:37.410724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:37.530614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:37.530808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:37.530874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:37.530922] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:37.534220] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2025-11-27T19:47:37.534508] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-11-27T19:47:37.534674] [INFO ] [sig       ] EFSC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:37.669472] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EFSC.txt
[2025-11-27T19:47:37.669723] [INFO ] [sig       ] [1075/3661] Completed EFSC in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:37.669802] [INFO ] [sig       ] [1076/3661] Forecasting EFX...
[2025-11-27T19:47:37.669839] [INFO ] [sig       ] Generating forecast for: EFX
[2025-11-27T19:47:37.669876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-11-27T19:47:37.680847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-11-27T19:47:37.681206] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-11-27T19:47:37.682072] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-11-27T19:47:37.682135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:37.682176] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:37.682211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:37.682291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:37.737727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:37.738428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:37.738520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:37.738564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:37.854291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:37.854463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:37.854511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:37.854547] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:37.857877] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-11-27T19:47:37.858184] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-11-27T19:47:37.858326] [INFO ] [sig       ] EFX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:38.004081] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EFX.txt
[2025-11-27T19:47:38.004261] [INFO ] [sig       ] [1076/3661] Completed EFX in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:38.004312] [INFO ] [sig       ] [1077/3661] Forecasting EG...
[2025-11-27T19:47:38.004351] [INFO ] [sig       ] Generating forecast for: EG
[2025-11-27T19:47:38.004389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-11-27T19:47:38.016862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-11-27T19:47:38.017353] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-11-27T19:47:38.018204] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-11-27T19:47:38.018268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:38.018319] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:38.018365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:38.018445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:38.073245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:38.074176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:38.074276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:38.074318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:38.193289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:38.193482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:38.193532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:38.193604] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:38.196918] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-11-27T19:47:38.197206] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-11-27T19:47:38.197355] [INFO ] [sig       ] EG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:38.335856] [INFO ] [LOCAL     ] Saved forecast: EG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EG.txt
[2025-11-27T19:47:38.336050] [INFO ] [sig       ] [1077/3661] Completed EG in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:38.336129] [INFO ] [sig       ] [1078/3661] Forecasting EGAN...
[2025-11-27T19:47:38.336176] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-11-27T19:47:38.336239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-11-27T19:47:38.346804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-11-27T19:47:38.347086] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-11-27T19:47:38.347890] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-11-27T19:47:38.347952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:38.347993] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:38.348029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:38.348132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:38.403874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:38.404780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:38.404878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:38.404935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:38.525929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:38.526114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:38.526165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:38.526231] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:38.529742] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-11-27T19:47:38.530091] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-11-27T19:47:38.530254] [INFO ] [sig       ] EGAN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:38.669284] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EGAN.txt
[2025-11-27T19:47:38.669461] [INFO ] [sig       ] [1078/3661] Completed EGAN in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:38.669519] [INFO ] [sig       ] [1079/3661] Forecasting EGBN...
[2025-11-27T19:47:38.669651] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-11-27T19:47:38.669695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-11-27T19:47:38.680908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-11-27T19:47:38.681289] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-11-27T19:47:38.682093] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-11-27T19:47:38.682155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:38.682222] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:38.682268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:38.682341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:38.741041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:38.741890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:38.741981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:38.742036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:38.861288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:38.861450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:38.861498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:38.861533] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:38.864806] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-11-27T19:47:38.865088] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-11-27T19:47:38.865233] [INFO ] [sig       ] EGBN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:39.001334] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EGBN.txt
[2025-11-27T19:47:39.001499] [INFO ] [sig       ] [1079/3661] Completed EGBN in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:39.001555] [INFO ] [sig       ] [1080/3661] Forecasting EGP...
[2025-11-27T19:47:39.001628] [INFO ] [sig       ] Generating forecast for: EGP
[2025-11-27T19:47:39.001774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-11-27T19:47:39.013299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-11-27T19:47:39.013625] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-11-27T19:47:39.014422] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-11-27T19:47:39.014488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:39.014541] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:39.014608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:39.014690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:39.073392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:39.074137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:39.074237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:39.074282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:39.192277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:39.192462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:39.192511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:39.192550] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:39.195987] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=47.32%)
[2025-11-27T19:47:39.196290] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-11-27T19:47:39.196469] [INFO ] [sig       ] EGP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:39.334487] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EGP.txt
[2025-11-27T19:47:39.334684] [INFO ] [sig       ] [1080/3661] Completed EGP in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.4m
[2025-11-27T19:47:39.334762] [INFO ] [sig       ] [1081/3661] Forecasting EGY...
[2025-11-27T19:47:39.334809] [INFO ] [sig       ] Generating forecast for: EGY
[2025-11-27T19:47:39.334850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-11-27T19:47:39.345402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-11-27T19:47:39.345705] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-11-27T19:47:39.346495] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-11-27T19:47:39.346556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:39.346617] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:39.346664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:39.346744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:39.401494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:39.402175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:39.402264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:39.402302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:39.515480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:39.515662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:39.515713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:39.515749] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:39.519369] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=74.84%)
[2025-11-27T19:47:39.519706] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-11-27T19:47:39.519864] [INFO ] [sig       ] EGY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:39.659042] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EGY.txt
[2025-11-27T19:47:39.659219] [INFO ] [sig       ] [1081/3661] Completed EGY in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.3m
[2025-11-27T19:47:39.659280] [INFO ] [sig       ] [1082/3661] Forecasting EH...
[2025-11-27T19:47:39.659335] [INFO ] [sig       ] Generating forecast for: EH
[2025-11-27T19:47:39.659397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-11-27T19:47:39.670272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-11-27T19:47:39.670605] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-11-27T19:47:39.671394] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-11-27T19:47:39.671455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:39.671496] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:39.671541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:39.671680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:39.726228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:39.726875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:39.726960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:39.727010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:39.841523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:39.841699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:39.841763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:39.841804] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:39.845037] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-11-27T19:47:39.845318] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-11-27T19:47:39.845458] [INFO ] [sig       ] EH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:39.982859] [INFO ] [LOCAL     ] Saved forecast: EH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EH.txt
[2025-11-27T19:47:39.983009] [INFO ] [sig       ] [1082/3661] Completed EH in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.3m
[2025-11-27T19:47:39.983059] [INFO ] [sig       ] [1083/3661] Forecasting EHAB...
[2025-11-27T19:47:39.983129] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-11-27T19:47:39.983176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-11-27T19:47:39.994179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-11-27T19:47:39.994477] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-11-27T19:47:39.995268] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-11-27T19:47:39.995331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:39.995372] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:39.995407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:39.995515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:40.049914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:40.050692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:40.050778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:40.050820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:40.168761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:40.168907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:40.168956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:40.168991] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:40.172235] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-11-27T19:47:40.172528] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-11-27T19:47:40.172685] [INFO ] [sig       ] EHAB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:40.311457] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EHAB.txt
[2025-11-27T19:47:40.311624] [INFO ] [sig       ] [1083/3661] Completed EHAB in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.3m
[2025-11-27T19:47:40.311676] [INFO ] [sig       ] [1084/3661] Forecasting EHC...
[2025-11-27T19:47:40.311712] [INFO ] [sig       ] Generating forecast for: EHC
[2025-11-27T19:47:40.311747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-11-27T19:47:40.322979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-11-27T19:47:40.323295] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-11-27T19:47:40.324076] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-11-27T19:47:40.324137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:40.324186] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:40.324231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:40.324311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:40.378620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:40.379232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:40.379322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:40.379371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:40.497077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:40.497246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:40.497299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:40.497345] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:40.500674] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=49.15%)
[2025-11-27T19:47:40.500975] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-11-27T19:47:40.501119] [INFO ] [sig       ] EHC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:40.641338] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EHC.txt
[2025-11-27T19:47:40.641499] [INFO ] [sig       ] [1084/3661] Completed EHC in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.3m
[2025-11-27T19:47:40.641597] [INFO ] [sig       ] [1085/3661] Forecasting EHI...
[2025-11-27T19:47:40.641635] [INFO ] [sig       ] Generating forecast for: EHI
[2025-11-27T19:47:40.641680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-11-27T19:47:40.652222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-11-27T19:47:40.652504] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-11-27T19:47:40.653308] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-11-27T19:47:40.653372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:40.653414] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:40.653451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:40.653514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:40.710313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:40.711006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:40.711095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:40.711139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:40.825441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:40.825601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:40.825649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:40.825687] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:40.828949] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=38.22%)
[2025-11-27T19:47:40.829224] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-11-27T19:47:40.829359] [INFO ] [sig       ] EHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:40.967483] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EHI.txt
[2025-11-27T19:47:40.967650] [INFO ] [sig       ] [1085/3661] Completed EHI in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.3m
[2025-11-27T19:47:40.967712] [INFO ] [sig       ] [1086/3661] Forecasting EHTH...
[2025-11-27T19:47:40.967757] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-11-27T19:47:40.967818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-11-27T19:47:40.978439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-11-27T19:47:40.978775] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-11-27T19:47:40.979564] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-11-27T19:47:40.979647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:40.979688] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:40.979732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:40.979870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:41.034593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:41.035273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:41.035361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:41.035416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:41.153541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:41.153695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:41.153741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:41.153790] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:41.156989] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-11-27T19:47:41.157273] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-11-27T19:47:41.157415] [INFO ] [sig       ] EHTH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:41.294428] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EHTH.txt
[2025-11-27T19:47:41.294565] [INFO ] [sig       ] [1086/3661] Completed EHTH in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.3m
[2025-11-27T19:47:41.294637] [INFO ] [sig       ] [1087/3661] Forecasting EIC...
[2025-11-27T19:47:41.294673] [INFO ] [sig       ] Generating forecast for: EIC
[2025-11-27T19:47:41.294711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-11-27T19:47:41.305481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-11-27T19:47:41.305801] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-11-27T19:47:41.306591] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-11-27T19:47:41.306651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:41.306692] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:41.306748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:41.306859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:41.361217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:41.361852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:41.361936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:41.361978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:41.479221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:41.479380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:41.479428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:41.479464] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:41.482786] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=35.59%)
[2025-11-27T19:47:41.483074] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-11-27T19:47:41.483216] [INFO ] [sig       ] EIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:41.617812] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EIC.txt
[2025-11-27T19:47:41.617954] [INFO ] [sig       ] [1087/3661] Completed EIC in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.3m
[2025-11-27T19:47:41.618002] [INFO ] [sig       ] [1088/3661] Forecasting EIG...
[2025-11-27T19:47:41.618041] [INFO ] [sig       ] Generating forecast for: EIG
[2025-11-27T19:47:41.618082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-11-27T19:47:41.629339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-11-27T19:47:41.629664] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-11-27T19:47:41.630510] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-11-27T19:47:41.630593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:41.630643] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:41.630681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:41.630745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:41.687868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:41.688531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:41.688637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:41.688696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:41.808220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:41.808440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:41.808494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:41.808533] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:41.812430] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-11-27T19:47:41.812749] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-11-27T19:47:41.812891] [INFO ] [sig       ] EIG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:41.947472] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EIG.txt
[2025-11-27T19:47:41.947635] [INFO ] [sig       ] [1088/3661] Completed EIG in 0.3s | 3.00 sym/s | Total: 6.0m | ETA: 14.3m
[2025-11-27T19:47:41.947686] [INFO ] [sig       ] [1089/3661] Forecasting EIX...
[2025-11-27T19:47:41.947723] [INFO ] [sig       ] Generating forecast for: EIX
[2025-11-27T19:47:41.947783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-11-27T19:47:41.958940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-11-27T19:47:41.959240] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-11-27T19:47:41.960059] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-11-27T19:47:41.960122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:41.960162] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:41.960197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:41.960255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:42.016031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:42.016880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:42.016976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:42.017019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:42.136862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:42.137028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:42.137076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:42.137113] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:42.140424] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=84.67%)
[2025-11-27T19:47:42.140712] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-11-27T19:47:42.140843] [INFO ] [sig       ] EIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:42.276887] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EIX.txt
[2025-11-27T19:47:42.277036] [INFO ] [sig       ] [1089/3661] Completed EIX in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:42.277086] [INFO ] [sig       ] [1090/3661] Forecasting EKSO...
[2025-11-27T19:47:42.277132] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-11-27T19:47:42.277176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-11-27T19:47:42.288037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-11-27T19:47:42.288387] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-11-27T19:47:42.289167] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-11-27T19:47:42.289231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:42.289268] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:42.289316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:42.289383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:42.344047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:42.344695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:42.344784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:42.344826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:42.464020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:42.464212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:42.464261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:42.464299] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:42.467540] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-11-27T19:47:42.467849] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-11-27T19:47:42.467987] [INFO ] [sig       ] EKSO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:42.605283] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EKSO.txt
[2025-11-27T19:47:42.605462] [INFO ] [sig       ] [1090/3661] Completed EKSO in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:42.605513] [INFO ] [sig       ] [1091/3661] Forecasting EL...
[2025-11-27T19:47:42.605555] [INFO ] [sig       ] Generating forecast for: EL
[2025-11-27T19:47:42.605632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-11-27T19:47:42.616990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-11-27T19:47:42.617377] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-11-27T19:47:42.618274] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-11-27T19:47:42.618353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:42.618411] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:42.618460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:42.618530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:42.673768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:42.674505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:42.674612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:42.674659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:42.798260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:42.798445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:42.798495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:42.798536] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:42.801805] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-11-27T19:47:42.802085] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-11-27T19:47:42.802217] [INFO ] [sig       ] EL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:42.939758] [INFO ] [LOCAL     ] Saved forecast: EL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EL.txt
[2025-11-27T19:47:42.939988] [INFO ] [sig       ] [1091/3661] Completed EL in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:42.940060] [INFO ] [sig       ] [1092/3661] Forecasting ELAB...
[2025-11-27T19:47:42.940121] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-11-27T19:47:42.940202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-11-27T19:47:42.951471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-11-27T19:47:42.951834] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-11-27T19:47:42.952661] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-11-27T19:47:42.952727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:42.952770] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:42.952809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:42.952877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:43.008975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:43.009655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:43.009747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:43.009792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:43.130049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:43.130187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:43.130235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:43.130275] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:43.133533] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-11-27T19:47:43.133820] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-11-27T19:47:43.133951] [INFO ] [sig       ] ELAB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:43.268818] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ELAB.txt
[2025-11-27T19:47:43.268998] [INFO ] [sig       ] [1092/3661] Completed ELAB in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:43.269050] [INFO ] [sig       ] [1093/3661] Forecasting ELAN...
[2025-11-27T19:47:43.269112] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-11-27T19:47:43.269157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-11-27T19:47:43.280359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-11-27T19:47:43.280766] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-11-27T19:47:43.281604] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-11-27T19:47:43.281669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:43.281714] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:43.281758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:43.281879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:43.336715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:43.337599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:43.337704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:43.337759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:43.459041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:43.459221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:43.459272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:43.459312] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:43.462618] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-11-27T19:47:43.462933] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-11-27T19:47:43.463073] [INFO ] [sig       ] ELAN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:43.599416] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ELAN.txt
[2025-11-27T19:47:43.599597] [INFO ] [sig       ] [1093/3661] Completed ELAN in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:43.599645] [INFO ] [sig       ] [1094/3661] Forecasting ELC...
[2025-11-27T19:47:43.599678] [INFO ] [sig       ] Generating forecast for: ELC
[2025-11-27T19:47:43.599716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-11-27T19:47:43.613400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-11-27T19:47:43.613942] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-11-27T19:47:43.614865] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-11-27T19:47:43.614939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:43.614997] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:43.615054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:43.615149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:43.672995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:43.673972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:43.674078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:43.674142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:43.785612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:43.785785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:43.785834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:43.785875] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:43.789143] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-11-27T19:47:43.789416] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-11-27T19:47:43.789552] [INFO ] [sig       ] ELC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:43.925782] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ELC.txt
[2025-11-27T19:47:43.925929] [INFO ] [sig       ] [1094/3661] Completed ELC in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:43.925980] [INFO ] [sig       ] [1095/3661] Forecasting ELDN...
[2025-11-27T19:47:43.926020] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-11-27T19:47:43.926063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-11-27T19:47:43.937710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-11-27T19:47:43.938034] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-11-27T19:47:43.938914] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-11-27T19:47:43.938979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:43.939021] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:43.939071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:43.939178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:43.994091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:43.995050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:43.995149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:43.995202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:44.109796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:44.109969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:44.110019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:44.110050] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:44.113399] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=69.14%)
[2025-11-27T19:47:44.113710] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-11-27T19:47:44.113855] [INFO ] [sig       ] ELDN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:44.250206] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ELDN.txt
[2025-11-27T19:47:44.250387] [INFO ] [sig       ] [1095/3661] Completed ELDN in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:44.250444] [INFO ] [sig       ] [1096/3661] Forecasting ELF...
[2025-11-27T19:47:44.250504] [INFO ] [sig       ] Generating forecast for: ELF
[2025-11-27T19:47:44.250597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-11-27T19:47:44.263358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-11-27T19:47:44.263743] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-11-27T19:47:44.264524] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-11-27T19:47:44.264606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:44.264656] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:44.264745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:44.264845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:44.321237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:44.322100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:44.322191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:44.322239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:44.445824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:44.445999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:44.446049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:44.446083] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:44.449679] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-11-27T19:47:44.450023] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-11-27T19:47:44.450167] [INFO ] [sig       ] ELF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:44.589684] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ELF.txt
[2025-11-27T19:47:44.589879] [INFO ] [sig       ] [1096/3661] Completed ELF in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:44.589946] [INFO ] [sig       ] [1097/3661] Forecasting ELME...
[2025-11-27T19:47:44.589979] [INFO ] [sig       ] Generating forecast for: ELME
[2025-11-27T19:47:44.590020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-11-27T19:47:44.601534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-11-27T19:47:44.601879] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-11-27T19:47:44.602660] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-11-27T19:47:44.602721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:44.602761] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:44.602797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:44.602861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:44.658685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:44.659307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:44.659393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:44.659438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:44.773121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:44.773267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:44.773313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:44.773349] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:44.776490] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=43.04%)
[2025-11-27T19:47:44.776777] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-11-27T19:47:44.776906] [INFO ] [sig       ] ELME: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:44.911651] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ELME.txt
[2025-11-27T19:47:44.911833] [INFO ] [sig       ] [1097/3661] Completed ELME in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.3m
[2025-11-27T19:47:44.911907] [INFO ] [sig       ] [1098/3661] Forecasting ELP...
[2025-11-27T19:47:44.911950] [INFO ] [sig       ] Generating forecast for: ELP
[2025-11-27T19:47:44.911988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-11-27T19:47:44.922628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-11-27T19:47:44.922904] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-11-27T19:47:44.923696] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-11-27T19:47:44.923760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:44.923811] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:44.923859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:44.923940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:44.981431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:44.982240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:44.982333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:44.982386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:45.103766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:45.103941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:45.103993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:45.104049] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:45.107611] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-11-27T19:47:45.107933] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-11-27T19:47:45.108087] [INFO ] [sig       ] ELP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:45.254797] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ELP.txt
[2025-11-27T19:47:45.254967] [INFO ] [sig       ] [1098/3661] Completed ELP in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.2m
[2025-11-27T19:47:45.255018] [INFO ] [sig       ] [1099/3661] Forecasting ELS...
[2025-11-27T19:47:45.255062] [INFO ] [sig       ] Generating forecast for: ELS
[2025-11-27T19:47:45.255151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-11-27T19:47:45.266853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-11-27T19:47:45.267198] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-11-27T19:47:45.267995] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-11-27T19:47:45.268061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:45.268104] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:45.268185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:45.268254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:45.330318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:45.331217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:45.331313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:45.331358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:45.450855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:45.451042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:45.451103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:45.451144] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:45.454766] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-11-27T19:47:45.455065] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-11-27T19:47:45.455225] [INFO ] [sig       ] ELS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:45.622312] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ELS.txt
[2025-11-27T19:47:45.622488] [INFO ] [sig       ] [1099/3661] Completed ELS in 0.4s | 3.00 sym/s | Total: 6.1m | ETA: 14.2m
[2025-11-27T19:47:45.622538] [INFO ] [sig       ] [1100/3661] Forecasting ELTX...
[2025-11-27T19:47:45.622604] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-11-27T19:47:45.622672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-11-27T19:47:45.636868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-11-27T19:47:45.637347] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-11-27T19:47:45.638446] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-11-27T19:47:45.638523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:45.638600] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:45.638659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:45.638771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:45.700300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:45.701180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:45.701274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:45.701318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:45.830212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:45.830405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:45.830468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:45.830511] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:45.834010] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=74.10%)
[2025-11-27T19:47:45.834300] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-11-27T19:47:45.834438] [INFO ] [sig       ] ELTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:45.973440] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ELTX.txt
[2025-11-27T19:47:45.973629] [INFO ] [sig       ] [1100/3661] Completed ELTX in 0.4s | 3.00 sym/s | Total: 6.1m | ETA: 14.2m
[2025-11-27T19:47:45.973684] [INFO ] [sig       ] [1101/3661] Forecasting ELVA...
[2025-11-27T19:47:45.973727] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-11-27T19:47:45.973766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-11-27T19:47:45.985007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-11-27T19:47:45.985340] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-11-27T19:47:45.986147] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-11-27T19:47:45.986213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:45.986254] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:45.986294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:45.986361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:46.043040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:46.043843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:46.043935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:46.043982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:46.161112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:46.161287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:46.161339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:46.161379] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:46.164781] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-11-27T19:47:46.165063] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-11-27T19:47:46.165199] [INFO ] [sig       ] ELVA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:46.301488] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ELVA.txt
[2025-11-27T19:47:46.301662] [INFO ] [sig       ] [1101/3661] Completed ELVA in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.2m
[2025-11-27T19:47:46.301712] [INFO ] [sig       ] [1102/3661] Forecasting ELVN...
[2025-11-27T19:47:46.301749] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-11-27T19:47:46.301809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-11-27T19:47:46.313405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-11-27T19:47:46.313825] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-11-27T19:47:46.314638] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-11-27T19:47:46.314703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:46.314745] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:46.314783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:46.314851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:46.372649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:46.373510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:46.373623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:46.373679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:46.503679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:46.503851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:46.503902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:46.503940] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:46.507179] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=81.82%)
[2025-11-27T19:47:46.507451] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-11-27T19:47:46.507599] [INFO ] [sig       ] ELVN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:46.643240] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ELVN.txt
[2025-11-27T19:47:46.643405] [INFO ] [sig       ] [1102/3661] Completed ELVN in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.2m
[2025-11-27T19:47:46.643456] [INFO ] [sig       ] [1103/3661] Forecasting ELWS...
[2025-11-27T19:47:46.643497] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-11-27T19:47:46.643554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-11-27T19:47:46.654776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-11-27T19:47:46.655131] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-11-27T19:47:46.655939] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-11-27T19:47:46.656015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:46.656059] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:46.656098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:46.656164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:46.716377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:46.717311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:46.717407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:46.717450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:46.837268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:46.837442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:46.837487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:46.837526] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:46.840929] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-11-27T19:47:46.841217] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-11-27T19:47:46.841355] [INFO ] [sig       ] ELWS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:46.982207] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ELWS.txt
[2025-11-27T19:47:46.982380] [INFO ] [sig       ] [1103/3661] Completed ELWS in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.2m
[2025-11-27T19:47:46.982440] [INFO ] [sig       ] [1104/3661] Forecasting EM...
[2025-11-27T19:47:46.982476] [INFO ] [sig       ] Generating forecast for: EM
[2025-11-27T19:47:46.982510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-11-27T19:47:46.994269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-11-27T19:47:46.994626] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-11-27T19:47:46.995396] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-11-27T19:47:46.995459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:46.995501] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:46.995537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:46.995617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:47.051223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:47.052006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:47.052095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:47.052139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:47.165421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:47.165611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:47.165660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:47.165695] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:47.168932] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=14.98%)
[2025-11-27T19:47:47.169206] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-11-27T19:47:47.169340] [INFO ] [sig       ] EM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:47.308287] [INFO ] [LOCAL     ] Saved forecast: EM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EM.txt
[2025-11-27T19:47:47.308454] [INFO ] [sig       ] [1104/3661] Completed EM in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.2m
[2025-11-27T19:47:47.308503] [INFO ] [sig       ] [1105/3661] Forecasting EMB...
[2025-11-27T19:47:47.308537] [INFO ] [sig       ] Generating forecast for: EMB
[2025-11-27T19:47:47.308595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-11-27T19:47:47.322060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-11-27T19:47:47.322610] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-11-27T19:47:47.323615] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-11-27T19:47:47.323684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:47.323730] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:47.323787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:47.323858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:47.381996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:47.383239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:47.383351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:47.383410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:47.505161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:47.505416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:47.505510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:47.505564] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:47.509617] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-11-27T19:47:47.509942] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-11-27T19:47:47.510116] [INFO ] [sig       ] EMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:47.654491] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EMB.txt
[2025-11-27T19:47:47.654809] [INFO ] [sig       ] [1105/3661] Completed EMB in 0.3s | 3.00 sym/s | Total: 6.1m | ETA: 14.2m
[2025-11-27T19:47:47.654871] [INFO ] [sig       ] [1106/3661] Forecasting EMBC...
[2025-11-27T19:47:47.654926] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-11-27T19:47:47.654980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-11-27T19:47:47.668699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-11-27T19:47:47.669419] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-11-27T19:47:47.670447] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-11-27T19:47:47.670515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:47.670591] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:47.670643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:47.670729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:47.726156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:47.727302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:47.727413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:47.727474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:47.849234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:47.849495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:47.849553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:47.849622] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:47.853794] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-11-27T19:47:47.854212] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-11-27T19:47:47.854411] [INFO ] [sig       ] EMBC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:47.995364] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EMBC.txt
[2025-11-27T19:47:47.995627] [INFO ] [sig       ] [1106/3661] Completed EMBC in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:47.995740] [INFO ] [sig       ] [1107/3661] Forecasting EMD...
[2025-11-27T19:47:47.995862] [INFO ] [sig       ] Generating forecast for: EMD
[2025-11-27T19:47:47.995923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-11-27T19:47:48.009011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-11-27T19:47:48.009629] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-11-27T19:47:48.010538] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-11-27T19:47:48.010623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:48.010680] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:48.010729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:48.010815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:48.066870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:48.067959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:48.068102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:48.068184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:48.196665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:48.196959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:48.197030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:48.197097] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:48.201737] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-11-27T19:47:48.202212] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-11-27T19:47:48.202423] [INFO ] [sig       ] EMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:48.352030] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EMD.txt
[2025-11-27T19:47:48.352262] [INFO ] [sig       ] [1107/3661] Completed EMD in 0.4s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:48.352360] [INFO ] [sig       ] [1108/3661] Forecasting EME...
[2025-11-27T19:47:48.352409] [INFO ] [sig       ] Generating forecast for: EME
[2025-11-27T19:47:48.352462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'.
[2025-11-27T19:47:48.365309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EME'.
[2025-11-27T19:47:48.365894] [INFO ] [FORECASTER] Starting predict_future for EME
[2025-11-27T19:47:48.367009] [DEBUG] [LOCAL     ] No optimal features file found for EME: ./output/feature-sets/EME.txt
[2025-11-27T19:47:48.367083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:48.367148] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:48.367204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:48.367306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:48.423985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:48.425201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:48.425316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:48.425375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:48.553383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:48.553666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:48.553723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:48.553774] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:48.557622] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-11-27T19:47:48.557958] [INFO ] [FORECASTER] Completed predict_future for EME
[2025-11-27T19:47:48.558180] [INFO ] [sig       ] EME: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:48.696692] [INFO ] [LOCAL     ] Saved forecast: EME	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EME.txt
[2025-11-27T19:47:48.697073] [INFO ] [sig       ] [1108/3661] Completed EME in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:48.697160] [INFO ] [sig       ] [1109/3661] Forecasting EMF...
[2025-11-27T19:47:48.697237] [INFO ] [sig       ] Generating forecast for: EMF
[2025-11-27T19:47:48.697293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-11-27T19:47:48.710418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-11-27T19:47:48.711063] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-11-27T19:47:48.711999] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-11-27T19:47:48.712066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:48.712119] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:48.712167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:48.712251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:48.770941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:48.772246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:48.772367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:48.772426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:48.888293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:48.888561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:48.888660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:48.888717] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:48.892779] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2025-11-27T19:47:48.893113] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-11-27T19:47:48.893279] [INFO ] [sig       ] EMF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:49.041936] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EMF.txt
[2025-11-27T19:47:49.042202] [INFO ] [sig       ] [1109/3661] Completed EMF in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:49.042259] [INFO ] [sig       ] [1110/3661] Forecasting EML...
[2025-11-27T19:47:49.042357] [INFO ] [sig       ] Generating forecast for: EML
[2025-11-27T19:47:49.042427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-11-27T19:47:49.056206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-11-27T19:47:49.056756] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-11-27T19:47:49.057720] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-11-27T19:47:49.057787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:49.057844] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:49.057894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:49.057981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:49.114666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:49.115867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:49.116015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:49.116069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:49.221955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:49.222283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:49.222345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:49.222424] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:49.226340] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=53.25%)
[2025-11-27T19:47:49.226708] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-11-27T19:47:49.226863] [INFO ] [sig       ] EML: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:49.370433] [INFO ] [LOCAL     ] Saved forecast: EML	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EML.txt
[2025-11-27T19:47:49.370700] [INFO ] [sig       ] [1110/3661] Completed EML in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:49.370785] [INFO ] [sig       ] [1111/3661] Forecasting EMN...
[2025-11-27T19:47:49.370823] [INFO ] [sig       ] Generating forecast for: EMN
[2025-11-27T19:47:49.370860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-11-27T19:47:49.384012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-11-27T19:47:49.384423] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-11-27T19:47:49.385292] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-11-27T19:47:49.385360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:49.385405] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:49.385444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:49.385513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:49.447158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:49.448122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:49.448226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:49.448274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:49.571332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:49.571534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:49.571606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:49.571648] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:49.574937] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=53.61%)
[2025-11-27T19:47:49.575212] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-11-27T19:47:49.575348] [INFO ] [sig       ] EMN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:49.712245] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EMN.txt
[2025-11-27T19:47:49.712398] [INFO ] [sig       ] [1111/3661] Completed EMN in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:49.712452] [INFO ] [sig       ] [1112/3661] Forecasting EMO...
[2025-11-27T19:47:49.712493] [INFO ] [sig       ] Generating forecast for: EMO
[2025-11-27T19:47:49.712532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-11-27T19:47:49.724020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-11-27T19:47:49.724308] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-11-27T19:47:49.725081] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-11-27T19:47:49.725145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:49.725190] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:49.725228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:49.725303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:49.780143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:49.780824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:49.780913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:49.780973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:49.897180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:49.897360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:49.897409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:49.897450] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:49.900823] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=46.67%)
[2025-11-27T19:47:49.901112] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-11-27T19:47:49.901244] [INFO ] [sig       ] EMO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:50.036102] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EMO.txt
[2025-11-27T19:47:50.036304] [INFO ] [sig       ] [1112/3661] Completed EMO in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:50.036356] [INFO ] [sig       ] [1113/3661] Forecasting EMXC...
[2025-11-27T19:47:50.036401] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-11-27T19:47:50.036464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-11-27T19:47:50.047675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-11-27T19:47:50.048059] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-11-27T19:47:50.048939] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-11-27T19:47:50.049004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:50.049045] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:50.049082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:50.049147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:50.107295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:50.108197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:50.108307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:50.108351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:50.228637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:50.228821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:50.228871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:50.228909] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:50.232157] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-11-27T19:47:50.232425] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-11-27T19:47:50.232558] [INFO ] [sig       ] EMXC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:50.370833] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EMXC.txt
[2025-11-27T19:47:50.371042] [INFO ] [sig       ] [1113/3661] Completed EMXC in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:50.371094] [INFO ] [sig       ] [1114/3661] Forecasting ENB...
[2025-11-27T19:47:50.371136] [INFO ] [sig       ] Generating forecast for: ENB
[2025-11-27T19:47:50.371176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-11-27T19:47:50.383225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-11-27T19:47:50.383672] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-11-27T19:47:50.384519] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-11-27T19:47:50.384602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:50.384646] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:50.384694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:50.384761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:50.439342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:50.440168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:50.440285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:50.440329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:50.566306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:50.566480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:50.566530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:50.566584] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:50.570019] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-11-27T19:47:50.570308] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-11-27T19:47:50.570446] [INFO ] [sig       ] ENB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:50.714258] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ENB.txt
[2025-11-27T19:47:50.714435] [INFO ] [sig       ] [1114/3661] Completed ENB in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:50.714507] [INFO ] [sig       ] [1115/3661] Forecasting ENGN...
[2025-11-27T19:47:50.714589] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-11-27T19:47:50.714659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-11-27T19:47:50.726826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-11-27T19:47:50.727174] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-11-27T19:47:50.728039] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-11-27T19:47:50.728132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:50.728178] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:50.728217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:50.728283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:50.786692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:50.787565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:50.787683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:50.787722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:50.919258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:50.919466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:50.919536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:50.919603] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:50.923140] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-11-27T19:47:50.923470] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-11-27T19:47:50.923648] [INFO ] [sig       ] ENGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:51.062980] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ENGN.txt
[2025-11-27T19:47:51.063164] [INFO ] [sig       ] [1115/3661] Completed ENGN in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:51.063218] [INFO ] [sig       ] [1116/3661] Forecasting ENIC...
[2025-11-27T19:47:51.063259] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-11-27T19:47:51.063297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-11-27T19:47:51.074450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-11-27T19:47:51.074831] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-11-27T19:47:51.075669] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-11-27T19:47:51.075734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:51.075776] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:51.075814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:51.075879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:51.133889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:51.134873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:51.134967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:51.135011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:51.261948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:51.262153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:51.262204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:51.262237] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:51.265688] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=77.69%)
[2025-11-27T19:47:51.265980] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-11-27T19:47:51.266145] [INFO ] [sig       ] ENIC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:51.405601] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ENIC.txt
[2025-11-27T19:47:51.405778] [INFO ] [sig       ] [1116/3661] Completed ENIC in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.2m
[2025-11-27T19:47:51.405858] [INFO ] [sig       ] [1117/3661] Forecasting ENPH...
[2025-11-27T19:47:51.405903] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-11-27T19:47:51.405954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-11-27T19:47:51.420796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-11-27T19:47:51.421527] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-11-27T19:47:51.422596] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-11-27T19:47:51.422665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:51.422724] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:51.422774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:51.422865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:51.480808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:51.482115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:51.482269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:51.482326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:51.607798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:51.608084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:51.608163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:51.608210] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:51.612199] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-11-27T19:47:51.612560] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-11-27T19:47:51.612754] [INFO ] [sig       ] ENPH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:51.756696] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ENPH.txt
[2025-11-27T19:47:51.756962] [INFO ] [sig       ] [1117/3661] Completed ENPH in 0.4s | 3.00 sym/s | Total: 6.2m | ETA: 14.1m
[2025-11-27T19:47:51.757022] [INFO ] [sig       ] [1118/3661] Forecasting ENS...
[2025-11-27T19:47:51.757068] [INFO ] [sig       ] Generating forecast for: ENS
[2025-11-27T19:47:51.757153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-11-27T19:47:51.770409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-11-27T19:47:51.770847] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-11-27T19:47:51.771692] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-11-27T19:47:51.771755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:51.771796] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:51.771832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:51.771896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:51.827282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:51.828217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:51.828316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:51.828360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:51.945735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:51.945911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:51.945962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:51.946001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:51.949523] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=61.69%)
[2025-11-27T19:47:51.949822] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-11-27T19:47:51.949962] [INFO ] [sig       ] ENS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:52.092151] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ENS.txt
[2025-11-27T19:47:52.092316] [INFO ] [sig       ] [1118/3661] Completed ENS in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.1m
[2025-11-27T19:47:52.092370] [INFO ] [sig       ] [1119/3661] Forecasting ENSC...
[2025-11-27T19:47:52.092431] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-11-27T19:47:52.092469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-11-27T19:47:52.103904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-11-27T19:47:52.104243] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-11-27T19:47:52.105107] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-11-27T19:47:52.105173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:52.105215] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:52.105251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:52.105318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:52.162927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:52.163720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:52.163813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:52.163869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:52.290444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:52.290639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:52.290692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:52.290733] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:52.294419] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-11-27T19:47:52.294734] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-11-27T19:47:52.294887] [INFO ] [sig       ] ENSC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:52.439755] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ENSC.txt
[2025-11-27T19:47:52.439943] [INFO ] [sig       ] [1119/3661] Completed ENSC in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.1m
[2025-11-27T19:47:52.440019] [INFO ] [sig       ] [1120/3661] Forecasting ENSG...
[2025-11-27T19:47:52.440056] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-11-27T19:47:52.440097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-11-27T19:47:52.452349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-11-27T19:47:52.452695] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-11-27T19:47:52.453626] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-11-27T19:47:52.453692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:52.453735] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:52.453775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:52.453865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:52.512488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:52.513225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:52.513318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:52.513374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:52.640785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:52.640982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:52.641033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:52.641073] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:52.644774] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=39.80%)
[2025-11-27T19:47:52.645107] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-11-27T19:47:52.645270] [INFO ] [sig       ] ENSG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:52.785051] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ENSG.txt
[2025-11-27T19:47:52.785217] [INFO ] [sig       ] [1120/3661] Completed ENSG in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.1m
[2025-11-27T19:47:52.785266] [INFO ] [sig       ] [1121/3661] Forecasting ENTA...
[2025-11-27T19:47:52.785305] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-11-27T19:47:52.785371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-11-27T19:47:52.797102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-11-27T19:47:52.797442] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-11-27T19:47:52.798282] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-11-27T19:47:52.798348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:52.798390] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:52.798427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:52.798492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:52.859020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:52.859880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:52.859985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:52.860032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:52.982021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:52.982197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:52.982246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:52.982287] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:52.985658] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-11-27T19:47:52.985961] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-11-27T19:47:52.986105] [INFO ] [sig       ] ENTA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:53.128661] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ENTA.txt
[2025-11-27T19:47:53.128835] [INFO ] [sig       ] [1121/3661] Completed ENTA in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.1m
[2025-11-27T19:47:53.128909] [INFO ] [sig       ] [1122/3661] Forecasting ENTG...
[2025-11-27T19:47:53.128971] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-11-27T19:47:53.129029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-11-27T19:47:53.140270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-11-27T19:47:53.140633] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-11-27T19:47:53.141418] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-11-27T19:47:53.141484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:53.141543] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:53.141623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:53.141698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:53.200161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:53.201038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:53.201134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:53.201178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:53.324485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:53.324704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:53.324768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:53.324809] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:53.328170] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-11-27T19:47:53.328488] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-11-27T19:47:53.328653] [INFO ] [sig       ] ENTG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:53.472069] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ENTG.txt
[2025-11-27T19:47:53.472298] [INFO ] [sig       ] [1122/3661] Completed ENTG in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.1m
[2025-11-27T19:47:53.472394] [INFO ] [sig       ] [1123/3661] Forecasting ENTO...
[2025-11-27T19:47:53.472455] [INFO ] [sig       ] Generating forecast for: ENTO
[2025-11-27T19:47:53.472518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTO' from 'https://tdm.silogroup.org/data/derivative_storage/ENTO.csv'.
[2025-11-27T19:47:53.484241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTO'.
[2025-11-27T19:47:53.484633] [INFO ] [FORECASTER] Starting predict_future for ENTO
[2025-11-27T19:47:53.485476] [DEBUG] [LOCAL     ] No optimal features file found for ENTO: ./output/feature-sets/ENTO.txt
[2025-11-27T19:47:53.485545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:53.485624] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:53.485679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:53.485748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:53.543834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:53.544637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:53.544731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:53.544771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:53.668547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:53.668732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:53.668783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:53.668823] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:53.672160] [DEBUG] [FORECASTER] ENTO: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-11-27T19:47:53.672444] [INFO ] [FORECASTER] Completed predict_future for ENTO
[2025-11-27T19:47:53.672600] [INFO ] [sig       ] ENTO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:53.812259] [INFO ] [LOCAL     ] Saved forecast: ENTO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ENTO.txt
[2025-11-27T19:47:53.812427] [INFO ] [sig       ] [1123/3661] Completed ENTO in 0.3s | 3.00 sym/s | Total: 6.2m | ETA: 14.1m
[2025-11-27T19:47:53.812476] [INFO ] [sig       ] [1124/3661] Forecasting ENTX...
[2025-11-27T19:47:53.812517] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-11-27T19:47:53.812554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-11-27T19:47:53.824457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-11-27T19:47:53.824855] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-11-27T19:47:53.825732] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-11-27T19:47:53.825794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:53.825835] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:53.825870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:53.825938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:53.880617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:53.881352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:53.881445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:53.881483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:53.994159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:53.994329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:53.994376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:53.994412] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:53.997688] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-11-27T19:47:53.997970] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-11-27T19:47:53.998123] [INFO ] [sig       ] ENTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:54.131972] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ENTX.txt
[2025-11-27T19:47:54.132122] [INFO ] [sig       ] [1124/3661] Completed ENTX in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:54.132171] [INFO ] [sig       ] [1125/3661] Forecasting ENVA...
[2025-11-27T19:47:54.132210] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-11-27T19:47:54.132251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-11-27T19:47:54.142869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-11-27T19:47:54.143190] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-11-27T19:47:54.143979] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-11-27T19:47:54.144043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:54.144083] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:54.144119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:54.144194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:54.199263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:54.199916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:54.200022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:54.200073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:54.323168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:54.323312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:54.323359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:54.323395] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:54.326631] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-11-27T19:47:54.326914] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-11-27T19:47:54.327046] [INFO ] [sig       ] ENVA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:54.460442] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ENVA.txt
[2025-11-27T19:47:54.460597] [INFO ] [sig       ] [1125/3661] Completed ENVA in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:54.460644] [INFO ] [sig       ] [1126/3661] Forecasting ENVB...
[2025-11-27T19:47:54.460681] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-11-27T19:47:54.460717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-11-27T19:47:54.471018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-11-27T19:47:54.471332] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-11-27T19:47:54.472114] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-11-27T19:47:54.472176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:54.472218] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:54.472253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:54.472321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:54.529422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:54.530193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:54.530283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:54.530327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:54.645511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:54.645655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:54.645707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:54.645745] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:54.648854] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-11-27T19:47:54.649135] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-11-27T19:47:54.649267] [INFO ] [sig       ] ENVB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:54.783669] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ENVB.txt
[2025-11-27T19:47:54.783855] [INFO ] [sig       ] [1126/3661] Completed ENVB in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:54.783907] [INFO ] [sig       ] [1127/3661] Forecasting ENVX...
[2025-11-27T19:47:54.783940] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-11-27T19:47:54.783999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-11-27T19:47:54.794874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-11-27T19:47:54.795244] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-11-27T19:47:54.796083] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-11-27T19:47:54.796167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:54.796224] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:54.796275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:54.796356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:54.852390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:54.853252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:54.853355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:54.853410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:54.976759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:54.976930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:54.976993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:54.977045] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:54.980384] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-11-27T19:47:54.980691] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-11-27T19:47:54.980839] [INFO ] [sig       ] ENVX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:55.114565] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ENVX.txt
[2025-11-27T19:47:55.114725] [INFO ] [sig       ] [1127/3661] Completed ENVX in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:55.114789] [INFO ] [sig       ] [1128/3661] Forecasting EOD...
[2025-11-27T19:47:55.114840] [INFO ] [sig       ] Generating forecast for: EOD
[2025-11-27T19:47:55.114891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-11-27T19:47:55.125623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-11-27T19:47:55.125910] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-11-27T19:47:55.126745] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-11-27T19:47:55.126807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:55.126848] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:55.126884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:55.126946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:55.182167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:55.182779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:55.182863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:55.182905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:55.300731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:55.300895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:55.300943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:55.300980] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:55.304197] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2025-11-27T19:47:55.304480] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-11-27T19:47:55.304626] [INFO ] [sig       ] EOD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:55.441855] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EOD.txt
[2025-11-27T19:47:55.441990] [INFO ] [sig       ] [1128/3661] Completed EOD in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:55.442039] [INFO ] [sig       ] [1129/3661] Forecasting EOG...
[2025-11-27T19:47:55.442079] [INFO ] [sig       ] Generating forecast for: EOG
[2025-11-27T19:47:55.442115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-11-27T19:47:55.452878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-11-27T19:47:55.453150] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-11-27T19:47:55.453914] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-11-27T19:47:55.453975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:55.454017] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:55.454057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:55.454119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:55.509219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:55.509968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:55.510075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:55.510125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:55.625261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:55.625399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:55.625445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:55.625480] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:55.628615] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-11-27T19:47:55.628886] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-11-27T19:47:55.629016] [INFO ] [sig       ] EOG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:55.762542] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EOG.txt
[2025-11-27T19:47:55.762691] [INFO ] [sig       ] [1129/3661] Completed EOG in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:55.762739] [INFO ] [sig       ] [1130/3661] Forecasting EOI...
[2025-11-27T19:47:55.762773] [INFO ] [sig       ] Generating forecast for: EOI
[2025-11-27T19:47:55.762812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-11-27T19:47:55.773380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-11-27T19:47:55.773692] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-11-27T19:47:55.774468] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-11-27T19:47:55.774532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:55.774591] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:55.774631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:55.774696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:55.831020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:55.831652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:55.831739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:55.831781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:55.960154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:55.960328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:55.960377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:55.960414] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:55.963704] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=32.15%)
[2025-11-27T19:47:55.963997] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-11-27T19:47:55.964138] [INFO ] [sig       ] EOI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:56.102910] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EOI.txt
[2025-11-27T19:47:56.103061] [INFO ] [sig       ] [1130/3661] Completed EOI in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:56.103111] [INFO ] [sig       ] [1131/3661] Forecasting EOLS...
[2025-11-27T19:47:56.103145] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-11-27T19:47:56.103200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-11-27T19:47:56.114210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-11-27T19:47:56.114524] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-11-27T19:47:56.115348] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-11-27T19:47:56.115420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:56.115475] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:56.115536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:56.115648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:56.171167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:56.171833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:56.171929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:56.171994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:56.290554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:56.290727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:56.290811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:56.290873] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:56.294194] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-11-27T19:47:56.294498] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-11-27T19:47:56.294670] [INFO ] [sig       ] EOLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:56.429616] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EOLS.txt
[2025-11-27T19:47:56.429773] [INFO ] [sig       ] [1131/3661] Completed EOLS in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:56.429850] [INFO ] [sig       ] [1132/3661] Forecasting EOS...
[2025-11-27T19:47:56.429936] [INFO ] [sig       ] Generating forecast for: EOS
[2025-11-27T19:47:56.429992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-11-27T19:47:56.440932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-11-27T19:47:56.441281] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-11-27T19:47:56.442113] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-11-27T19:47:56.442183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:56.442236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:56.442286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:56.442408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:56.499737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:56.500389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:56.500487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:56.500553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:56.622928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:56.623101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:56.623196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:56.623283] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:56.626664] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-11-27T19:47:56.626967] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-11-27T19:47:56.627118] [INFO ] [sig       ] EOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:56.761169] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EOS.txt
[2025-11-27T19:47:56.761310] [INFO ] [sig       ] [1132/3661] Completed EOS in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:56.761362] [INFO ] [sig       ] [1133/3661] Forecasting EOSE...
[2025-11-27T19:47:56.761408] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-11-27T19:47:56.761493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-11-27T19:47:56.772645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-11-27T19:47:56.772966] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-11-27T19:47:56.773800] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-11-27T19:47:56.773870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:56.773922] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:56.774002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:56.774116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:56.834153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:56.834873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:56.834969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:56.835024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:56.953850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:56.954015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:56.954087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:56.954139] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:56.957464] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-11-27T19:47:56.957778] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-11-27T19:47:56.957933] [INFO ] [sig       ] EOSE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:57.094905] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EOSE.txt
[2025-11-27T19:47:57.095098] [INFO ] [sig       ] [1133/3661] Completed EOSE in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:57.095161] [INFO ] [sig       ] [1134/3661] Forecasting EPAC...
[2025-11-27T19:47:57.095212] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-11-27T19:47:57.095301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-11-27T19:47:57.106693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-11-27T19:47:57.106978] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-11-27T19:47:57.107773] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-11-27T19:47:57.107844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:57.107898] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:57.107947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:57.108038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:57.163523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:57.164154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:57.164251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:57.164307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:57.281650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:57.281822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:57.281888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:57.281927] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:57.285247] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-11-27T19:47:57.285523] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-11-27T19:47:57.285673] [INFO ] [sig       ] EPAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:57.422547] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EPAC.txt
[2025-11-27T19:47:57.422718] [INFO ] [sig       ] [1134/3661] Completed EPAC in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.1m
[2025-11-27T19:47:57.422770] [INFO ] [sig       ] [1135/3661] Forecasting EPAM...
[2025-11-27T19:47:57.422811] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-11-27T19:47:57.422850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-11-27T19:47:57.434276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-11-27T19:47:57.434564] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-11-27T19:47:57.435376] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-11-27T19:47:57.435441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:57.435484] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:57.435519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:57.435605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:57.496213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:57.496893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:57.496985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:57.497042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:57.618884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:57.619052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:57.619108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:57.619149] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:57.622482] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-11-27T19:47:57.622801] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-11-27T19:47:57.622945] [INFO ] [sig       ] EPAM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:57.758030] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EPAM.txt
[2025-11-27T19:47:57.758188] [INFO ] [sig       ] [1135/3661] Completed EPAM in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.0m
[2025-11-27T19:47:57.758237] [INFO ] [sig       ] [1136/3661] Forecasting EPC...
[2025-11-27T19:47:57.758275] [INFO ] [sig       ] Generating forecast for: EPC
[2025-11-27T19:47:57.758313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-11-27T19:47:57.769550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-11-27T19:47:57.769855] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-11-27T19:47:57.770670] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-11-27T19:47:57.770731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:57.770772] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:57.770804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:57.770867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:57.827448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:57.828230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:57.828321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:57.828364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:57.949504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:57.949687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:57.949735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:57.949771] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:57.952972] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=91.72%)
[2025-11-27T19:47:57.953244] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-11-27T19:47:57.953372] [INFO ] [sig       ] EPC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:58.093165] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EPC.txt
[2025-11-27T19:47:58.093309] [INFO ] [sig       ] [1136/3661] Completed EPC in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.0m
[2025-11-27T19:47:58.093356] [INFO ] [sig       ] [1137/3661] Forecasting EPD...
[2025-11-27T19:47:58.093393] [INFO ] [sig       ] Generating forecast for: EPD
[2025-11-27T19:47:58.093433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-11-27T19:47:58.104139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-11-27T19:47:58.104421] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-11-27T19:47:58.105205] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-11-27T19:47:58.105267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:58.105308] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:58.105363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:58.105444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:58.162220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:58.163022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:58.163118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:58.163173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:58.282927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:58.283100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:58.283151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:58.283186] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:58.286587] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-11-27T19:47:58.286879] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-11-27T19:47:58.287014] [INFO ] [sig       ] EPD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:58.421376] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EPD.txt
[2025-11-27T19:47:58.421519] [INFO ] [sig       ] [1137/3661] Completed EPD in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.0m
[2025-11-27T19:47:58.421565] [INFO ] [sig       ] [1138/3661] Forecasting EPSN...
[2025-11-27T19:47:58.421622] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-11-27T19:47:58.421660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-11-27T19:47:58.432037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-11-27T19:47:58.432312] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-11-27T19:47:58.433090] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-11-27T19:47:58.433155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:58.433207] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:58.433245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:58.433309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:58.489379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:58.490153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:58.490246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:58.490291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:58.613313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:58.613497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:58.613543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:58.613599] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:58.616856] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=21.78%)
[2025-11-27T19:47:58.617125] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-11-27T19:47:58.617265] [INFO ] [sig       ] EPSN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:58.752551] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EPSN.txt
[2025-11-27T19:47:58.752710] [INFO ] [sig       ] [1138/3661] Completed EPSN in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.0m
[2025-11-27T19:47:58.752759] [INFO ] [sig       ] [1139/3661] Forecasting EQBK...
[2025-11-27T19:47:58.752804] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-11-27T19:47:58.752842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-11-27T19:47:58.763720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-11-27T19:47:58.763990] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-11-27T19:47:58.764792] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-11-27T19:47:58.764852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:58.764892] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:58.764929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:58.764993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:58.820218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:58.821029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:58.821116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:58.821159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:58.937939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:58.938126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:58.938173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:58.938213] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:58.941412] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-11-27T19:47:58.941699] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-11-27T19:47:58.941832] [INFO ] [sig       ] EQBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:47:59.080704] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EQBK.txt
[2025-11-27T19:47:59.080902] [INFO ] [sig       ] [1139/3661] Completed EQBK in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.0m
[2025-11-27T19:47:59.080991] [INFO ] [sig       ] [1140/3661] Forecasting EQH...
[2025-11-27T19:47:59.081032] [INFO ] [sig       ] Generating forecast for: EQH
[2025-11-27T19:47:59.081067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-11-27T19:47:59.092298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-11-27T19:47:59.092675] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-11-27T19:47:59.093467] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-11-27T19:47:59.093533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:59.093603] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:59.093643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:59.093715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:59.152564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:59.153419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:59.153512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:59.153551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:59.275846] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:59.276033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:59.276088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:59.276128] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:59.279564] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-11-27T19:47:59.279860] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-11-27T19:47:59.280010] [INFO ] [sig       ] EQH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:59.413270] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EQH.txt
[2025-11-27T19:47:59.413412] [INFO ] [sig       ] [1140/3661] Completed EQH in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.0m
[2025-11-27T19:47:59.413461] [INFO ] [sig       ] [1141/3661] Forecasting EQIX...
[2025-11-27T19:47:59.413516] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-11-27T19:47:59.413550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-11-27T19:47:59.424150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-11-27T19:47:59.424431] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-11-27T19:47:59.425214] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-11-27T19:47:59.425276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:59.425318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:59.425354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:59.425417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:59.482756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:59.483509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:59.483619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:59.483664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:59.613806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:59.614005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:59.614055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:59.614088] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:59.617473] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-11-27T19:47:59.617769] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-11-27T19:47:59.617904] [INFO ] [sig       ] EQIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:47:59.755406] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EQIX.txt
[2025-11-27T19:47:59.755601] [INFO ] [sig       ] [1141/3661] Completed EQIX in 0.3s | 3.00 sym/s | Total: 6.3m | ETA: 14.0m
[2025-11-27T19:47:59.755663] [INFO ] [sig       ] [1142/3661] Forecasting ERAS...
[2025-11-27T19:47:59.755703] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-11-27T19:47:59.755756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-11-27T19:47:59.766968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-11-27T19:47:59.767286] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-11-27T19:47:59.768065] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-11-27T19:47:59.768149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:47:59.768194] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:47:59.768233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:47:59.768297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:47:59.824288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:47:59.824924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:47:59.825009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:47:59.825055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:47:59.940716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:47:59.940883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:47:59.940932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:47:59.940971] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:47:59.944265] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-11-27T19:47:59.944535] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-11-27T19:47:59.944686] [INFO ] [sig       ] ERAS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:00.084087] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ERAS.txt
[2025-11-27T19:48:00.084268] [INFO ] [sig       ] [1142/3661] Completed ERAS in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:00.084336] [INFO ] [sig       ] [1143/3661] Forecasting ERIC...
[2025-11-27T19:48:00.084377] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-11-27T19:48:00.084435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-11-27T19:48:00.095324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-11-27T19:48:00.095632] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-11-27T19:48:00.096380] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-11-27T19:48:00.096443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:00.096485] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:00.096521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:00.096602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:00.151643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:00.152338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:00.152427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:00.152470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:00.274500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:00.274686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:00.274735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:00.274770] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:00.277982] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2025-11-27T19:48:00.278279] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-11-27T19:48:00.278432] [INFO ] [sig       ] ERIC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:00.413980] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ERIC.txt
[2025-11-27T19:48:00.414139] [INFO ] [sig       ] [1143/3661] Completed ERIC in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:00.414191] [INFO ] [sig       ] [1144/3661] Forecasting ERIE...
[2025-11-27T19:48:00.414226] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-11-27T19:48:00.414287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-11-27T19:48:00.425004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-11-27T19:48:00.425274] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-11-27T19:48:00.426062] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-11-27T19:48:00.426124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:00.426159] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:00.426199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:00.426262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:00.482102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:00.482814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:00.482904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:00.482948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:00.604311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:00.604479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:00.604526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:00.604564] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:00.607823] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-11-27T19:48:00.608103] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-11-27T19:48:00.608283] [INFO ] [sig       ] ERIE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:00.745076] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ERIE.txt
[2025-11-27T19:48:00.745248] [INFO ] [sig       ] [1144/3661] Completed ERIE in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:00.745291] [INFO ] [sig       ] [1145/3661] Forecasting ERII...
[2025-11-27T19:48:00.745323] [INFO ] [sig       ] Generating forecast for: ERII
[2025-11-27T19:48:00.745355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-11-27T19:48:00.758908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-11-27T19:48:00.759258] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-11-27T19:48:00.760042] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-11-27T19:48:00.760113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:00.760155] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:00.760191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:00.760256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:00.817172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:00.818025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:00.818136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:00.818183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:00.938522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:00.938709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:00.938759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:00.938843] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:00.942266] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=25.22%)
[2025-11-27T19:48:00.942549] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-11-27T19:48:00.942716] [INFO ] [sig       ] ERII: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:01.081138] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ERII.txt
[2025-11-27T19:48:01.081311] [INFO ] [sig       ] [1145/3661] Completed ERII in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:01.081360] [INFO ] [sig       ] [1146/3661] Forecasting ERNA...
[2025-11-27T19:48:01.081458] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-11-27T19:48:01.081522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-11-27T19:48:01.092447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-11-27T19:48:01.092803] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-11-27T19:48:01.093591] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-11-27T19:48:01.093652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:01.093687] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:01.093724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:01.093788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:01.152181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:01.153041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:01.153152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:01.153201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:01.274151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:01.274321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:01.274373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:01.274406] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:01.277687] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=61.81%)
[2025-11-27T19:48:01.277965] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-11-27T19:48:01.278096] [INFO ] [sig       ] ERNA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:01.413383] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ERNA.txt
[2025-11-27T19:48:01.413529] [INFO ] [sig       ] [1146/3661] Completed ERNA in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:01.413597] [INFO ] [sig       ] [1147/3661] Forecasting ERO...
[2025-11-27T19:48:01.413654] [INFO ] [sig       ] Generating forecast for: ERO
[2025-11-27T19:48:01.413694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-11-27T19:48:01.424700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-11-27T19:48:01.424973] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-11-27T19:48:01.425749] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-11-27T19:48:01.425809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:01.425850] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:01.425885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:01.425949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:01.482025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:01.482702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:01.482804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:01.482848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:01.606809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:01.606974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:01.607024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:01.607065] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:01.610391] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-11-27T19:48:01.610692] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-11-27T19:48:01.610829] [INFO ] [sig       ] ERO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:01.753374] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ERO.txt
[2025-11-27T19:48:01.753567] [INFO ] [sig       ] [1147/3661] Completed ERO in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:01.753643] [INFO ] [sig       ] [1148/3661] Forecasting ES...
[2025-11-27T19:48:01.753703] [INFO ] [sig       ] Generating forecast for: ES
[2025-11-27T19:48:01.753746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-11-27T19:48:01.764867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-11-27T19:48:01.765228] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-11-27T19:48:01.766057] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-11-27T19:48:01.766123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:01.766166] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:01.766203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:01.766279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:01.824109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:01.824971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:01.825063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:01.825105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:01.945251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:01.945429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:01.945478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:01.945515] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:01.949066] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-11-27T19:48:01.949435] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-11-27T19:48:01.949602] [INFO ] [sig       ] ES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:02.084744] [INFO ] [LOCAL     ] Saved forecast: ES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ES.txt
[2025-11-27T19:48:02.084916] [INFO ] [sig       ] [1148/3661] Completed ES in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:02.084967] [INFO ] [sig       ] [1149/3661] Forecasting ESAB...
[2025-11-27T19:48:02.085006] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-11-27T19:48:02.085062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-11-27T19:48:02.096274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-11-27T19:48:02.096596] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-11-27T19:48:02.097374] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-11-27T19:48:02.097437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:02.097478] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:02.097535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:02.097667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:02.156312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:02.157219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:02.157319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:02.157374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:02.277166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:02.277334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:02.277383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:02.277422] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:02.280758] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=59.04%)
[2025-11-27T19:48:02.281034] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-11-27T19:48:02.281177] [INFO ] [sig       ] ESAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:02.415943] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ESAB.txt
[2025-11-27T19:48:02.416123] [INFO ] [sig       ] [1149/3661] Completed ESAB in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:02.416177] [INFO ] [sig       ] [1150/3661] Forecasting ESCA...
[2025-11-27T19:48:02.416223] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-11-27T19:48:02.416278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-11-27T19:48:02.427826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-11-27T19:48:02.428232] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-11-27T19:48:02.429031] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-11-27T19:48:02.429094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:02.429135] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:02.429185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:02.429265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:02.485045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:02.485912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:02.486004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:02.486047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:02.597771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:02.597943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:02.597990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:02.598029] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:02.601502] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=59.08%)
[2025-11-27T19:48:02.601828] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-11-27T19:48:02.601965] [INFO ] [sig       ] ESCA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:02.742866] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ESCA.txt
[2025-11-27T19:48:02.743016] [INFO ] [sig       ] [1150/3661] Completed ESCA in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:02.743064] [INFO ] [sig       ] [1151/3661] Forecasting ESE...
[2025-11-27T19:48:02.743122] [INFO ] [sig       ] Generating forecast for: ESE
[2025-11-27T19:48:02.743186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-11-27T19:48:02.754294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-11-27T19:48:02.754616] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-11-27T19:48:02.755369] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-11-27T19:48:02.755430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:02.755472] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:02.755508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:02.755592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:02.811776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:02.812477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:02.812567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:02.812630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:02.929203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:02.929382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:02.929430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:02.929468] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:02.932697] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-11-27T19:48:02.932968] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-11-27T19:48:02.933104] [INFO ] [sig       ] ESE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:03.071198] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ESE.txt
[2025-11-27T19:48:03.071372] [INFO ] [sig       ] [1151/3661] Completed ESE in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:03.071421] [INFO ] [sig       ] [1152/3661] Forecasting ESEA...
[2025-11-27T19:48:03.071480] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-11-27T19:48:03.071523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-11-27T19:48:03.082250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-11-27T19:48:03.082543] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-11-27T19:48:03.083317] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-11-27T19:48:03.083379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:03.083419] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:03.083464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:03.083601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:03.138763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:03.139385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:03.139472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:03.139522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:03.261882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:03.262062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:03.262123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:03.262164] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:03.265597] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=80.05%)
[2025-11-27T19:48:03.265902] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-11-27T19:48:03.266043] [INFO ] [sig       ] ESEA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:03.402842] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ESEA.txt
[2025-11-27T19:48:03.402992] [INFO ] [sig       ] [1152/3661] Completed ESEA in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 14.0m
[2025-11-27T19:48:03.403040] [INFO ] [sig       ] [1153/3661] Forecasting ESGD...
[2025-11-27T19:48:03.403095] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-11-27T19:48:03.403146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-11-27T19:48:03.414531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-11-27T19:48:03.414867] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-11-27T19:48:03.415659] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-11-27T19:48:03.415721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:03.415762] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:03.415799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:03.415865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:03.472645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:03.473280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:03.473377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:03.473424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:03.593627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:03.593819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:03.593869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:03.593906] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:03.597326] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-11-27T19:48:03.597654] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-11-27T19:48:03.597798] [INFO ] [sig       ] ESGD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:03.737354] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ESGD.txt
[2025-11-27T19:48:03.737522] [INFO ] [sig       ] [1153/3661] Completed ESGD in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 13.9m
[2025-11-27T19:48:03.737594] [INFO ] [sig       ] [1154/3661] Forecasting ESGE...
[2025-11-27T19:48:03.737637] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-11-27T19:48:03.737696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-11-27T19:48:03.748985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-11-27T19:48:03.749326] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-11-27T19:48:03.750117] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-11-27T19:48:03.750182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:03.750225] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:03.750263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:03.750328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:03.807370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:03.808221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:03.808311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:03.808360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:03.927281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:03.927430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:03.927491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:03.927525] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:03.930836] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-11-27T19:48:03.931111] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-11-27T19:48:03.931250] [INFO ] [sig       ] ESGE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:04.070333] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ESGE.txt
[2025-11-27T19:48:04.070488] [INFO ] [sig       ] [1154/3661] Completed ESGE in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 13.9m
[2025-11-27T19:48:04.070537] [INFO ] [sig       ] [1155/3661] Forecasting ESI...
[2025-11-27T19:48:04.070592] [INFO ] [sig       ] Generating forecast for: ESI
[2025-11-27T19:48:04.070652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-11-27T19:48:04.081264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-11-27T19:48:04.081565] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-11-27T19:48:04.082367] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-11-27T19:48:04.082430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:04.082471] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:04.082527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:04.082619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:04.138328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:04.139177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:04.139271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:04.139325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:04.254004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:04.254168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:04.254218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:04.254253] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:04.257501] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-11-27T19:48:04.257794] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-11-27T19:48:04.257933] [INFO ] [sig       ] ESI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:04.392477] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ESI.txt
[2025-11-27T19:48:04.392623] [INFO ] [sig       ] [1155/3661] Completed ESI in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 13.9m
[2025-11-27T19:48:04.392674] [INFO ] [sig       ] [1156/3661] Forecasting ESOA...
[2025-11-27T19:48:04.392711] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-11-27T19:48:04.392758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-11-27T19:48:04.404031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-11-27T19:48:04.404393] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-11-27T19:48:04.405206] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-11-27T19:48:04.405271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:04.405315] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:04.405354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:04.405420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:04.461409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:04.462079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:04.462165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:04.462205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:04.586160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:04.586342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:04.586391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:04.586451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:04.589815] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=65.58%)
[2025-11-27T19:48:04.590086] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-11-27T19:48:04.590238] [INFO ] [sig       ] ESOA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:04.728876] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ESOA.txt
[2025-11-27T19:48:04.729020] [INFO ] [sig       ] [1156/3661] Completed ESOA in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 13.9m
[2025-11-27T19:48:04.729071] [INFO ] [sig       ] [1157/3661] Forecasting ESPO...
[2025-11-27T19:48:04.729109] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-11-27T19:48:04.729172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-11-27T19:48:04.740593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-11-27T19:48:04.740974] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-11-27T19:48:04.741784] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-11-27T19:48:04.741846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:04.741888] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:04.741934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:04.742058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:04.799225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:04.800131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:04.800228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:04.800284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:04.923343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:04.923514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:04.923563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:04.923622] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:04.927045] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=10.29%)
[2025-11-27T19:48:04.927333] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-11-27T19:48:04.927479] [INFO ] [sig       ] ESPO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:05.066251] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ESPO.txt
[2025-11-27T19:48:05.066413] [INFO ] [sig       ] [1157/3661] Completed ESPO in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 13.9m
[2025-11-27T19:48:05.066464] [INFO ] [sig       ] [1158/3661] Forecasting ESQ...
[2025-11-27T19:48:05.066498] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-11-27T19:48:05.066556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-11-27T19:48:05.077684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-11-27T19:48:05.077997] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-11-27T19:48:05.078816] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-11-27T19:48:05.078881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:05.078918] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:05.078955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:05.079020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:05.134260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:05.134955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:05.135045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:05.135083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:05.248873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:05.249042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:05.249093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:05.249133] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:05.252431] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-11-27T19:48:05.252741] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-11-27T19:48:05.252887] [INFO ] [sig       ] ESQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:05.397741] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ESQ.txt
[2025-11-27T19:48:05.397914] [INFO ] [sig       ] [1158/3661] Completed ESQ in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 13.9m
[2025-11-27T19:48:05.397962] [INFO ] [sig       ] [1159/3661] Forecasting ESTA...
[2025-11-27T19:48:05.398001] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-11-27T19:48:05.398046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-11-27T19:48:05.409432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-11-27T19:48:05.409793] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-11-27T19:48:05.410610] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-11-27T19:48:05.410672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:05.410714] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:05.410750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:05.410816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:05.467216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:05.467904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:05.467993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:05.468037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:05.587177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:05.587341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:05.587388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:05.587426] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:05.590655] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-11-27T19:48:05.590928] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-11-27T19:48:05.591057] [INFO ] [sig       ] ESTA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:05.736613] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ESTA.txt
[2025-11-27T19:48:05.736782] [INFO ] [sig       ] [1159/3661] Completed ESTA in 0.3s | 3.00 sym/s | Total: 6.4m | ETA: 13.9m
[2025-11-27T19:48:05.736841] [INFO ] [sig       ] [1160/3661] Forecasting ESTC...
[2025-11-27T19:48:05.736886] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-11-27T19:48:05.736929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-11-27T19:48:05.747970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-11-27T19:48:05.748275] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-11-27T19:48:05.749091] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-11-27T19:48:05.749156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:05.749191] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:05.749223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:05.749299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:05.805800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:05.806411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:05.806497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:05.806540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:05.929721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:05.929904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:05.929962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:05.930003] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:05.933509] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-11-27T19:48:05.933806] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-11-27T19:48:05.933940] [INFO ] [sig       ] ESTC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:06.077915] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ESTC.txt
[2025-11-27T19:48:06.078088] [INFO ] [sig       ] [1160/3661] Completed ESTC in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:06.078165] [INFO ] [sig       ] [1161/3661] Forecasting ETB...
[2025-11-27T19:48:06.078209] [INFO ] [sig       ] Generating forecast for: ETB
[2025-11-27T19:48:06.078269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-11-27T19:48:06.089901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-11-27T19:48:06.090193] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-11-27T19:48:06.090996] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-11-27T19:48:06.091058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:06.091093] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:06.091127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:06.091194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:06.148267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:06.148968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:06.149058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:06.149102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:06.260957] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:06.261101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:06.261150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:06.261188] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:06.264435] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-11-27T19:48:06.264736] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-11-27T19:48:06.264870] [INFO ] [sig       ] ETB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:06.413140] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ETB.txt
[2025-11-27T19:48:06.413323] [INFO ] [sig       ] [1161/3661] Completed ETB in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:06.413375] [INFO ] [sig       ] [1162/3661] Forecasting ETD...
[2025-11-27T19:48:06.413448] [INFO ] [sig       ] Generating forecast for: ETD
[2025-11-27T19:48:06.413485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-11-27T19:48:06.425142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-11-27T19:48:06.425563] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-11-27T19:48:06.426607] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-11-27T19:48:06.426715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:06.426774] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:06.426820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:06.426911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:06.488535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:06.489439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:06.489529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:06.489590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:06.606456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:06.606630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:06.606679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:06.606719] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:06.609948] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-11-27T19:48:06.610225] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-11-27T19:48:06.610355] [INFO ] [sig       ] ETD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:06.749945] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ETD.txt
[2025-11-27T19:48:06.750113] [INFO ] [sig       ] [1162/3661] Completed ETD in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:06.750164] [INFO ] [sig       ] [1163/3661] Forecasting ETG...
[2025-11-27T19:48:06.750202] [INFO ] [sig       ] Generating forecast for: ETG
[2025-11-27T19:48:06.750241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-11-27T19:48:06.761752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-11-27T19:48:06.762115] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-11-27T19:48:06.762933] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-11-27T19:48:06.763006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:06.763073] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:06.763135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:06.763243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:06.818647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:06.819413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:06.819515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:06.819602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:06.939177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:06.939344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:06.939393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:06.939432] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:06.942754] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-11-27T19:48:06.943040] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-11-27T19:48:06.943173] [INFO ] [sig       ] ETG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:07.078481] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ETG.txt
[2025-11-27T19:48:07.078635] [INFO ] [sig       ] [1163/3661] Completed ETG in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:07.078685] [INFO ] [sig       ] [1164/3661] Forecasting ETHA...
[2025-11-27T19:48:07.078733] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-11-27T19:48:07.078771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-11-27T19:48:07.090780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-11-27T19:48:07.091191] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-11-27T19:48:07.092028] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-11-27T19:48:07.092093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:07.092135] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:07.092176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:07.092264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:07.149809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:07.150517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:07.150626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:07.150672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:07.272134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:07.272339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:07.272394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:07.272434] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:07.275773] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-11-27T19:48:07.276045] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-11-27T19:48:07.276189] [INFO ] [sig       ] ETHA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:07.411436] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ETHA.txt
[2025-11-27T19:48:07.411625] [INFO ] [sig       ] [1164/3661] Completed ETHA in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:07.411678] [INFO ] [sig       ] [1165/3661] Forecasting ETJ...
[2025-11-27T19:48:07.411736] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-11-27T19:48:07.411780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-11-27T19:48:07.422851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-11-27T19:48:07.423186] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-11-27T19:48:07.423969] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-11-27T19:48:07.424032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:07.424073] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:07.424109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:07.424173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:07.480431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:07.481076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:07.481165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:07.481250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:07.598847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:07.599007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:07.599054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:07.599092] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:07.602376] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-11-27T19:48:07.602687] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-11-27T19:48:07.602833] [INFO ] [sig       ] ETJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:07.739351] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ETJ.txt
[2025-11-27T19:48:07.739538] [INFO ] [sig       ] [1165/3661] Completed ETJ in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:07.739613] [INFO ] [sig       ] [1166/3661] Forecasting ETN...
[2025-11-27T19:48:07.739676] [INFO ] [sig       ] Generating forecast for: ETN
[2025-11-27T19:48:07.739719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-11-27T19:48:07.750875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-11-27T19:48:07.751171] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-11-27T19:48:07.751970] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-11-27T19:48:07.752033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:07.752076] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:07.752123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:07.752208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:07.808863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:07.809538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:07.809646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:07.809690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:07.928374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:07.928536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:07.928603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:07.928645] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:07.931916] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=62.54%)
[2025-11-27T19:48:07.932196] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-11-27T19:48:07.932333] [INFO ] [sig       ] ETN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:08.070228] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ETN.txt
[2025-11-27T19:48:08.070382] [INFO ] [sig       ] [1166/3661] Completed ETN in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:08.070429] [INFO ] [sig       ] [1167/3661] Forecasting ETO...
[2025-11-27T19:48:08.070472] [INFO ] [sig       ] Generating forecast for: ETO
[2025-11-27T19:48:08.070511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-11-27T19:48:08.081171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-11-27T19:48:08.081463] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-11-27T19:48:08.082273] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-11-27T19:48:08.082343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:08.082385] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:08.082423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:08.082533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:08.138703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:08.139311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:08.139404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:08.139456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:08.258868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:08.259006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:08.259053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:08.259090] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:08.262658] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=33.79%)
[2025-11-27T19:48:08.262949] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-11-27T19:48:08.263088] [INFO ] [sig       ] ETO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:08.399676] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ETO.txt
[2025-11-27T19:48:08.399824] [INFO ] [sig       ] [1167/3661] Completed ETO in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:08.399873] [INFO ] [sig       ] [1168/3661] Forecasting ETON...
[2025-11-27T19:48:08.399927] [INFO ] [sig       ] Generating forecast for: ETON
[2025-11-27T19:48:08.399967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-11-27T19:48:08.410987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-11-27T19:48:08.411264] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-11-27T19:48:08.412041] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-11-27T19:48:08.412104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:08.412153] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:08.412198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:08.412263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:08.468488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:08.469118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:08.469209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:08.469261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:08.587388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:08.587560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:08.587625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:08.587660] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:08.591006] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=71.02%)
[2025-11-27T19:48:08.591292] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-11-27T19:48:08.591423] [INFO ] [sig       ] ETON: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:08.725958] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ETON.txt
[2025-11-27T19:48:08.726090] [INFO ] [sig       ] [1168/3661] Completed ETON in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:08.726138] [INFO ] [sig       ] [1169/3661] Forecasting ETSY...
[2025-11-27T19:48:08.726176] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-11-27T19:48:08.726220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-11-27T19:48:08.737593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-11-27T19:48:08.737974] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-11-27T19:48:08.738831] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-11-27T19:48:08.738896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:08.738939] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:08.738988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:08.739070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:08.794258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:08.795098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:08.795189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:08.795231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:08.912217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:08.912367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:08.912431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:08.912471] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:08.915658] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-11-27T19:48:08.915937] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-11-27T19:48:08.916066] [INFO ] [sig       ] ETSY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:09.052450] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ETSY.txt
[2025-11-27T19:48:09.052605] [INFO ] [sig       ] [1169/3661] Completed ETSY in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:09.052655] [INFO ] [sig       ] [1170/3661] Forecasting ETY...
[2025-11-27T19:48:09.052693] [INFO ] [sig       ] Generating forecast for: ETY
[2025-11-27T19:48:09.052732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-11-27T19:48:09.066962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-11-27T19:48:09.067283] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-11-27T19:48:09.068068] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-11-27T19:48:09.068144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:09.068184] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:09.068222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:09.068287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:09.124610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:09.125216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:09.125305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:09.125349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:09.241034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:09.241178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:09.241224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:09.241261] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:09.244443] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-11-27T19:48:09.244737] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-11-27T19:48:09.244867] [INFO ] [sig       ] ETY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:09.379853] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ETY.txt
[2025-11-27T19:48:09.380031] [INFO ] [sig       ] [1170/3661] Completed ETY in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.9m
[2025-11-27T19:48:09.380081] [INFO ] [sig       ] [1171/3661] Forecasting EUFN...
[2025-11-27T19:48:09.380209] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-11-27T19:48:09.380252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-11-27T19:48:09.391193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-11-27T19:48:09.391536] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-11-27T19:48:09.392314] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-11-27T19:48:09.392379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:09.392420] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:09.392456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:09.392521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:09.448292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:09.448932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:09.449017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:09.449064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:09.564897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:09.565072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:09.565127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:09.565168] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:09.568505] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-11-27T19:48:09.568804] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-11-27T19:48:09.568945] [INFO ] [sig       ] EUFN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:09.705349] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EUFN.txt
[2025-11-27T19:48:09.705484] [INFO ] [sig       ] [1171/3661] Completed EUFN in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.8m
[2025-11-27T19:48:09.705533] [INFO ] [sig       ] [1172/3661] Forecasting EVAX...
[2025-11-27T19:48:09.705594] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-11-27T19:48:09.705640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-11-27T19:48:09.717234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-11-27T19:48:09.717665] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-11-27T19:48:09.718524] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-11-27T19:48:09.718607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:09.718659] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:09.718706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:09.718787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:09.774614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:09.775442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:09.775535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:09.775605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:09.894657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:09.894818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:09.894865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:09.894905] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:09.898229] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-11-27T19:48:09.898517] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-11-27T19:48:09.898687] [INFO ] [sig       ] EVAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:10.036773] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EVAX.txt
[2025-11-27T19:48:10.036932] [INFO ] [sig       ] [1172/3661] Completed EVAX in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.8m
[2025-11-27T19:48:10.037009] [INFO ] [sig       ] [1173/3661] Forecasting EVC...
[2025-11-27T19:48:10.037057] [INFO ] [sig       ] Generating forecast for: EVC
[2025-11-27T19:48:10.037102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-11-27T19:48:10.048870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-11-27T19:48:10.049264] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-11-27T19:48:10.050142] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-11-27T19:48:10.050213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:10.050287] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:10.050358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:10.050467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:10.107121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:10.107999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:10.108104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:10.108201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:10.229013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:10.229200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:10.229266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:10.229323] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:10.232749] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-11-27T19:48:10.233146] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-11-27T19:48:10.233332] [INFO ] [sig       ] EVC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:10.370879] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVC.txt
[2025-11-27T19:48:10.371072] [INFO ] [sig       ] [1173/3661] Completed EVC in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.8m
[2025-11-27T19:48:10.371144] [INFO ] [sig       ] [1174/3661] Forecasting EVCM...
[2025-11-27T19:48:10.371241] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-11-27T19:48:10.371301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-11-27T19:48:10.382863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-11-27T19:48:10.383139] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-11-27T19:48:10.383923] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-11-27T19:48:10.383984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:10.384032] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:10.384075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:10.384154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:10.440046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:10.440913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:10.441015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:10.441059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:10.559869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:10.560029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:10.560078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:10.560115] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:10.563472] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=64.48%)
[2025-11-27T19:48:10.563780] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-11-27T19:48:10.563912] [INFO ] [sig       ] EVCM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:10.700839] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVCM.txt
[2025-11-27T19:48:10.701014] [INFO ] [sig       ] [1174/3661] Completed EVCM in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.8m
[2025-11-27T19:48:10.701064] [INFO ] [sig       ] [1175/3661] Forecasting EVEX...
[2025-11-27T19:48:10.701102] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-11-27T19:48:10.701141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-11-27T19:48:10.712012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-11-27T19:48:10.712418] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-11-27T19:48:10.713238] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-11-27T19:48:10.713303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:10.713344] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:10.713383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:10.713445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:10.774448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:10.775383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:10.775487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:10.775532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:10.894980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:10.895153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:10.895203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:10.895242] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:10.898508] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-11-27T19:48:10.898822] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-11-27T19:48:10.898960] [INFO ] [sig       ] EVEX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:11.034302] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVEX.txt
[2025-11-27T19:48:11.034446] [INFO ] [sig       ] [1175/3661] Completed EVEX in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.8m
[2025-11-27T19:48:11.034495] [INFO ] [sig       ] [1176/3661] Forecasting EVF...
[2025-11-27T19:48:11.034532] [INFO ] [sig       ] Generating forecast for: EVF
[2025-11-27T19:48:11.034603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-11-27T19:48:11.045392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-11-27T19:48:11.045812] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-11-27T19:48:11.046644] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-11-27T19:48:11.046707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:11.046748] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:11.046785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:11.046849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:11.103645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:11.104460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:11.104549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:11.104608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:11.221454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:11.221651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:11.221702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:11.221737] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:11.224998] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-11-27T19:48:11.225277] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-11-27T19:48:11.225412] [INFO ] [sig       ] EVF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:11.360713] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVF.txt
[2025-11-27T19:48:11.360861] [INFO ] [sig       ] [1176/3661] Completed EVF in 0.3s | 3.00 sym/s | Total: 6.5m | ETA: 13.8m
[2025-11-27T19:48:11.360912] [INFO ] [sig       ] [1177/3661] Forecasting EVG...
[2025-11-27T19:48:11.360958] [INFO ] [sig       ] Generating forecast for: EVG
[2025-11-27T19:48:11.361012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-11-27T19:48:11.371724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-11-27T19:48:11.372010] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-11-27T19:48:11.372817] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-11-27T19:48:11.372886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:11.372944] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:11.372998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:11.373067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:11.430372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:11.431165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:11.431257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:11.431296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:11.543421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:11.543610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:11.543665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:11.543705] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:11.547007] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-11-27T19:48:11.547284] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-11-27T19:48:11.547420] [INFO ] [sig       ] EVG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:11.731583] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EVG.txt
[2025-11-27T19:48:11.731738] [INFO ] [sig       ] [1177/3661] Completed EVG in 0.4s | 3.00 sym/s | Total: 6.5m | ETA: 13.8m
[2025-11-27T19:48:11.731794] [INFO ] [sig       ] [1178/3661] Forecasting EVGN...
[2025-11-27T19:48:11.731827] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-11-27T19:48:11.731880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-11-27T19:48:11.745998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-11-27T19:48:11.746346] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-11-27T19:48:11.747130] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-11-27T19:48:11.747193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:11.747233] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:11.747270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:11.747333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:11.803542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:11.804195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:11.804281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:11.804320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:11.919746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:11.919893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:11.919939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:11.919979] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:11.923154] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=75.91%)
[2025-11-27T19:48:11.923422] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-11-27T19:48:11.923551] [INFO ] [sig       ] EVGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:12.059019] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVGN.txt
[2025-11-27T19:48:12.059168] [INFO ] [sig       ] [1178/3661] Completed EVGN in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:12.059216] [INFO ] [sig       ] [1179/3661] Forecasting EVGO...
[2025-11-27T19:48:12.059257] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-11-27T19:48:12.059294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-11-27T19:48:12.070244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-11-27T19:48:12.070523] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-11-27T19:48:12.071296] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-11-27T19:48:12.071358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:12.071399] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:12.071434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:12.071499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:12.126601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:12.127267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:12.127353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:12.127395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:12.246415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:12.246584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:12.246635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:12.246673] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:12.249992] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=36.69%)
[2025-11-27T19:48:12.250267] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-11-27T19:48:12.250410] [INFO ] [sig       ] EVGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:12.389924] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EVGO.txt
[2025-11-27T19:48:12.390067] [INFO ] [sig       ] [1179/3661] Completed EVGO in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:12.390116] [INFO ] [sig       ] [1180/3661] Forecasting EVH...
[2025-11-27T19:48:12.390156] [INFO ] [sig       ] Generating forecast for: EVH
[2025-11-27T19:48:12.390194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-11-27T19:48:12.401711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-11-27T19:48:12.402066] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-11-27T19:48:12.402891] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-11-27T19:48:12.402955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:12.402999] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:12.403045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:12.403123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:12.460747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:12.461626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:12.461716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:12.461760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:12.579079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:12.579253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:12.579303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:12.579359] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:12.582744] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-11-27T19:48:12.583054] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-11-27T19:48:12.583194] [INFO ] [sig       ] EVH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:12.729700] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVH.txt
[2025-11-27T19:48:12.729872] [INFO ] [sig       ] [1180/3661] Completed EVH in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:12.729925] [INFO ] [sig       ] [1181/3661] Forecasting EVN...
[2025-11-27T19:48:12.729964] [INFO ] [sig       ] Generating forecast for: EVN
[2025-11-27T19:48:12.730003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-11-27T19:48:12.742944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-11-27T19:48:12.743341] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-11-27T19:48:12.744190] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-11-27T19:48:12.744255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:12.744296] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:12.744332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:12.744400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:12.802678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:12.803532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:12.803649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:12.803694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:12.916141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:12.916305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:12.916354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:12.916392] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:12.919647] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-11-27T19:48:12.919913] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-11-27T19:48:12.920043] [INFO ] [sig       ] EVN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:13.057154] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVN.txt
[2025-11-27T19:48:13.057333] [INFO ] [sig       ] [1181/3661] Completed EVN in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:13.057382] [INFO ] [sig       ] [1182/3661] Forecasting EVO...
[2025-11-27T19:48:13.057421] [INFO ] [sig       ] Generating forecast for: EVO
[2025-11-27T19:48:13.057461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-11-27T19:48:13.068535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-11-27T19:48:13.068914] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-11-27T19:48:13.069736] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-11-27T19:48:13.069798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:13.069850] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:13.069932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:13.070002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:13.131201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:13.132054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:13.132143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:13.132230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:13.252742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:13.252919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:13.252968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:13.253006] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:13.256351] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-11-27T19:48:13.256688] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-11-27T19:48:13.256824] [INFO ] [sig       ] EVO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:13.395379] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVO.txt
[2025-11-27T19:48:13.395558] [INFO ] [sig       ] [1182/3661] Completed EVO in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:13.395668] [INFO ] [sig       ] [1183/3661] Forecasting EVOK...
[2025-11-27T19:48:13.395709] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-11-27T19:48:13.395748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-11-27T19:48:13.406385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-11-27T19:48:13.406762] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-11-27T19:48:13.407536] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-11-27T19:48:13.407621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:13.407664] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:13.407702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:13.407767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:13.463442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:13.464305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:13.464400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:13.464447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:13.575730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:13.575894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:13.575944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:13.575983] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:13.579333] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-11-27T19:48:13.579659] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-11-27T19:48:13.579787] [INFO ] [sig       ] EVOK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:13.714721] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EVOK.txt
[2025-11-27T19:48:13.714862] [INFO ] [sig       ] [1183/3661] Completed EVOK in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:13.714912] [INFO ] [sig       ] [1184/3661] Forecasting EVRG...
[2025-11-27T19:48:13.714952] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-11-27T19:48:13.714990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-11-27T19:48:13.725523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-11-27T19:48:13.725822] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-11-27T19:48:13.726600] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-11-27T19:48:13.726661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:13.726711] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:13.726768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:13.726849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:13.782228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:13.782906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:13.782991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:13.783044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:13.902814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:13.902984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:13.903032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:13.903070] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:13.906427] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-11-27T19:48:13.906734] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-11-27T19:48:13.906880] [INFO ] [sig       ] EVRG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:14.043127] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EVRG.txt
[2025-11-27T19:48:14.043282] [INFO ] [sig       ] [1184/3661] Completed EVRG in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:14.043331] [INFO ] [sig       ] [1185/3661] Forecasting EVSD...
[2025-11-27T19:48:14.043370] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-11-27T19:48:14.043460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-11-27T19:48:14.054267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-11-27T19:48:14.054624] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-11-27T19:48:14.055380] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-11-27T19:48:14.055443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:14.055484] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:14.055521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:14.055606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:14.110269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:14.110881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:14.110968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:14.111013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:14.227413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:14.227593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:14.227644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:14.227682] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:14.231311] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=49.82%)
[2025-11-27T19:48:14.231600] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-11-27T19:48:14.231732] [INFO ] [sig       ] EVSD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:14.368628] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EVSD.txt
[2025-11-27T19:48:14.368772] [INFO ] [sig       ] [1185/3661] Completed EVSD in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:14.368824] [INFO ] [sig       ] [1186/3661] Forecasting EVTC...
[2025-11-27T19:48:14.368876] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-11-27T19:48:14.368918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-11-27T19:48:14.379276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-11-27T19:48:14.379555] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-11-27T19:48:14.380334] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-11-27T19:48:14.380403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:14.380451] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:14.380495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:14.380596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:14.436218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:14.436849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:14.436935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:14.436975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:14.563542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:14.563733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:14.563785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:14.563830] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:14.567086] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=62.85%)
[2025-11-27T19:48:14.567360] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-11-27T19:48:14.567516] [INFO ] [sig       ] EVTC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:14.706115] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVTC.txt
[2025-11-27T19:48:14.706270] [INFO ] [sig       ] [1186/3661] Completed EVTC in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:14.706319] [INFO ] [sig       ] [1187/3661] Forecasting EVTL...
[2025-11-27T19:48:14.706362] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-11-27T19:48:14.706407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-11-27T19:48:14.717448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-11-27T19:48:14.717959] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-11-27T19:48:14.718964] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-11-27T19:48:14.719028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:14.719069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:14.719106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:14.719170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:14.777046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:14.777998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:14.778100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:14.778167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:14.903750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:14.903932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:14.903983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:14.904049] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:14.907847] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-11-27T19:48:14.908183] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-11-27T19:48:14.908346] [INFO ] [sig       ] EVTL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:15.073873] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EVTL.txt
[2025-11-27T19:48:15.074059] [INFO ] [sig       ] [1187/3661] Completed EVTL in 0.4s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:15.074110] [INFO ] [sig       ] [1188/3661] Forecasting EWBC...
[2025-11-27T19:48:15.074150] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-11-27T19:48:15.074232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-11-27T19:48:15.085996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-11-27T19:48:15.086433] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-11-27T19:48:15.087285] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-11-27T19:48:15.087358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:15.087401] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:15.087433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:15.087500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:15.147274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:15.148327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:15.148457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:15.148503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:15.287587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:15.287768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:15.287826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:15.287859] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:15.291664] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-11-27T19:48:15.292112] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-11-27T19:48:15.292334] [INFO ] [sig       ] EWBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:15.442081] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EWBC.txt
[2025-11-27T19:48:15.442308] [INFO ] [sig       ] [1188/3661] Completed EWBC in 0.4s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:15.442369] [INFO ] [sig       ] [1189/3661] Forecasting EWCZ...
[2025-11-27T19:48:15.442434] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-11-27T19:48:15.442477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-11-27T19:48:15.455329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-11-27T19:48:15.455793] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-11-27T19:48:15.456701] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-11-27T19:48:15.456766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:15.456811] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:15.456847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:15.456912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:15.518809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:15.519831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:15.519980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:15.520043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:15.667069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:15.667256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:15.667308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:15.667347] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:15.670974] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-11-27T19:48:15.671355] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-11-27T19:48:15.671522] [INFO ] [sig       ] EWCZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:15.818490] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EWCZ.txt
[2025-11-27T19:48:15.818716] [INFO ] [sig       ] [1189/3661] Completed EWCZ in 0.4s | 3.00 sym/s | Total: 6.6m | ETA: 13.8m
[2025-11-27T19:48:15.818770] [INFO ] [sig       ] [1190/3661] Forecasting EWTX...
[2025-11-27T19:48:15.818833] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-11-27T19:48:15.818942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-11-27T19:48:15.831226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-11-27T19:48:15.831728] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-11-27T19:48:15.832811] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-11-27T19:48:15.832888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:15.832956] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:15.833017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:15.833128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:15.909221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:15.910167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:15.910288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:15.910334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:16.034659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:16.034825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:16.034874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:16.034911] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:16.038188] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=33.03%)
[2025-11-27T19:48:16.038473] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-11-27T19:48:16.038627] [INFO ] [sig       ] EWTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:16.176471] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EWTX.txt
[2025-11-27T19:48:16.176683] [INFO ] [sig       ] [1190/3661] Completed EWTX in 0.4s | 3.00 sym/s | Total: 6.6m | ETA: 13.7m
[2025-11-27T19:48:16.176753] [INFO ] [sig       ] [1191/3661] Forecasting EWZS...
[2025-11-27T19:48:16.176812] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-11-27T19:48:16.176855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-11-27T19:48:16.188813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-11-27T19:48:16.189141] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-11-27T19:48:16.190121] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-11-27T19:48:16.190185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:16.190236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:16.190282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:16.190363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:16.246865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:16.247768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:16.247873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:16.247933] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:16.376838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:16.377026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:16.377085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:16.377151] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:16.381626] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2025-11-27T19:48:16.382010] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-11-27T19:48:16.382198] [INFO ] [sig       ] EWZS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:16.540173] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EWZS.txt
[2025-11-27T19:48:16.540350] [INFO ] [sig       ] [1191/3661] Completed EWZS in 0.4s | 3.00 sym/s | Total: 6.6m | ETA: 13.7m
[2025-11-27T19:48:16.540404] [INFO ] [sig       ] [1192/3661] Forecasting EXAS...
[2025-11-27T19:48:16.540466] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-11-27T19:48:16.540513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-11-27T19:48:16.551791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-11-27T19:48:16.552157] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-11-27T19:48:16.552967] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-11-27T19:48:16.553032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:16.553074] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:16.553111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:16.553176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:16.607710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:16.608477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:16.608571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:16.608631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:16.732032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:16.732201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:16.732250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:16.732288] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:16.735536] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=75.95%)
[2025-11-27T19:48:16.735834] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-11-27T19:48:16.735977] [INFO ] [sig       ] EXAS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:16.870824] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EXAS.txt
[2025-11-27T19:48:16.870986] [INFO ] [sig       ] [1192/3661] Completed EXAS in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.7m
[2025-11-27T19:48:16.871036] [INFO ] [sig       ] [1193/3661] Forecasting EXC...
[2025-11-27T19:48:16.871150] [INFO ] [sig       ] Generating forecast for: EXC
[2025-11-27T19:48:16.871197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-11-27T19:48:16.882548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-11-27T19:48:16.882997] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-11-27T19:48:16.883805] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-11-27T19:48:16.883868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:16.883920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:16.883966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:16.884047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:16.940709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:16.941623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:16.941721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:16.941779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:17.067206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:17.067384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:17.067436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:17.067477] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:17.071697] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2025-11-27T19:48:17.072097] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-11-27T19:48:17.072276] [INFO ] [sig       ] EXC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:17.215124] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EXC.txt
[2025-11-27T19:48:17.215269] [INFO ] [sig       ] [1193/3661] Completed EXC in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.7m
[2025-11-27T19:48:17.215317] [INFO ] [sig       ] [1194/3661] Forecasting EXEL...
[2025-11-27T19:48:17.215359] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-11-27T19:48:17.215398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-11-27T19:48:17.226682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-11-27T19:48:17.226993] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-11-27T19:48:17.227802] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-11-27T19:48:17.227867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:17.227911] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:17.227949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:17.228037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:17.283990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:17.284714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:17.284802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:17.284846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:17.409296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:17.409466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:17.409517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:17.409556] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:17.412947] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=41.27%)
[2025-11-27T19:48:17.413255] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-11-27T19:48:17.413389] [INFO ] [sig       ] EXEL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:17.555628] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EXEL.txt
[2025-11-27T19:48:17.555805] [INFO ] [sig       ] [1194/3661] Completed EXEL in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.7m
[2025-11-27T19:48:17.555857] [INFO ] [sig       ] [1195/3661] Forecasting EXFY...
[2025-11-27T19:48:17.555897] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-11-27T19:48:17.555936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-11-27T19:48:17.567335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-11-27T19:48:17.567721] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-11-27T19:48:17.568757] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-11-27T19:48:17.568821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:17.568862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:17.568897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:17.568972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:17.624086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:17.624948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:17.625041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:17.625083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:17.745444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:17.745644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:17.745693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:17.745731] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:17.749036] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-11-27T19:48:17.749316] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-11-27T19:48:17.749453] [INFO ] [sig       ] EXFY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:17.884272] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EXFY.txt
[2025-11-27T19:48:17.884448] [INFO ] [sig       ] [1195/3661] Completed EXFY in 0.3s | 3.00 sym/s | Total: 6.6m | ETA: 13.7m
[2025-11-27T19:48:17.884503] [INFO ] [sig       ] [1196/3661] Forecasting EXG...
[2025-11-27T19:48:17.884558] [INFO ] [sig       ] Generating forecast for: EXG
[2025-11-27T19:48:17.884641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-11-27T19:48:17.895089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-11-27T19:48:17.895429] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-11-27T19:48:17.896244] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-11-27T19:48:17.896307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:17.896348] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:17.896382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:17.896443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:17.951296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:17.952193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:17.952288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:17.952332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:18.072789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:18.072964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:18.073015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:18.073055] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:18.076247] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-11-27T19:48:18.076520] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-11-27T19:48:18.076672] [INFO ] [sig       ] EXG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:18.210010] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EXG.txt
[2025-11-27T19:48:18.210143] [INFO ] [sig       ] [1196/3661] Completed EXG in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:18.210193] [INFO ] [sig       ] [1197/3661] Forecasting EXK...
[2025-11-27T19:48:18.210233] [INFO ] [sig       ] Generating forecast for: EXK
[2025-11-27T19:48:18.210292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-11-27T19:48:18.221096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-11-27T19:48:18.221382] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-11-27T19:48:18.222177] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-11-27T19:48:18.222249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:18.222292] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:18.222330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:18.222397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:18.277422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:18.278016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:18.278102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:18.278165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:18.392395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:18.392562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:18.392626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:18.392669] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:18.395895] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-11-27T19:48:18.396166] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-11-27T19:48:18.396298] [INFO ] [sig       ] EXK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:18.532806] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EXK.txt
[2025-11-27T19:48:18.532946] [INFO ] [sig       ] [1197/3661] Completed EXK in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:18.532991] [INFO ] [sig       ] [1198/3661] Forecasting EXLS...
[2025-11-27T19:48:18.533032] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-11-27T19:48:18.533067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-11-27T19:48:18.546464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-11-27T19:48:18.546847] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-11-27T19:48:18.547648] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-11-27T19:48:18.547711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:18.547753] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:18.547788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:18.547850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:18.602787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:18.603395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:18.603490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:18.603530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:18.725281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:18.725462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:18.725511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:18.725549] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:18.729064] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-11-27T19:48:18.729341] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-11-27T19:48:18.729476] [INFO ] [sig       ] EXLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:18.863031] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EXLS.txt
[2025-11-27T19:48:18.863191] [INFO ] [sig       ] [1198/3661] Completed EXLS in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:18.863245] [INFO ] [sig       ] [1199/3661] Forecasting EXP...
[2025-11-27T19:48:18.863294] [INFO ] [sig       ] Generating forecast for: EXP
[2025-11-27T19:48:18.863331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-11-27T19:48:18.874724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-11-27T19:48:18.875176] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-11-27T19:48:18.876029] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-11-27T19:48:18.876093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:18.876145] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:18.876192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:18.876275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:18.936884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:18.937857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:18.937956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:18.938010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:19.060184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:19.060367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:19.060418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:19.060457] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:19.064057] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-11-27T19:48:19.064351] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-11-27T19:48:19.064503] [INFO ] [sig       ] EXP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:19.205734] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EXP.txt
[2025-11-27T19:48:19.205931] [INFO ] [sig       ] [1199/3661] Completed EXP in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:19.206005] [INFO ] [sig       ] [1200/3661] Forecasting EXPD...
[2025-11-27T19:48:19.206051] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-11-27T19:48:19.206150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-11-27T19:48:19.218222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-11-27T19:48:19.218648] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-11-27T19:48:19.219513] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-11-27T19:48:19.219599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:19.219654] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:19.219702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:19.219787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:19.277641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:19.278457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:19.278554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:19.278618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:19.401965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:19.402133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:19.402196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:19.402262] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:19.405599] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-11-27T19:48:19.405893] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-11-27T19:48:19.406041] [INFO ] [sig       ] EXPD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:19.546844] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EXPD.txt
[2025-11-27T19:48:19.547018] [INFO ] [sig       ] [1200/3661] Completed EXPD in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:19.547114] [INFO ] [sig       ] [1201/3661] Forecasting EXPE...
[2025-11-27T19:48:19.547166] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-11-27T19:48:19.547214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-11-27T19:48:19.558910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-11-27T19:48:19.559321] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-11-27T19:48:19.560181] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-11-27T19:48:19.560246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:19.560299] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:19.560346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:19.560416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:19.617758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:19.618631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:19.618727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:19.618773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:19.745056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:19.745236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:19.745291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:19.745348] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:19.749012] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2025-11-27T19:48:19.749320] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-11-27T19:48:19.749477] [INFO ] [sig       ] EXPE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:19.890739] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EXPE.txt
[2025-11-27T19:48:19.890910] [INFO ] [sig       ] [1201/3661] Completed EXPE in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:19.890979] [INFO ] [sig       ] [1202/3661] Forecasting EXPI...
[2025-11-27T19:48:19.891052] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-11-27T19:48:19.891100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-11-27T19:48:19.902408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-11-27T19:48:19.902787] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-11-27T19:48:19.903593] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-11-27T19:48:19.903656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:19.903699] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:19.903735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:19.903811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:19.958021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:19.961547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:19.961662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:19.961716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:20.077061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:20.077232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:20.077279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:20.077317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:20.080628] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=84.07%)
[2025-11-27T19:48:20.080936] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-11-27T19:48:20.081070] [INFO ] [sig       ] EXPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:20.219468] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/EXPI.txt
[2025-11-27T19:48:20.219675] [INFO ] [sig       ] [1202/3661] Completed EXPI in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:20.219728] [INFO ] [sig       ] [1203/3661] Forecasting EXPO...
[2025-11-27T19:48:20.219781] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-11-27T19:48:20.219880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-11-27T19:48:20.231356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-11-27T19:48:20.231750] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-11-27T19:48:20.232546] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-11-27T19:48:20.232636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:20.232681] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:20.232719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:20.232787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:20.288471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:20.289446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:20.289539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:20.289600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:20.406060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:20.406226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:20.406275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:20.406313] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:20.409626] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-11-27T19:48:20.409900] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-11-27T19:48:20.410034] [INFO ] [sig       ] EXPO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:20.545079] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EXPO.txt
[2025-11-27T19:48:20.545232] [INFO ] [sig       ] [1203/3661] Completed EXPO in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:20.545282] [INFO ] [sig       ] [1204/3661] Forecasting EYE...
[2025-11-27T19:48:20.545324] [INFO ] [sig       ] Generating forecast for: EYE
[2025-11-27T19:48:20.545378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-11-27T19:48:20.556448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-11-27T19:48:20.556753] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-11-27T19:48:20.557519] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-11-27T19:48:20.557606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:20.557652] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:20.557688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:20.557752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:20.615848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:20.616437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:20.616525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:20.616561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:20.734407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:20.734559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:20.734657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:20.734706] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:20.737914] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-11-27T19:48:20.738195] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-11-27T19:48:20.738325] [INFO ] [sig       ] EYE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:20.873504] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EYE.txt
[2025-11-27T19:48:20.873645] [INFO ] [sig       ] [1204/3661] Completed EYE in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:20.873695] [INFO ] [sig       ] [1205/3661] Forecasting EZGO...
[2025-11-27T19:48:20.873733] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-11-27T19:48:20.873790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-11-27T19:48:20.884435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-11-27T19:48:20.884743] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-11-27T19:48:20.885495] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-11-27T19:48:20.885558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:20.885627] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:20.885664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:20.885729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:20.948650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:20.949241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:20.949327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:20.949367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:21.060113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:21.060236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:21.060274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:21.060312] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:21.063372] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-11-27T19:48:21.063660] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-11-27T19:48:21.063792] [INFO ] [sig       ] EZGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:21.200027] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/EZGO.txt
[2025-11-27T19:48:21.200145] [INFO ] [sig       ] [1205/3661] Completed EZGO in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:21.200192] [INFO ] [sig       ] [1206/3661] Forecasting F...
[2025-11-27T19:48:21.200228] [INFO ] [sig       ] Generating forecast for: F
[2025-11-27T19:48:21.200267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-11-27T19:48:21.210623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-11-27T19:48:21.210874] [INFO ] [FORECASTER] Starting predict_future for F
[2025-11-27T19:48:21.211635] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-11-27T19:48:21.211696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:21.211732] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:21.211770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:21.211833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:21.266725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:21.267304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:21.267388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:21.267435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:21.402539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:21.402731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:21.402781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:21.402818] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:21.406029] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-11-27T19:48:21.406298] [INFO ] [FORECASTER] Completed predict_future for F
[2025-11-27T19:48:21.406428] [INFO ] [sig       ] F: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:21.544916] [INFO ] [LOCAL     ] Saved forecast: F	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/F.txt
[2025-11-27T19:48:21.545069] [INFO ] [sig       ] [1206/3661] Completed F in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:21.545118] [INFO ] [sig       ] [1207/3661] Forecasting FA...
[2025-11-27T19:48:21.545153] [INFO ] [sig       ] Generating forecast for: FA
[2025-11-27T19:48:21.545208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-11-27T19:48:21.555978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-11-27T19:48:21.556245] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-11-27T19:48:21.557006] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-11-27T19:48:21.557069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:21.557105] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:21.557144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:21.557208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:21.612396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:21.613020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:21.613106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:21.613150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:21.735637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:21.735840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:21.735898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:21.735939] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:21.739566] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-11-27T19:48:21.739901] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-11-27T19:48:21.740049] [INFO ] [sig       ] FA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:21.885959] [INFO ] [LOCAL     ] Saved forecast: FA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FA.txt
[2025-11-27T19:48:21.886134] [INFO ] [sig       ] [1207/3661] Completed FA in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.7m
[2025-11-27T19:48:21.886195] [INFO ] [sig       ] [1208/3661] Forecasting FAF...
[2025-11-27T19:48:21.886256] [INFO ] [sig       ] Generating forecast for: FAF
[2025-11-27T19:48:21.886292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-11-27T19:48:21.898446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-11-27T19:48:21.898802] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-11-27T19:48:21.899640] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-11-27T19:48:21.899701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:21.899754] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:21.899793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:21.899858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:21.954337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:21.955131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:21.955225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:21.955263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:22.071800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:22.071987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:22.072036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:22.072076] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:22.075427] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-11-27T19:48:22.075725] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-11-27T19:48:22.075860] [INFO ] [sig       ] FAF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:22.213269] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FAF.txt
[2025-11-27T19:48:22.213453] [INFO ] [sig       ] [1208/3661] Completed FAF in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.6m
[2025-11-27T19:48:22.213512] [INFO ] [sig       ] [1209/3661] Forecasting FALN...
[2025-11-27T19:48:22.213554] [INFO ] [sig       ] Generating forecast for: FALN
[2025-11-27T19:48:22.213624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-11-27T19:48:22.224927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-11-27T19:48:22.225256] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-11-27T19:48:22.226090] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-11-27T19:48:22.226155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:22.226199] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:22.226238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:22.226305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:22.284286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:22.285067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:22.285158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:22.285197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:22.412917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:22.413111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:22.413171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:22.413212] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:22.416841] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2025-11-27T19:48:22.417190] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-11-27T19:48:22.417374] [INFO ] [sig       ] FALN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:22.556085] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FALN.txt
[2025-11-27T19:48:22.556258] [INFO ] [sig       ] [1209/3661] Completed FALN in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.6m
[2025-11-27T19:48:22.556308] [INFO ] [sig       ] [1210/3661] Forecasting FANG...
[2025-11-27T19:48:22.556343] [INFO ] [sig       ] Generating forecast for: FANG
[2025-11-27T19:48:22.556382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-11-27T19:48:22.568265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-11-27T19:48:22.568654] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-11-27T19:48:22.569475] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-11-27T19:48:22.569542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:22.569617] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:22.569684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:22.569842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:22.625460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:22.626124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:22.626213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:22.626266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:22.745496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:22.745703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:22.745780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:22.745836] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:22.749201] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-11-27T19:48:22.749515] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-11-27T19:48:22.749701] [INFO ] [sig       ] FANG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:22.889224] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FANG.txt
[2025-11-27T19:48:22.889428] [INFO ] [sig       ] [1210/3661] Completed FANG in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.6m
[2025-11-27T19:48:22.889496] [INFO ] [sig       ] [1211/3661] Forecasting FARM...
[2025-11-27T19:48:22.889550] [INFO ] [sig       ] Generating forecast for: FARM
[2025-11-27T19:48:22.889642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-11-27T19:48:22.900736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-11-27T19:48:22.901167] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-11-27T19:48:22.902064] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-11-27T19:48:22.902132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:22.902180] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:22.902229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:22.902317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:22.957665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:22.958447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:22.958538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:22.958615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:23.075944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:23.076115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:23.076165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:23.076204] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:23.079515] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=5.68%)
[2025-11-27T19:48:23.079811] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-11-27T19:48:23.079945] [INFO ] [sig       ] FARM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:23.215176] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FARM.txt
[2025-11-27T19:48:23.215321] [INFO ] [sig       ] [1211/3661] Completed FARM in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.6m
[2025-11-27T19:48:23.215372] [INFO ] [sig       ] [1212/3661] Forecasting FATBP...
[2025-11-27T19:48:23.215421] [INFO ] [sig       ] Generating forecast for: FATBP
[2025-11-27T19:48:23.215461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FATBP' from 'https://tdm.silogroup.org/data/derivative_storage/FATBP.csv'.
[2025-11-27T19:48:23.225878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FATBP'.
[2025-11-27T19:48:23.226175] [INFO ] [FORECASTER] Starting predict_future for FATBP
[2025-11-27T19:48:23.226952] [DEBUG] [LOCAL     ] No optimal features file found for FATBP: ./output/feature-sets/FATBP.txt
[2025-11-27T19:48:23.227015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:23.227057] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:23.227094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:23.227157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:23.282440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:23.283048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:23.283144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:23.283189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:23.390977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:23.391142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:23.391191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:23.391230] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:23.394435] [DEBUG] [FORECASTER] FATBP: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-11-27T19:48:23.394723] [INFO ] [FORECASTER] Completed predict_future for FATBP
[2025-11-27T19:48:23.394855] [INFO ] [sig       ] FATBP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:23.532085] [INFO ] [LOCAL     ] Saved forecast: FATBP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FATBP.txt
[2025-11-27T19:48:23.532233] [INFO ] [sig       ] [1212/3661] Completed FATBP in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.6m
[2025-11-27T19:48:23.532289] [INFO ] [sig       ] [1213/3661] Forecasting FBIN...
[2025-11-27T19:48:23.532329] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-11-27T19:48:23.532395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-11-27T19:48:23.543050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-11-27T19:48:23.543346] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-11-27T19:48:23.544153] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-11-27T19:48:23.544215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:23.544256] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:23.544293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:23.544356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:23.599339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:23.599967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:23.600061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:23.600100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:23.720088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:23.720264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:23.720314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:23.720353] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:23.723539] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-11-27T19:48:23.723826] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-11-27T19:48:23.723957] [INFO ] [sig       ] FBIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:23.861858] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FBIN.txt
[2025-11-27T19:48:23.862006] [INFO ] [sig       ] [1213/3661] Completed FBIN in 0.3s | 3.00 sym/s | Total: 6.7m | ETA: 13.6m
[2025-11-27T19:48:23.862062] [INFO ] [sig       ] [1214/3661] Forecasting FBIO...
[2025-11-27T19:48:23.862101] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-11-27T19:48:23.862140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-11-27T19:48:23.872899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-11-27T19:48:23.873174] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-11-27T19:48:23.873942] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-11-27T19:48:23.874004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:23.874045] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:23.874080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:23.874146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:23.929808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:23.930641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:23.930731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:23.930774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:24.048367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:24.048521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:24.048565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:24.048631] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:24.051793] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-11-27T19:48:24.052065] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-11-27T19:48:24.052194] [INFO ] [sig       ] FBIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:24.190266] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FBIO.txt
[2025-11-27T19:48:24.190401] [INFO ] [sig       ] [1214/3661] Completed FBIO in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:24.190449] [INFO ] [sig       ] [1215/3661] Forecasting FBIZ...
[2025-11-27T19:48:24.190486] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-11-27T19:48:24.190524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-11-27T19:48:24.201275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-11-27T19:48:24.201626] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-11-27T19:48:24.202383] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-11-27T19:48:24.202447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:24.202488] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:24.202524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:24.202604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:24.257701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:24.258315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:24.258412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:24.258457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:24.374543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:24.374699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:24.374745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:24.374801] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:24.377962] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2025-11-27T19:48:24.381091] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-11-27T19:48:24.381254] [INFO ] [sig       ] FBIZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:24.515807] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FBIZ.txt
[2025-11-27T19:48:24.515941] [INFO ] [sig       ] [1215/3661] Completed FBIZ in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:24.515990] [INFO ] [sig       ] [1216/3661] Forecasting FBK...
[2025-11-27T19:48:24.516031] [INFO ] [sig       ] Generating forecast for: FBK
[2025-11-27T19:48:24.516068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-11-27T19:48:24.527832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-11-27T19:48:24.528245] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-11-27T19:48:24.529133] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-11-27T19:48:24.529200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:24.529258] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:24.529322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:24.529462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:24.584993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:24.585722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:24.585812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:24.585853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:24.705380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:24.705533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:24.705612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:24.705663] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:24.709025] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-11-27T19:48:24.709322] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-11-27T19:48:24.709473] [INFO ] [sig       ] FBK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:24.848862] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FBK.txt
[2025-11-27T19:48:24.849074] [INFO ] [sig       ] [1216/3661] Completed FBK in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:24.849157] [INFO ] [sig       ] [1217/3661] Forecasting FBL...
[2025-11-27T19:48:24.849213] [INFO ] [sig       ] Generating forecast for: FBL
[2025-11-27T19:48:24.849288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-11-27T19:48:24.860028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-11-27T19:48:24.860390] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-11-27T19:48:24.861206] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-11-27T19:48:24.861273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:24.861332] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:24.861392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:24.861496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:24.918196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:24.919081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:24.919189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:24.919270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:25.038993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:25.039176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:25.039242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:25.039300] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:25.042564] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=41.84%)
[2025-11-27T19:48:25.042879] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-11-27T19:48:25.043034] [INFO ] [sig       ] FBL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:25.178069] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FBL.txt
[2025-11-27T19:48:25.178253] [INFO ] [sig       ] [1217/3661] Completed FBL in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:25.178312] [INFO ] [sig       ] [1218/3661] Forecasting FBNC...
[2025-11-27T19:48:25.178355] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-11-27T19:48:25.178432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-11-27T19:48:25.189127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-11-27T19:48:25.189443] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-11-27T19:48:25.190314] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-11-27T19:48:25.190384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:25.190447] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:25.190520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:25.190653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:25.247634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:25.248314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:25.248420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:25.248489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:25.366536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:25.366740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:25.366805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:25.366877] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:25.370359] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2025-11-27T19:48:25.370711] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-11-27T19:48:25.370885] [INFO ] [sig       ] FBNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:25.506612] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FBNC.txt
[2025-11-27T19:48:25.506783] [INFO ] [sig       ] [1218/3661] Completed FBNC in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:25.506851] [INFO ] [sig       ] [1219/3661] Forecasting FBP...
[2025-11-27T19:48:25.506901] [INFO ] [sig       ] Generating forecast for: FBP
[2025-11-27T19:48:25.506945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-11-27T19:48:25.517933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-11-27T19:48:25.518269] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-11-27T19:48:25.519135] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-11-27T19:48:25.519204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:25.519266] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:25.519317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:25.519411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:25.576704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:25.577381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:25.577474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:25.577528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:25.701087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:25.701291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:25.701363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:25.701417] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:25.704961] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2025-11-27T19:48:25.705291] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-11-27T19:48:25.705449] [INFO ] [sig       ] FBP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:25.842545] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FBP.txt
[2025-11-27T19:48:25.842760] [INFO ] [sig       ] [1219/3661] Completed FBP in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:25.842848] [INFO ] [sig       ] [1220/3661] Forecasting FC...
[2025-11-27T19:48:25.842903] [INFO ] [sig       ] Generating forecast for: FC
[2025-11-27T19:48:25.842990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-11-27T19:48:25.854176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-11-27T19:48:25.854481] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-11-27T19:48:25.855330] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-11-27T19:48:25.855404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:25.855477] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:25.855547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:25.855641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:25.912510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:25.913134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:25.913220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:25.913257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:26.039842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:26.040030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:26.040082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:26.040119] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:26.043419] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-11-27T19:48:26.043736] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-11-27T19:48:26.043884] [INFO ] [sig       ] FC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:26.181761] [INFO ] [LOCAL     ] Saved forecast: FC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FC.txt
[2025-11-27T19:48:26.181948] [INFO ] [sig       ] [1220/3661] Completed FC in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:26.182011] [INFO ] [sig       ] [1221/3661] Forecasting FCAL...
[2025-11-27T19:48:26.182064] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-11-27T19:48:26.182142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-11-27T19:48:26.193056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-11-27T19:48:26.193454] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-11-27T19:48:26.194313] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-11-27T19:48:26.194404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:26.194474] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:26.194527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:26.194632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:26.253985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:26.255084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:26.255176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:26.255223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:26.362389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:26.362562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:26.362640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:26.362692] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:26.366014] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-11-27T19:48:26.366325] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-11-27T19:48:26.366483] [INFO ] [sig       ] FCAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:26.505123] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FCAL.txt
[2025-11-27T19:48:26.505311] [INFO ] [sig       ] [1221/3661] Completed FCAL in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:26.505376] [INFO ] [sig       ] [1222/3661] Forecasting FCBC...
[2025-11-27T19:48:26.505456] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-11-27T19:48:26.505500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-11-27T19:48:26.516284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-11-27T19:48:26.516627] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-11-27T19:48:26.517559] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-11-27T19:48:26.517655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:26.517715] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:26.517767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:26.517855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:26.574133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:26.574846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:26.574949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:26.575009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:26.694535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:26.694713] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:48:26.694777] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:26.694834] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:26.698166] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=62.20%)
[2025-11-27T19:48:26.698473] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-11-27T19:48:26.698644] [INFO ] [sig       ] FCBC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:26.838765] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FCBC.txt
[2025-11-27T19:48:26.838957] [INFO ] [sig       ] [1222/3661] Completed FCBC in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:26.839007] [INFO ] [sig       ] [1223/3661] Forecasting FCCO...
[2025-11-27T19:48:26.839047] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-11-27T19:48:26.839111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-11-27T19:48:26.849837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-11-27T19:48:26.850123] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-11-27T19:48:26.850908] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-11-27T19:48:26.850969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:26.851010] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:26.851042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:26.851107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:26.908744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:26.909443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:26.909535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:26.909595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:27.033639] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:27.033821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:27.033870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:27.033903] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:27.037230] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-11-27T19:48:27.037520] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-11-27T19:48:27.037672] [INFO ] [sig       ] FCCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:27.178004] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FCCO.txt
[2025-11-27T19:48:27.178180] [INFO ] [sig       ] [1223/3661] Completed FCCO in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:27.178235] [INFO ] [sig       ] [1224/3661] Forecasting FCEL...
[2025-11-27T19:48:27.178276] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-11-27T19:48:27.178334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-11-27T19:48:27.189227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-11-27T19:48:27.189536] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-11-27T19:48:27.190337] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-11-27T19:48:27.190399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:27.190441] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:27.190479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:27.190545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:27.247906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:27.248906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:27.248998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:27.249046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:27.365004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:27.365167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:27.365217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:27.365257] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:27.371342] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-11-27T19:48:27.371654] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-11-27T19:48:27.371789] [INFO ] [sig       ] FCEL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:27.511015] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FCEL.txt
[2025-11-27T19:48:27.511179] [INFO ] [sig       ] [1224/3661] Completed FCEL in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:27.511228] [INFO ] [sig       ] [1225/3661] Forecasting FCF...
[2025-11-27T19:48:27.511265] [INFO ] [sig       ] Generating forecast for: FCF
[2025-11-27T19:48:27.511305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-11-27T19:48:27.523067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-11-27T19:48:27.523381] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-11-27T19:48:27.524170] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-11-27T19:48:27.524242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:27.524284] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:27.524317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:27.524380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:27.590860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:27.591749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:27.591851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:27.591908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:27.711497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:27.711806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:27.711861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:27.711922] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:27.715238] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-11-27T19:48:27.715530] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-11-27T19:48:27.715700] [INFO ] [sig       ] FCF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:27.852056] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FCF.txt
[2025-11-27T19:48:27.852236] [INFO ] [sig       ] [1225/3661] Completed FCF in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.6m
[2025-11-27T19:48:27.852286] [INFO ] [sig       ] [1226/3661] Forecasting FCFS...
[2025-11-27T19:48:27.852325] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-11-27T19:48:27.852357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-11-27T19:48:27.863516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-11-27T19:48:27.863859] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-11-27T19:48:27.864651] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-11-27T19:48:27.864714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:27.864764] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:27.864812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:27.864879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:27.919382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:27.920205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:27.920295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:27.920349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:28.036800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:28.036977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:28.037036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:28.037076] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:28.040410] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-11-27T19:48:28.040707] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-11-27T19:48:28.040842] [INFO ] [sig       ] FCFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:28.180680] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FCFS.txt
[2025-11-27T19:48:28.180860] [INFO ] [sig       ] [1226/3661] Completed FCFS in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.5m
[2025-11-27T19:48:28.180922] [INFO ] [sig       ] [1227/3661] Forecasting FCN...
[2025-11-27T19:48:28.180986] [INFO ] [sig       ] Generating forecast for: FCN
[2025-11-27T19:48:28.181025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-11-27T19:48:28.191887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-11-27T19:48:28.192193] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-11-27T19:48:28.193026] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-11-27T19:48:28.193090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:28.193135] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:28.193189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:28.193304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:28.249900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:28.250599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:28.250686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:28.250747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:28.367470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:28.367655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:28.367706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:28.367744] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:28.371042] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-11-27T19:48:28.371324] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-11-27T19:48:28.371465] [INFO ] [sig       ] FCN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:28.509624] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FCN.txt
[2025-11-27T19:48:28.509776] [INFO ] [sig       ] [1227/3661] Completed FCN in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.5m
[2025-11-27T19:48:28.509824] [INFO ] [sig       ] [1228/3661] Forecasting FCNCA...
[2025-11-27T19:48:28.509859] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-11-27T19:48:28.509898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-11-27T19:48:28.520919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-11-27T19:48:28.521231] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-11-27T19:48:28.522008] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-11-27T19:48:28.522071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:28.522111] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:28.522147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:28.522210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:28.576823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:28.577604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:28.577698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:28.577745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:28.693138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:28.693327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:28.693378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:28.693416] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:28.696634] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=87.89%)
[2025-11-27T19:48:28.696909] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-11-27T19:48:28.697042] [INFO ] [sig       ] FCNCA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:28.835999] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FCNCA.txt
[2025-11-27T19:48:28.836160] [INFO ] [sig       ] [1228/3661] Completed FCNCA in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.5m
[2025-11-27T19:48:28.836210] [INFO ] [sig       ] [1229/3661] Forecasting FCNCO...
[2025-11-27T19:48:28.836249] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-11-27T19:48:28.836288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-11-27T19:48:28.847224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-11-27T19:48:28.847556] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-11-27T19:48:28.848408] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-11-27T19:48:28.848472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:28.848514] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:28.848552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:28.848635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:28.903995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:28.904719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:28.904807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:28.904850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:29.001655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:29.001821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:29.001870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:29.001909] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:29.005123] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-11-27T19:48:29.005393] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-11-27T19:48:29.005525] [INFO ] [sig       ] FCNCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:29.142305] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FCNCO.txt
[2025-11-27T19:48:29.142470] [INFO ] [sig       ] [1229/3661] Completed FCNCO in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.5m
[2025-11-27T19:48:29.142520] [INFO ] [sig       ] [1230/3661] Forecasting FCNCP...
[2025-11-27T19:48:29.142562] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-11-27T19:48:29.142620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-11-27T19:48:29.154112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-11-27T19:48:29.154500] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-11-27T19:48:29.155332] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-11-27T19:48:29.155405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:29.155461] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:29.155512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:29.155619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:29.211016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:29.211959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:29.212063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:29.212119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:29.310152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:29.310334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:29.310397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:29.310448] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:29.313752] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-11-27T19:48:29.314041] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-11-27T19:48:29.314189] [INFO ] [sig       ] FCNCP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:29.449024] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FCNCP.txt
[2025-11-27T19:48:29.449201] [INFO ] [sig       ] [1230/3661] Completed FCNCP in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.5m
[2025-11-27T19:48:29.449268] [INFO ] [sig       ] [1231/3661] Forecasting FCTE...
[2025-11-27T19:48:29.449321] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-11-27T19:48:29.449371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-11-27T19:48:29.460040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-11-27T19:48:29.460411] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-11-27T19:48:29.461227] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-11-27T19:48:29.461299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:29.461355] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:29.461409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:29.461487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:29.516997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:29.517858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:29.517962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:29.518019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:29.640262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:29.640437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:29.640489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:29.640529] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:29.643930] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=69.83%)
[2025-11-27T19:48:29.644215] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-11-27T19:48:29.644354] [INFO ] [sig       ] FCTE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:29.780301] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FCTE.txt
[2025-11-27T19:48:29.780516] [INFO ] [sig       ] [1231/3661] Completed FCTE in 0.3s | 3.00 sym/s | Total: 6.8m | ETA: 13.5m
[2025-11-27T19:48:29.780591] [INFO ] [sig       ] [1232/3661] Forecasting FCX...
[2025-11-27T19:48:29.780637] [INFO ] [sig       ] Generating forecast for: FCX
[2025-11-27T19:48:29.780704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-11-27T19:48:29.791535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-11-27T19:48:29.792076] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-11-27T19:48:29.792880] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-11-27T19:48:29.792953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:29.792996] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:29.793034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:29.793097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:29.848072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:29.848961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:29.849061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:29.849117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:29.975208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:29.975401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:29.975464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:29.975516] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:29.979163] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-11-27T19:48:29.979623] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-11-27T19:48:29.979797] [INFO ] [sig       ] FCX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:30.117566] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FCX.txt
[2025-11-27T19:48:30.117746] [INFO ] [sig       ] [1232/3661] Completed FCX in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:30.117810] [INFO ] [sig       ] [1233/3661] Forecasting FDBC...
[2025-11-27T19:48:30.117867] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-11-27T19:48:30.117941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-11-27T19:48:30.127048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-11-27T19:48:30.127298] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-11-27T19:48:30.128139] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-11-27T19:48:30.128209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:30.128267] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:30.128324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:30.128417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:30.183455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:30.184109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:30.184199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:30.184253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:30.279375] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:30.279537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:30.279627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:30.279684] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:30.282954] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=34.48%)
[2025-11-27T19:48:30.283250] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-11-27T19:48:30.283411] [INFO ] [sig       ] FDBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:30.419952] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FDBC.txt
[2025-11-27T19:48:30.420158] [INFO ] [sig       ] [1233/3661] Completed FDBC in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:30.420215] [INFO ] [sig       ] [1234/3661] Forecasting FDIF...
[2025-11-27T19:48:30.420251] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-11-27T19:48:30.420328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-11-27T19:48:30.431077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-11-27T19:48:30.431440] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-11-27T19:48:30.432265] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-11-27T19:48:30.432333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:30.432394] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:30.432451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:30.432550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:30.488562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:30.489319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:30.489423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:30.489488] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:30.596663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:30.596802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:30.596850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:30.596888] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:30.600063] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-11-27T19:48:30.600347] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-11-27T19:48:30.600494] [INFO ] [sig       ] FDIF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:30.739342] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FDIF.txt
[2025-11-27T19:48:30.739557] [INFO ] [sig       ] [1234/3661] Completed FDIF in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:30.739630] [INFO ] [sig       ] [1235/3661] Forecasting FDIG...
[2025-11-27T19:48:30.739669] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-11-27T19:48:30.739743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-11-27T19:48:30.750751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-11-27T19:48:30.751136] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-11-27T19:48:30.751987] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-11-27T19:48:30.752053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:30.752098] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:30.752138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:30.752206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:30.808170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:30.809020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:30.809123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:30.809166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:30.927379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:30.927554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:30.927627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:30.927668] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:30.931320] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-11-27T19:48:30.931626] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-11-27T19:48:30.931774] [INFO ] [sig       ] FDIG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:31.066986] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FDIG.txt
[2025-11-27T19:48:31.067132] [INFO ] [sig       ] [1235/3661] Completed FDIG in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:31.067182] [INFO ] [sig       ] [1236/3661] Forecasting FDP...
[2025-11-27T19:48:31.067223] [INFO ] [sig       ] Generating forecast for: FDP
[2025-11-27T19:48:31.067264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-11-27T19:48:31.078860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-11-27T19:48:31.079140] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-11-27T19:48:31.079921] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-11-27T19:48:31.079984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:31.080026] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:31.080063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:31.080126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:31.134080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:31.134685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:31.134771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:31.134813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:31.256377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:31.256511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:31.256556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:31.256611] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:31.259710] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2025-11-27T19:48:31.259981] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-11-27T19:48:31.260109] [INFO ] [sig       ] FDP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:31.392842] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FDP.txt
[2025-11-27T19:48:31.392980] [INFO ] [sig       ] [1236/3661] Completed FDP in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:31.393028] [INFO ] [sig       ] [1237/3661] Forecasting FDS...
[2025-11-27T19:48:31.393064] [INFO ] [sig       ] Generating forecast for: FDS
[2025-11-27T19:48:31.393099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-11-27T19:48:31.403156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-11-27T19:48:31.403445] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-11-27T19:48:31.404214] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-11-27T19:48:31.404276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:31.404317] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:31.404353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:31.404419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:31.459160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:31.459767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:31.459852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:31.459895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:31.577142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:31.577299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:31.577347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:31.577386] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:31.580596] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-11-27T19:48:31.580883] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-11-27T19:48:31.581011] [INFO ] [sig       ] FDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:31.716179] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FDS.txt
[2025-11-27T19:48:31.716314] [INFO ] [sig       ] [1237/3661] Completed FDS in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:31.716363] [INFO ] [sig       ] [1238/3661] Forecasting FDTX...
[2025-11-27T19:48:31.716399] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-11-27T19:48:31.716440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-11-27T19:48:31.727252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-11-27T19:48:31.727625] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-11-27T19:48:31.728468] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-11-27T19:48:31.728531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:31.728590] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:31.728626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:31.728688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:31.789270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:31.789930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:31.790014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:31.790050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:31.906947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:31.907087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:31.907127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:31.907165] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:31.910333] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2025-11-27T19:48:31.910620] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-11-27T19:48:31.910749] [INFO ] [sig       ] FDTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:32.045287] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FDTX.txt
[2025-11-27T19:48:32.045414] [INFO ] [sig       ] [1238/3661] Completed FDTX in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:32.045463] [INFO ] [sig       ] [1239/3661] Forecasting FDUS...
[2025-11-27T19:48:32.045500] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-11-27T19:48:32.045532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-11-27T19:48:32.056489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-11-27T19:48:32.056799] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-11-27T19:48:32.057546] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-11-27T19:48:32.057635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:32.057677] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:32.057713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:32.057777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:32.112181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:32.112796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:32.112883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:32.112925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:32.230498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:32.230663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:32.230728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:32.230767] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:32.233919] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-11-27T19:48:32.234185] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-11-27T19:48:32.234319] [INFO ] [sig       ] FDUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:32.371841] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FDUS.txt
[2025-11-27T19:48:32.371974] [INFO ] [sig       ] [1239/3661] Completed FDUS in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:32.372021] [INFO ] [sig       ] [1240/3661] Forecasting FDX...
[2025-11-27T19:48:32.372059] [INFO ] [sig       ] Generating forecast for: FDX
[2025-11-27T19:48:32.372094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-11-27T19:48:32.383744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-11-27T19:48:32.384081] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-11-27T19:48:32.384899] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-11-27T19:48:32.384960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:32.385001] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:32.385038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:32.385102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:32.439952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:32.440558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:32.440662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:32.440700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:32.568447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:32.568632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:32.568682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:32.568719] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:32.571999] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=86.67%)
[2025-11-27T19:48:32.572272] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-11-27T19:48:32.572407] [INFO ] [sig       ] FDX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:32.708675] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FDX.txt
[2025-11-27T19:48:32.708872] [INFO ] [sig       ] [1240/3661] Completed FDX in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:32.708922] [INFO ] [sig       ] [1241/3661] Forecasting FE...
[2025-11-27T19:48:32.708979] [INFO ] [sig       ] Generating forecast for: FE
[2025-11-27T19:48:32.709013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-11-27T19:48:32.720416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-11-27T19:48:32.720752] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-11-27T19:48:32.721513] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-11-27T19:48:32.721593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:32.721635] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:32.721670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:32.721733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:32.775820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:32.776449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:32.776535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:32.776591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:32.892174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:32.892317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:32.892363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:32.892399] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:32.895602] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-11-27T19:48:32.895873] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-11-27T19:48:32.896015] [INFO ] [sig       ] FE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:33.029225] [INFO ] [LOCAL     ] Saved forecast: FE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FE.txt
[2025-11-27T19:48:33.029354] [INFO ] [sig       ] [1241/3661] Completed FE in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:33.029408] [INFO ] [sig       ] [1242/3661] Forecasting FEIM...
[2025-11-27T19:48:33.029442] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-11-27T19:48:33.029481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-11-27T19:48:33.041268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-11-27T19:48:33.041766] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-11-27T19:48:33.042636] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-11-27T19:48:33.042699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:33.042752] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:33.042807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:33.042904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:33.101244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:33.102143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:33.102251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:33.102314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:33.219768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:33.220069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:33.220136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:33.220191] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:33.223754] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=79.14%)
[2025-11-27T19:48:33.224093] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-11-27T19:48:33.224266] [INFO ] [sig       ] FEIM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:33.360870] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FEIM.txt
[2025-11-27T19:48:33.361037] [INFO ] [sig       ] [1242/3661] Completed FEIM in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.5m
[2025-11-27T19:48:33.361102] [INFO ] [sig       ] [1243/3661] Forecasting FELE...
[2025-11-27T19:48:33.361177] [INFO ] [sig       ] Generating forecast for: FELE
[2025-11-27T19:48:33.361235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-11-27T19:48:33.372682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-11-27T19:48:33.373032] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-11-27T19:48:33.373855] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-11-27T19:48:33.373918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:33.373977] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:33.374019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:33.374084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:33.429031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:33.429734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:33.429821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:33.429864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:33.547485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:33.547679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:33.547729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:33.547775] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:33.551145] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2025-11-27T19:48:33.551427] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-11-27T19:48:33.551560] [INFO ] [sig       ] FELE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:33.685652] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FELE.txt
[2025-11-27T19:48:33.685801] [INFO ] [sig       ] [1243/3661] Completed FELE in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.4m
[2025-11-27T19:48:33.685852] [INFO ] [sig       ] [1244/3661] Forecasting FEM...
[2025-11-27T19:48:33.685887] [INFO ] [sig       ] Generating forecast for: FEM
[2025-11-27T19:48:33.685940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-11-27T19:48:33.696935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-11-27T19:48:33.697259] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-11-27T19:48:33.698034] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-11-27T19:48:33.698096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:33.698161] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:33.698197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:33.698259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:33.753232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:33.753880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:33.753983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:33.754038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:33.870202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:33.870366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:33.870413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:33.870451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:33.873666] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-11-27T19:48:33.873977] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-11-27T19:48:33.874112] [INFO ] [sig       ] FEM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:34.009511] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FEM.txt
[2025-11-27T19:48:34.009680] [INFO ] [sig       ] [1244/3661] Completed FEM in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.4m
[2025-11-27T19:48:34.009730] [INFO ] [sig       ] [1245/3661] Forecasting FEMB...
[2025-11-27T19:48:34.009762] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-11-27T19:48:34.009815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-11-27T19:48:34.019712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-11-27T19:48:34.020028] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-11-27T19:48:34.020804] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-11-27T19:48:34.020876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:34.020927] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:34.020971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:34.021045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:34.081495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:34.082319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:34.082408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:34.082451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:34.201451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:34.201637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:34.201686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:34.201726] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:34.204952] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=87.52%)
[2025-11-27T19:48:34.205226] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-11-27T19:48:34.205356] [INFO ] [sig       ] FEMB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:34.341713] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FEMB.txt
[2025-11-27T19:48:34.341858] [INFO ] [sig       ] [1245/3661] Completed FEMB in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.4m
[2025-11-27T19:48:34.341915] [INFO ] [sig       ] [1246/3661] Forecasting FEMS...
[2025-11-27T19:48:34.341960] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-11-27T19:48:34.342006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-11-27T19:48:34.352763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-11-27T19:48:34.353046] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-11-27T19:48:34.353820] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-11-27T19:48:34.353892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:34.353943] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:34.353987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:34.354063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:34.408679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:34.409336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:34.409427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:34.409475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:34.526157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:34.526310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:34.526358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:34.526394] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:34.529584] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=48.50%)
[2025-11-27T19:48:34.529869] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-11-27T19:48:34.530027] [INFO ] [sig       ] FEMS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:34.669300] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FEMS.txt
[2025-11-27T19:48:34.669495] [INFO ] [sig       ] [1246/3661] Completed FEMS in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.4m
[2025-11-27T19:48:34.669587] [INFO ] [sig       ] [1247/3661] Forecasting FENC...
[2025-11-27T19:48:34.669675] [INFO ] [sig       ] Generating forecast for: FENC
[2025-11-27T19:48:34.669714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FENC' from 'https://tdm.silogroup.org/data/derivative_storage/FENC.csv'.
[2025-11-27T19:48:34.679960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FENC'.
[2025-11-27T19:48:34.680263] [INFO ] [FORECASTER] Starting predict_future for FENC
[2025-11-27T19:48:34.681044] [DEBUG] [LOCAL     ] No optimal features file found for FENC: ./output/feature-sets/FENC.txt
[2025-11-27T19:48:34.681106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:34.681146] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:34.681182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:34.681245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:34.736159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:34.736938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:34.737031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:34.737075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:34.855184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:34.855349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:34.855399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:34.855436] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:34.858692] [DEBUG] [FORECASTER] FENC: Forecast T+1@11:T+2@11: UP (p=66.95%)
[2025-11-27T19:48:34.858967] [INFO ] [FORECASTER] Completed predict_future for FENC
[2025-11-27T19:48:34.859096] [INFO ] [sig       ] FENC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:34.995120] [INFO ] [LOCAL     ] Saved forecast: FENC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FENC.txt
[2025-11-27T19:48:34.995292] [INFO ] [sig       ] [1247/3661] Completed FENC in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.4m
[2025-11-27T19:48:34.995341] [INFO ] [sig       ] [1248/3661] Forecasting FEP...
[2025-11-27T19:48:34.995387] [INFO ] [sig       ] Generating forecast for: FEP
[2025-11-27T19:48:34.995430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-11-27T19:48:35.006033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-11-27T19:48:35.006330] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-11-27T19:48:35.007104] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-11-27T19:48:35.007167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:35.007211] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:35.007246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:35.007312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:35.063353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:35.064238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:35.064328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:35.064371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:35.181348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:35.181477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:35.181522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:35.181556] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:35.184659] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=29.18%)
[2025-11-27T19:48:35.184928] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-11-27T19:48:35.185070] [INFO ] [sig       ] FEP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:35.324345] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FEP.txt
[2025-11-27T19:48:35.324474] [INFO ] [sig       ] [1248/3661] Completed FEP in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.4m
[2025-11-27T19:48:35.324522] [INFO ] [sig       ] [1249/3661] Forecasting FEPI...
[2025-11-27T19:48:35.324560] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-11-27T19:48:35.324617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-11-27T19:48:35.335040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-11-27T19:48:35.335313] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-11-27T19:48:35.336081] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-11-27T19:48:35.336144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:35.336185] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:35.336221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:35.336285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:35.391553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:35.392162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:35.392247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:35.392287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:35.510785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:35.510933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:35.510987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:35.511033] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:35.514217] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2025-11-27T19:48:35.514482] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-11-27T19:48:35.514627] [INFO ] [sig       ] FEPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:35.649817] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FEPI.txt
[2025-11-27T19:48:35.649971] [INFO ] [sig       ] [1249/3661] Completed FEPI in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.4m
[2025-11-27T19:48:35.650029] [INFO ] [sig       ] [1250/3661] Forecasting FERG...
[2025-11-27T19:48:35.650068] [INFO ] [sig       ] Generating forecast for: FERG
[2025-11-27T19:48:35.650106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-11-27T19:48:35.661180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-11-27T19:48:35.661461] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-11-27T19:48:35.662225] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-11-27T19:48:35.662287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:35.662323] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:35.662360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:35.662428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:35.717262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:35.718028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:35.718136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:35.718181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:35.844865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:35.845062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:35.845111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:35.845162] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:35.848502] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=70.18%)
[2025-11-27T19:48:35.848786] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-11-27T19:48:35.848927] [INFO ] [sig       ] FERG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:35.983228] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FERG.txt
[2025-11-27T19:48:35.983356] [INFO ] [sig       ] [1250/3661] Completed FERG in 0.3s | 3.00 sym/s | Total: 6.9m | ETA: 13.4m
[2025-11-27T19:48:35.983405] [INFO ] [sig       ] [1251/3661] Forecasting FEX...
[2025-11-27T19:48:35.983443] [INFO ] [sig       ] Generating forecast for: FEX
[2025-11-27T19:48:35.983510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-11-27T19:48:35.994066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-11-27T19:48:35.994331] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-11-27T19:48:35.995099] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-11-27T19:48:35.995161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:35.995202] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:35.995238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:35.995303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:36.049903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:36.050483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:36.050569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:36.050625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:36.158826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:36.158978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:36.159033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:36.159073] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:36.162210] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-11-27T19:48:36.162478] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-11-27T19:48:36.162624] [INFO ] [sig       ] FEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:36.298668] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FEX.txt
[2025-11-27T19:48:36.298801] [INFO ] [sig       ] [1251/3661] Completed FEX in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:36.298850] [INFO ] [sig       ] [1252/3661] Forecasting FF...
[2025-11-27T19:48:36.298894] [INFO ] [sig       ] Generating forecast for: FF
[2025-11-27T19:48:36.298941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-11-27T19:48:36.312532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-11-27T19:48:36.312844] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-11-27T19:48:36.313632] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-11-27T19:48:36.313693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:36.313734] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:36.313769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:36.313831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:36.369075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:36.369695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:36.369779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:36.369834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:36.491143] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:36.491279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:36.491319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:36.491358] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:36.494512] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=17.87%)
[2025-11-27T19:48:36.494811] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-11-27T19:48:36.494940] [INFO ] [sig       ] FF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:36.639831] [INFO ] [LOCAL     ] Saved forecast: FF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FF.txt
[2025-11-27T19:48:36.640011] [INFO ] [sig       ] [1252/3661] Completed FF in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:36.640065] [INFO ] [sig       ] [1253/3661] Forecasting FFA...
[2025-11-27T19:48:36.640107] [INFO ] [sig       ] Generating forecast for: FFA
[2025-11-27T19:48:36.640163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-11-27T19:48:36.652014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-11-27T19:48:36.652347] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-11-27T19:48:36.653181] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-11-27T19:48:36.653247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:36.653288] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:36.653325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:36.653390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:36.711608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:36.712320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:36.712411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:36.712450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:36.831460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:36.831641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:36.831691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:36.831729] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:36.834964] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-11-27T19:48:36.835237] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-11-27T19:48:36.835370] [INFO ] [sig       ] FFA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:36.981156] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FFA.txt
[2025-11-27T19:48:36.981344] [INFO ] [sig       ] [1253/3661] Completed FFA in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:36.981424] [INFO ] [sig       ] [1254/3661] Forecasting FFBC...
[2025-11-27T19:48:36.981488] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-11-27T19:48:36.981541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-11-27T19:48:36.992804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-11-27T19:48:36.993153] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-11-27T19:48:36.993987] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-11-27T19:48:36.994051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:36.994095] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:36.994147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:36.994236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:37.051073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:37.051946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:37.052040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:37.052086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:37.169924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:37.170112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:37.170161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:37.170195] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:37.173436] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2025-11-27T19:48:37.173737] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-11-27T19:48:37.173870] [INFO ] [sig       ] FFBC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:37.311812] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FFBC.txt
[2025-11-27T19:48:37.311989] [INFO ] [sig       ] [1254/3661] Completed FFBC in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:37.312040] [INFO ] [sig       ] [1255/3661] Forecasting FFC...
[2025-11-27T19:48:37.312080] [INFO ] [sig       ] Generating forecast for: FFC
[2025-11-27T19:48:37.312119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-11-27T19:48:37.323837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-11-27T19:48:37.324221] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-11-27T19:48:37.325019] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-11-27T19:48:37.325083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:37.325124] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:37.325160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:37.325223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:37.380332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:37.381174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:37.381264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:37.381309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:37.503662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:37.503825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:37.503884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:37.503922] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:37.507199] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=74.62%)
[2025-11-27T19:48:37.507474] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-11-27T19:48:37.507624] [INFO ] [sig       ] FFC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:37.643325] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FFC.txt
[2025-11-27T19:48:37.643511] [INFO ] [sig       ] [1255/3661] Completed FFC in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:37.643562] [INFO ] [sig       ] [1256/3661] Forecasting FFIC...
[2025-11-27T19:48:37.643620] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-11-27T19:48:37.643680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-11-27T19:48:37.654861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-11-27T19:48:37.655214] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-11-27T19:48:37.656000] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-11-27T19:48:37.656073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:37.656117] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:37.656152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:37.656217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:37.711872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:37.712713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:37.712807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:37.712845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:37.832022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:37.832194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:37.832244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:37.832287] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:37.835665] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=47.79%)
[2025-11-27T19:48:37.835963] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-11-27T19:48:37.836107] [INFO ] [sig       ] FFIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:37.971406] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FFIC.txt
[2025-11-27T19:48:37.971555] [INFO ] [sig       ] [1256/3661] Completed FFIC in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:37.971624] [INFO ] [sig       ] [1257/3661] Forecasting FFIN...
[2025-11-27T19:48:37.971658] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-11-27T19:48:37.971696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-11-27T19:48:37.982394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-11-27T19:48:37.982688] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-11-27T19:48:37.983443] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-11-27T19:48:37.983506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:37.983546] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:37.983609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:37.983675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:38.041620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:38.042299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:38.042393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:38.042431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:38.156559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:38.156737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:38.156784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:38.156823] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:38.160077] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=26.78%)
[2025-11-27T19:48:38.160352] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-11-27T19:48:38.160483] [INFO ] [sig       ] FFIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:38.297021] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FFIN.txt
[2025-11-27T19:48:38.297185] [INFO ] [sig       ] [1257/3661] Completed FFIN in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:38.297249] [INFO ] [sig       ] [1258/3661] Forecasting FFWM...
[2025-11-27T19:48:38.297288] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-11-27T19:48:38.297352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-11-27T19:48:38.307826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-11-27T19:48:38.308205] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-11-27T19:48:38.309012] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-11-27T19:48:38.309081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:38.309123] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:38.309159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:38.309223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:38.367953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:38.368756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:38.368845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:38.368886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:38.487436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:38.487618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:38.487684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:38.487722] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:38.491072] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-11-27T19:48:38.491345] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-11-27T19:48:38.491478] [INFO ] [sig       ] FFWM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:38.629631] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FFWM.txt
[2025-11-27T19:48:38.629793] [INFO ] [sig       ] [1258/3661] Completed FFWM in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:38.629842] [INFO ] [sig       ] [1259/3661] Forecasting FG...
[2025-11-27T19:48:38.629880] [INFO ] [sig       ] Generating forecast for: FG
[2025-11-27T19:48:38.629922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-11-27T19:48:38.640606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-11-27T19:48:38.640874] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-11-27T19:48:38.641650] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-11-27T19:48:38.641711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:38.641751] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:38.641787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:38.641851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:38.697672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:38.698348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:38.698454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:38.698496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:38.814113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:38.814268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:38.814315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:38.814351] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:38.817605] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-11-27T19:48:38.817873] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-11-27T19:48:38.818003] [INFO ] [sig       ] FG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:38.958040] [INFO ] [LOCAL     ] Saved forecast: FG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FG.txt
[2025-11-27T19:48:38.958225] [INFO ] [sig       ] [1259/3661] Completed FG in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.4m
[2025-11-27T19:48:38.958293] [INFO ] [sig       ] [1260/3661] Forecasting FGEN...
[2025-11-27T19:48:38.958326] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-11-27T19:48:38.958358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-11-27T19:48:38.969089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-11-27T19:48:38.969365] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-11-27T19:48:38.970145] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-11-27T19:48:38.970207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:38.970248] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:38.970285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:38.970348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:39.028047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:39.028730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:39.028817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:39.028860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:39.155486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:39.155670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:39.155727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:39.155766] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:39.159088] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-11-27T19:48:39.159396] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-11-27T19:48:39.159543] [INFO ] [sig       ] FGEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:39.295210] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FGEN.txt
[2025-11-27T19:48:39.295355] [INFO ] [sig       ] [1260/3661] Completed FGEN in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:39.295403] [INFO ] [sig       ] [1261/3661] Forecasting FHB...
[2025-11-27T19:48:39.295458] [INFO ] [sig       ] Generating forecast for: FHB
[2025-11-27T19:48:39.295502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-11-27T19:48:39.306222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-11-27T19:48:39.306501] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-11-27T19:48:39.307272] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-11-27T19:48:39.307342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:39.307383] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:39.307419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:39.307482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:39.364611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:39.365274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:39.365362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:39.365404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:39.485108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:39.485271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:39.485326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:39.485365] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:39.488686] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-11-27T19:48:39.488988] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-11-27T19:48:39.489151] [INFO ] [sig       ] FHB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:39.626647] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FHB.txt
[2025-11-27T19:48:39.626792] [INFO ] [sig       ] [1261/3661] Completed FHB in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:39.626840] [INFO ] [sig       ] [1262/3661] Forecasting FHI...
[2025-11-27T19:48:39.626878] [INFO ] [sig       ] Generating forecast for: FHI
[2025-11-27T19:48:39.626933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-11-27T19:48:39.638370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-11-27T19:48:39.638674] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-11-27T19:48:39.639458] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-11-27T19:48:39.639520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:39.639560] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:39.639616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:39.639683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:39.699057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:39.699808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:39.699902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:39.699943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:39.818662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:39.818823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:39.818868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:39.818902] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:39.822093] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=38.15%)
[2025-11-27T19:48:39.822362] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-11-27T19:48:39.822492] [INFO ] [sig       ] FHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:39.956991] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FHI.txt
[2025-11-27T19:48:39.957130] [INFO ] [sig       ] [1262/3661] Completed FHI in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:39.957177] [INFO ] [sig       ] [1263/3661] Forecasting FHN...
[2025-11-27T19:48:39.957215] [INFO ] [sig       ] Generating forecast for: FHN
[2025-11-27T19:48:39.957249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-11-27T19:48:39.968692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-11-27T19:48:39.969041] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-11-27T19:48:39.969886] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-11-27T19:48:39.969958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:39.970012] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:39.970061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:39.970149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:40.025039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:40.025924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:40.026018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:40.026065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:40.144360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:40.144536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:40.144607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:40.144657] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:40.147873] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=58.04%)
[2025-11-27T19:48:40.148166] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-11-27T19:48:40.148294] [INFO ] [sig       ] FHN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:40.283497] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FHN.txt
[2025-11-27T19:48:40.283679] [INFO ] [sig       ] [1263/3661] Completed FHN in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:40.283734] [INFO ] [sig       ] [1264/3661] Forecasting FHTX...
[2025-11-27T19:48:40.283782] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-11-27T19:48:40.283838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-11-27T19:48:40.294743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-11-27T19:48:40.295045] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-11-27T19:48:40.295873] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-11-27T19:48:40.295945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:40.296001] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:40.296050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:40.296145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:40.352054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:40.352897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:40.352998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:40.353051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:40.472276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:40.472435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:40.472484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:40.472519] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:40.475743] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=77.73%)
[2025-11-27T19:48:40.476035] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-11-27T19:48:40.476186] [INFO ] [sig       ] FHTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:40.611191] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FHTX.txt
[2025-11-27T19:48:40.611335] [INFO ] [sig       ] [1264/3661] Completed FHTX in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:40.611383] [INFO ] [sig       ] [1265/3661] Forecasting FIBK...
[2025-11-27T19:48:40.611420] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-11-27T19:48:40.611456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-11-27T19:48:40.621969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-11-27T19:48:40.622249] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-11-27T19:48:40.623026] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-11-27T19:48:40.623088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:40.623163] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:40.623230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:40.623329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:40.682012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:40.682749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:40.682845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:40.682900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:40.799606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:40.799782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:40.799849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:40.799901] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:40.803253] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=25.10%)
[2025-11-27T19:48:40.803563] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-11-27T19:48:40.803729] [INFO ] [sig       ] FIBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:40.941788] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FIBK.txt
[2025-11-27T19:48:40.941963] [INFO ] [sig       ] [1265/3661] Completed FIBK in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:40.942016] [INFO ] [sig       ] [1266/3661] Forecasting FICO...
[2025-11-27T19:48:40.942056] [INFO ] [sig       ] Generating forecast for: FICO
[2025-11-27T19:48:40.942117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-11-27T19:48:40.953760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-11-27T19:48:40.954095] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-11-27T19:48:40.954915] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-11-27T19:48:40.954980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:40.955022] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:40.955064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:40.955127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:41.012495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:41.013246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:41.013338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:41.013383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:41.133898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:41.134069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:41.134118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:41.134171] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:41.137623] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=80.40%)
[2025-11-27T19:48:41.137920] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-11-27T19:48:41.138072] [INFO ] [sig       ] FICO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:41.282699] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FICO.txt
[2025-11-27T19:48:41.282896] [INFO ] [sig       ] [1266/3661] Completed FICO in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:41.282950] [INFO ] [sig       ] [1267/3661] Forecasting FICS...
[2025-11-27T19:48:41.283013] [INFO ] [sig       ] Generating forecast for: FICS
[2025-11-27T19:48:41.283069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-11-27T19:48:41.294560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-11-27T19:48:41.294963] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-11-27T19:48:41.295783] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-11-27T19:48:41.295849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:41.295904] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:41.295943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:41.296025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:41.353221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:41.354109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:41.354205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:41.354251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:41.476115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:41.476286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:41.476335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:41.476366] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:41.479731] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=36.30%)
[2025-11-27T19:48:41.480007] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-11-27T19:48:41.480143] [INFO ] [sig       ] FICS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:41.618198] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FICS.txt
[2025-11-27T19:48:41.618349] [INFO ] [sig       ] [1267/3661] Completed FICS in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:41.618398] [INFO ] [sig       ] [1268/3661] Forecasting FID...
[2025-11-27T19:48:41.618436] [INFO ] [sig       ] Generating forecast for: FID
[2025-11-27T19:48:41.618493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-11-27T19:48:41.629429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-11-27T19:48:41.629769] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-11-27T19:48:41.630527] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-11-27T19:48:41.630612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:41.630654] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:41.630685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:41.630750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:41.687048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:41.687917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:41.688012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:41.688056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:41.807212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:41.807383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:41.807431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:41.807469] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:41.810742] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=62.17%)
[2025-11-27T19:48:41.811021] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-11-27T19:48:41.811152] [INFO ] [sig       ] FID: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:41.964979] [INFO ] [LOCAL     ] Saved forecast: FID	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FID.txt
[2025-11-27T19:48:41.965162] [INFO ] [sig       ] [1268/3661] Completed FID in 0.3s | 3.00 sym/s | Total: 7.0m | ETA: 13.3m
[2025-11-27T19:48:41.965215] [INFO ] [sig       ] [1269/3661] Forecasting FIGS...
[2025-11-27T19:48:41.965274] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-11-27T19:48:41.965311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-11-27T19:48:41.976815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-11-27T19:48:41.977177] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-11-27T19:48:41.978050] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-11-27T19:48:41.978140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:41.978191] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:41.978240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:41.978333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:42.032819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:42.033446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:42.033546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:42.033622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:42.153076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:42.153268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:42.153330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:42.153381] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:42.156854] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-11-27T19:48:42.157204] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-11-27T19:48:42.157374] [INFO ] [sig       ] FIGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:42.292903] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FIGS.txt
[2025-11-27T19:48:42.293056] [INFO ] [sig       ] [1269/3661] Completed FIGS in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:42.293105] [INFO ] [sig       ] [1270/3661] Forecasting FIHL...
[2025-11-27T19:48:42.293139] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-11-27T19:48:42.293207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-11-27T19:48:42.304060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-11-27T19:48:42.304329] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-11-27T19:48:42.305141] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-11-27T19:48:42.305207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:42.305265] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:42.305331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:42.305468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:42.360823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:42.361480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:42.361604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:42.361667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:42.477816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:42.477973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:42.478041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:42.478128] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:42.481448] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-11-27T19:48:42.481757] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-11-27T19:48:42.481912] [INFO ] [sig       ] FIHL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:42.618033] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FIHL.txt
[2025-11-27T19:48:42.618285] [INFO ] [sig       ] [1270/3661] Completed FIHL in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:42.618382] [INFO ] [sig       ] [1271/3661] Forecasting FINS...
[2025-11-27T19:48:42.618442] [INFO ] [sig       ] Generating forecast for: FINS
[2025-11-27T19:48:42.618498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-11-27T19:48:42.629687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-11-27T19:48:42.630070] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-11-27T19:48:42.630927] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-11-27T19:48:42.630998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:42.631054] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:42.631116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:42.631191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:42.686736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:42.687494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:42.687608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:42.687667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:42.813873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:42.814057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:42.814107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:42.814147] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:42.817366] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-11-27T19:48:42.817662] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-11-27T19:48:42.817795] [INFO ] [sig       ] FINS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:42.952140] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FINS.txt
[2025-11-27T19:48:42.952324] [INFO ] [sig       ] [1271/3661] Completed FINS in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:42.952396] [INFO ] [sig       ] [1272/3661] Forecasting FINX...
[2025-11-27T19:48:42.952451] [INFO ] [sig       ] Generating forecast for: FINX
[2025-11-27T19:48:42.952558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-11-27T19:48:42.963645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-11-27T19:48:42.963999] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-11-27T19:48:42.964885] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-11-27T19:48:42.964953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:42.964996] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:42.965034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:42.965114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:43.023889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:43.024810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:43.024908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:43.024956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:43.146354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:43.146530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:43.146598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:43.146640] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:43.150314] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=20.97%)
[2025-11-27T19:48:43.150641] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-11-27T19:48:43.150805] [INFO ] [sig       ] FINX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:43.298516] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FINX.txt
[2025-11-27T19:48:43.298705] [INFO ] [sig       ] [1272/3661] Completed FINX in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:43.298902] [INFO ] [sig       ] [1273/3661] Forecasting FIP...
[2025-11-27T19:48:43.298938] [INFO ] [sig       ] Generating forecast for: FIP
[2025-11-27T19:48:43.298972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-11-27T19:48:43.309932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-11-27T19:48:43.310317] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-11-27T19:48:43.311214] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-11-27T19:48:43.311280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:43.311324] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:43.311362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:43.311444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:43.369779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:43.370561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:43.370678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:43.370733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:43.496535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:43.496745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:43.496800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:43.496839] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:43.500285] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-11-27T19:48:43.500620] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-11-27T19:48:43.500767] [INFO ] [sig       ] FIP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:43.642901] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FIP.txt
[2025-11-27T19:48:43.643070] [INFO ] [sig       ] [1273/3661] Completed FIP in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:43.643121] [INFO ] [sig       ] [1274/3661] Forecasting FIS...
[2025-11-27T19:48:43.643160] [INFO ] [sig       ] Generating forecast for: FIS
[2025-11-27T19:48:43.643199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-11-27T19:48:43.654164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-11-27T19:48:43.654499] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-11-27T19:48:43.655320] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-11-27T19:48:43.655387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:43.655428] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:43.655464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:43.655528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:43.712227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:43.712989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:43.713081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:43.713120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:43.833080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:43.833251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:43.833319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:43.833360] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:43.836736] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-11-27T19:48:43.837025] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-11-27T19:48:43.837179] [INFO ] [sig       ] FIS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:43.982269] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FIS.txt
[2025-11-27T19:48:43.982448] [INFO ] [sig       ] [1274/3661] Completed FIS in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:43.982498] [INFO ] [sig       ] [1275/3661] Forecasting FISI...
[2025-11-27T19:48:43.982539] [INFO ] [sig       ] Generating forecast for: FISI
[2025-11-27T19:48:43.982588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-11-27T19:48:43.993476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-11-27T19:48:43.993862] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-11-27T19:48:43.994682] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-11-27T19:48:43.994744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:43.994787] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:43.994823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:43.994888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:44.052252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:44.053068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:44.053174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:44.053221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:44.173686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:44.173853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:44.173903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:44.173941] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:44.177183] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=51.20%)
[2025-11-27T19:48:44.177452] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-11-27T19:48:44.177594] [INFO ] [sig       ] FISI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:44.319368] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FISI.txt
[2025-11-27T19:48:44.319550] [INFO ] [sig       ] [1275/3661] Completed FISI in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:44.319644] [INFO ] [sig       ] [1276/3661] Forecasting FITB...
[2025-11-27T19:48:44.319682] [INFO ] [sig       ] Generating forecast for: FITB
[2025-11-27T19:48:44.319726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-11-27T19:48:44.331193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-11-27T19:48:44.331616] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-11-27T19:48:44.332409] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-11-27T19:48:44.332483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:44.332539] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:44.332609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:44.332703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:44.390256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:44.391139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:44.391260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:44.391316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:44.515631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:44.515808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:44.515858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:44.515896] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:44.519435] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-11-27T19:48:44.519754] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-11-27T19:48:44.519897] [INFO ] [sig       ] FITB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:44.670944] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FITB.txt
[2025-11-27T19:48:44.671132] [INFO ] [sig       ] [1276/3661] Completed FITB in 0.4s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:44.671181] [INFO ] [sig       ] [1277/3661] Forecasting FITBI...
[2025-11-27T19:48:44.671243] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-11-27T19:48:44.671284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-11-27T19:48:44.682273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-11-27T19:48:44.682658] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-11-27T19:48:44.683453] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-11-27T19:48:44.683522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:44.683565] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:44.683626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:44.683693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:44.742661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:44.743463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:44.743557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:44.743622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:44.868020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:44.868211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:44.868266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:44.868307] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:44.871696] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-11-27T19:48:44.871978] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-11-27T19:48:44.872114] [INFO ] [sig       ] FITBI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:45.017645] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FITBI.txt
[2025-11-27T19:48:45.017817] [INFO ] [sig       ] [1277/3661] Completed FITBI in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:45.017880] [INFO ] [sig       ] [1278/3661] Forecasting FITBO...
[2025-11-27T19:48:45.017919] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-11-27T19:48:45.017957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-11-27T19:48:45.029094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-11-27T19:48:45.029404] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-11-27T19:48:45.030230] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-11-27T19:48:45.030296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:45.030349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:45.030388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:45.030455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:45.088741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:45.089518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:45.089631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:45.089678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:45.221395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:45.221605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:45.221660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:45.221697] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:45.225028] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=23.13%)
[2025-11-27T19:48:45.225306] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-11-27T19:48:45.225440] [INFO ] [sig       ] FITBO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:45.359110] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FITBO.txt
[2025-11-27T19:48:45.359259] [INFO ] [sig       ] [1278/3661] Completed FITBO in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.3m
[2025-11-27T19:48:45.359309] [INFO ] [sig       ] [1279/3661] Forecasting FITBP...
[2025-11-27T19:48:45.359348] [INFO ] [sig       ] Generating forecast for: FITBP
[2025-11-27T19:48:45.359395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBP' from 'https://tdm.silogroup.org/data/derivative_storage/FITBP.csv'.
[2025-11-27T19:48:45.370466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBP'.
[2025-11-27T19:48:45.370838] [INFO ] [FORECASTER] Starting predict_future for FITBP
[2025-11-27T19:48:45.371656] [DEBUG] [LOCAL     ] No optimal features file found for FITBP: ./output/feature-sets/FITBP.txt
[2025-11-27T19:48:45.371718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:45.371759] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:45.371794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:45.371900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:45.426379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:45.427096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:45.427199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:45.427249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:45.527420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:45.527604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:45.527653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:45.527691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:45.531026] [DEBUG] [FORECASTER] FITBP: Forecast T+1@11:T+2@11: UP (p=70.39%)
[2025-11-27T19:48:45.531316] [INFO ] [FORECASTER] Completed predict_future for FITBP
[2025-11-27T19:48:45.531457] [INFO ] [sig       ] FITBP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:45.665507] [INFO ] [LOCAL     ] Saved forecast: FITBP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FITBP.txt
[2025-11-27T19:48:45.665687] [INFO ] [sig       ] [1279/3661] Completed FITBP in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.2m
[2025-11-27T19:48:45.665738] [INFO ] [sig       ] [1280/3661] Forecasting FIVE...
[2025-11-27T19:48:45.665773] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-11-27T19:48:45.665811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-11-27T19:48:45.677484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-11-27T19:48:45.677845] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-11-27T19:48:45.678676] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-11-27T19:48:45.678739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:45.678779] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:45.678812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:45.678874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:45.735266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:45.735928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:45.736025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:45.736095] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:45.866311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:45.866499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:45.866599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:45.866658] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:45.873034] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-11-27T19:48:45.873375] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-11-27T19:48:45.873530] [INFO ] [sig       ] FIVE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:46.008943] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FIVE.txt
[2025-11-27T19:48:46.009114] [INFO ] [sig       ] [1280/3661] Completed FIVE in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.2m
[2025-11-27T19:48:46.009177] [INFO ] [sig       ] [1281/3661] Forecasting FIVN...
[2025-11-27T19:48:46.009232] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-11-27T19:48:46.009288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-11-27T19:48:46.020315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-11-27T19:48:46.020663] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-11-27T19:48:46.021445] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-11-27T19:48:46.021516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:46.021570] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:46.021641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:46.021709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:46.078940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:46.079643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:46.079749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:46.079796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:46.202381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:46.202551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:46.202617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:46.202659] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:46.205876] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-11-27T19:48:46.206156] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-11-27T19:48:46.206291] [INFO ] [sig       ] FIVN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:46.343309] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FIVN.txt
[2025-11-27T19:48:46.343485] [INFO ] [sig       ] [1281/3661] Completed FIVN in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.2m
[2025-11-27T19:48:46.343544] [INFO ] [sig       ] [1282/3661] Forecasting FIX...
[2025-11-27T19:48:46.343626] [INFO ] [sig       ] Generating forecast for: FIX
[2025-11-27T19:48:46.343667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-11-27T19:48:46.354527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-11-27T19:48:46.354896] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-11-27T19:48:46.355692] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-11-27T19:48:46.355757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:46.355823] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:46.355865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:46.355930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:46.413193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:46.413985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:46.414078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:46.414124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:46.539969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:46.540179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:46.540262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:46.540320] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:46.544134] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-11-27T19:48:46.544473] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-11-27T19:48:46.544653] [INFO ] [sig       ] FIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:46.683966] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FIX.txt
[2025-11-27T19:48:46.684116] [INFO ] [sig       ] [1282/3661] Completed FIX in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.2m
[2025-11-27T19:48:46.684167] [INFO ] [sig       ] [1283/3661] Forecasting FIXD...
[2025-11-27T19:48:46.684208] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-11-27T19:48:46.684264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-11-27T19:48:46.696072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-11-27T19:48:46.696437] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-11-27T19:48:46.697266] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-11-27T19:48:46.697331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:46.697373] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:46.697410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:46.697475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:46.754739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:46.755677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:46.755768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:46.755814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:46.872892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:46.873088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:46.873137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:46.873176] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:46.876558] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-11-27T19:48:46.876933] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-11-27T19:48:46.877097] [INFO ] [sig       ] FIXD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:47.015191] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FIXD.txt
[2025-11-27T19:48:47.015349] [INFO ] [sig       ] [1283/3661] Completed FIXD in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.2m
[2025-11-27T19:48:47.015419] [INFO ] [sig       ] [1284/3661] Forecasting FIZZ...
[2025-11-27T19:48:47.015463] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-11-27T19:48:47.015505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-11-27T19:48:47.026464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-11-27T19:48:47.026766] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-11-27T19:48:47.027521] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-11-27T19:48:47.027606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:47.027652] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:47.027688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:47.027755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:47.082619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:47.083261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:47.083350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:47.083395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:47.201926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:47.202097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:47.202147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:47.202181] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:47.205410] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-11-27T19:48:47.205706] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-11-27T19:48:47.205837] [INFO ] [sig       ] FIZZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:47.340338] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FIZZ.txt
[2025-11-27T19:48:47.340487] [INFO ] [sig       ] [1284/3661] Completed FIZZ in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.2m
[2025-11-27T19:48:47.340552] [INFO ] [sig       ] [1285/3661] Forecasting FJP...
[2025-11-27T19:48:47.340605] [INFO ] [sig       ] Generating forecast for: FJP
[2025-11-27T19:48:47.340656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-11-27T19:48:47.352015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-11-27T19:48:47.352399] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-11-27T19:48:47.353342] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-11-27T19:48:47.353408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:47.353450] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:47.353489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:47.353552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:47.409845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:47.410763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:47.410858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:47.410927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:47.521674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:47.521848] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:48:47.521891] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:47.521947] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:47.525211] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-11-27T19:48:47.525486] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-11-27T19:48:47.525635] [INFO ] [sig       ] FJP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:47.664209] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FJP.txt
[2025-11-27T19:48:47.664365] [INFO ] [sig       ] [1285/3661] Completed FJP in 0.3s | 3.00 sym/s | Total: 7.1m | ETA: 13.2m
[2025-11-27T19:48:47.664449] [INFO ] [sig       ] [1286/3661] Forecasting FLEX...
[2025-11-27T19:48:47.664504] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-11-27T19:48:47.664555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-11-27T19:48:47.675535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-11-27T19:48:47.675890] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-11-27T19:48:47.676728] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-11-27T19:48:47.676792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:47.676841] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:47.676883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:47.676963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:47.734447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:47.735136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:47.735223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:47.735260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:47.855445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:47.855625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:47.855674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:47.855713] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:47.858984] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-11-27T19:48:47.859279] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-11-27T19:48:47.859422] [INFO ] [sig       ] FLEX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:47.999789] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FLEX.txt
[2025-11-27T19:48:47.999971] [INFO ] [sig       ] [1286/3661] Completed FLEX in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:48.000050] [INFO ] [sig       ] [1287/3661] Forecasting FLGC...
[2025-11-27T19:48:48.000106] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-11-27T19:48:48.000165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-11-27T19:48:48.011052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-11-27T19:48:48.011399] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-11-27T19:48:48.012238] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-11-27T19:48:48.012302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:48.012349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:48.012396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:48.012473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:48.067426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:48.068088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:48.068211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:48.068254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:48.182222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:48.182372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:48.182439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:48.182494] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:48.185833] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=49.23%)
[2025-11-27T19:48:48.186138] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-11-27T19:48:48.186293] [INFO ] [sig       ] FLGC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:48.322523] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FLGC.txt
[2025-11-27T19:48:48.322733] [INFO ] [sig       ] [1287/3661] Completed FLGC in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:48.322800] [INFO ] [sig       ] [1288/3661] Forecasting FLL...
[2025-11-27T19:48:48.322856] [INFO ] [sig       ] Generating forecast for: FLL
[2025-11-27T19:48:48.322930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-11-27T19:48:48.333728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-11-27T19:48:48.334115] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-11-27T19:48:48.334964] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-11-27T19:48:48.335036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:48.335097] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:48.335150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:48.335248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:48.397915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:48.398943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:48.399041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:48.399087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:48.515943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:48.516106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:48.516156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:48.516193] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:48.519511] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-11-27T19:48:48.519798] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-11-27T19:48:48.519926] [INFO ] [sig       ] FLL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:48.661452] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FLL.txt
[2025-11-27T19:48:48.661723] [INFO ] [sig       ] [1288/3661] Completed FLL in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:48.661786] [INFO ] [sig       ] [1289/3661] Forecasting FLNC...
[2025-11-27T19:48:48.661821] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-11-27T19:48:48.661888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-11-27T19:48:48.675234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-11-27T19:48:48.675714] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-11-27T19:48:48.676704] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-11-27T19:48:48.676769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:48.676817] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:48.676871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:48.676946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:48.735315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:48.736557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:48.736736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:48.736808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:48.861245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:48.861497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:48.861554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:48.861624] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:48.865367] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=62.32%)
[2025-11-27T19:48:48.865742] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-11-27T19:48:48.865901] [INFO ] [sig       ] FLNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:49.008486] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FLNC.txt
[2025-11-27T19:48:49.008676] [INFO ] [sig       ] [1289/3661] Completed FLNC in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:49.008732] [INFO ] [sig       ] [1290/3661] Forecasting FLNG...
[2025-11-27T19:48:49.008772] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-11-27T19:48:49.008813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-11-27T19:48:49.020860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-11-27T19:48:49.021245] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-11-27T19:48:49.022091] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-11-27T19:48:49.022163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:49.022218] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:49.022276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:49.022358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:49.078436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:49.079154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:49.079255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:49.079311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:49.193688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:49.193873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:49.193942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:49.193983] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:49.197380] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-11-27T19:48:49.197684] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-11-27T19:48:49.197823] [INFO ] [sig       ] FLNG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:49.334561] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FLNG.txt
[2025-11-27T19:48:49.334783] [INFO ] [sig       ] [1290/3661] Completed FLNG in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:49.334851] [INFO ] [sig       ] [1291/3661] Forecasting FLO...
[2025-11-27T19:48:49.334926] [INFO ] [sig       ] Generating forecast for: FLO
[2025-11-27T19:48:49.334979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-11-27T19:48:49.346304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-11-27T19:48:49.346719] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-11-27T19:48:49.347596] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-11-27T19:48:49.347668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:49.347722] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:49.347767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:49.347852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:49.405039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:49.405932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:49.406034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:49.406092] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:49.523979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:49.524157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:49.524242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:49.524300] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:49.527697] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2025-11-27T19:48:49.527995] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-11-27T19:48:49.528165] [INFO ] [sig       ] FLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:49.663299] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FLO.txt
[2025-11-27T19:48:49.663536] [INFO ] [sig       ] [1291/3661] Completed FLO in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:49.663645] [INFO ] [sig       ] [1292/3661] Forecasting FLS...
[2025-11-27T19:48:49.663696] [INFO ] [sig       ] Generating forecast for: FLS
[2025-11-27T19:48:49.663754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-11-27T19:48:49.675501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-11-27T19:48:49.675858] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-11-27T19:48:49.676706] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-11-27T19:48:49.676773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:49.676816] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:49.676853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:49.676917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:49.735711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:49.736443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:49.736533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:49.736593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:49.859566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:49.859771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:49.859820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:49.859858] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:49.863199] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-11-27T19:48:49.863488] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-11-27T19:48:49.863659] [INFO ] [sig       ] FLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:50.004323] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FLS.txt
[2025-11-27T19:48:50.004518] [INFO ] [sig       ] [1292/3661] Completed FLS in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:50.004590] [INFO ] [sig       ] [1293/3661] Forecasting FLUX...
[2025-11-27T19:48:50.004632] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-11-27T19:48:50.004695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-11-27T19:48:50.016177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-11-27T19:48:50.016514] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-11-27T19:48:50.017334] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-11-27T19:48:50.017400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:50.017443] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:50.017480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:50.017547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:50.075560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:50.076369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:50.076462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:50.076507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:50.201327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:50.201504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:50.201556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:50.201620] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:50.205113] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-11-27T19:48:50.205409] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-11-27T19:48:50.205549] [INFO ] [sig       ] FLUX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:50.349532] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FLUX.txt
[2025-11-27T19:48:50.349710] [INFO ] [sig       ] [1293/3661] Completed FLUX in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:50.349763] [INFO ] [sig       ] [1294/3661] Forecasting FLWS...
[2025-11-27T19:48:50.349805] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-11-27T19:48:50.349844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-11-27T19:48:50.360711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-11-27T19:48:50.361031] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-11-27T19:48:50.361855] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-11-27T19:48:50.361919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:50.361961] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:50.361997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:50.362060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:50.420640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:50.421374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:50.421484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:50.421548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:50.544167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:50.544340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:50.544391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:50.544429] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:50.548074] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-11-27T19:48:50.548398] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-11-27T19:48:50.548538] [INFO ] [sig       ] FLWS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:50.683976] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FLWS.txt
[2025-11-27T19:48:50.684142] [INFO ] [sig       ] [1294/3661] Completed FLWS in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:50.684195] [INFO ] [sig       ] [1295/3661] Forecasting FLXS...
[2025-11-27T19:48:50.684230] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-11-27T19:48:50.684286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-11-27T19:48:50.695973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-11-27T19:48:50.696369] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-11-27T19:48:50.697200] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-11-27T19:48:50.697271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:50.697326] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:50.697377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:50.697463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:50.753957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:50.754648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:50.754744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:50.754797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:50.869888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:50.870073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:50.870139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:50.870193] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:50.873546] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-11-27T19:48:50.873878] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-11-27T19:48:50.874040] [INFO ] [sig       ] FLXS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:51.011592] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FLXS.txt
[2025-11-27T19:48:51.011775] [INFO ] [sig       ] [1295/3661] Completed FLXS in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.2m
[2025-11-27T19:48:51.011825] [INFO ] [sig       ] [1296/3661] Forecasting FLYE...
[2025-11-27T19:48:51.011889] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-11-27T19:48:51.011940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-11-27T19:48:51.022618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-11-27T19:48:51.022973] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-11-27T19:48:51.023776] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-11-27T19:48:51.023839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:51.023880] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:51.023917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:51.024000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:51.080769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:51.081640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:51.081738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:51.081792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:51.201032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:51.201195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:51.201244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:51.201296] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:51.204694] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-11-27T19:48:51.204984] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-11-27T19:48:51.205128] [INFO ] [sig       ] FLYE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:51.344541] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FLYE.txt
[2025-11-27T19:48:51.344728] [INFO ] [sig       ] [1296/3661] Completed FLYE in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:51.344778] [INFO ] [sig       ] [1297/3661] Forecasting FMAO...
[2025-11-27T19:48:51.344815] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-11-27T19:48:51.344871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-11-27T19:48:51.356176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-11-27T19:48:51.356551] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-11-27T19:48:51.357338] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-11-27T19:48:51.357401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:51.357443] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:51.357479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:51.357542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:51.411789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:51.412469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:51.412558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:51.412621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:51.522127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:51.522309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:51.522367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:51.522408] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:51.525652] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-11-27T19:48:51.525922] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-11-27T19:48:51.526056] [INFO ] [sig       ] FMAO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:51.660118] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FMAO.txt
[2025-11-27T19:48:51.660283] [INFO ] [sig       ] [1297/3661] Completed FMAO in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:51.660363] [INFO ] [sig       ] [1298/3661] Forecasting FMB...
[2025-11-27T19:48:51.660410] [INFO ] [sig       ] Generating forecast for: FMB
[2025-11-27T19:48:51.660458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-11-27T19:48:51.671929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-11-27T19:48:51.672304] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-11-27T19:48:51.673171] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-11-27T19:48:51.673236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:51.673279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:51.673317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:51.673386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:51.729225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:51.730120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:51.730233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:51.730296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:51.850666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:51.850833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:51.850894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:51.850941] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:51.854219] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-11-27T19:48:51.854517] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-11-27T19:48:51.854673] [INFO ] [sig       ] FMB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:51.991312] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FMB.txt
[2025-11-27T19:48:51.991464] [INFO ] [sig       ] [1298/3661] Completed FMB in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:51.991520] [INFO ] [sig       ] [1299/3661] Forecasting FMBH...
[2025-11-27T19:48:51.991587] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-11-27T19:48:51.991641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-11-27T19:48:52.003098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-11-27T19:48:52.003458] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-11-27T19:48:52.004322] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-11-27T19:48:52.004388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:52.004432] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:52.004470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:52.004540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:52.063298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:52.064109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:52.064201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:52.064248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:52.184840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:52.185025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:52.185091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:52.185132] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:52.188463] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-11-27T19:48:52.188772] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-11-27T19:48:52.188910] [INFO ] [sig       ] FMBH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:52.329016] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FMBH.txt
[2025-11-27T19:48:52.329187] [INFO ] [sig       ] [1299/3661] Completed FMBH in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:52.329239] [INFO ] [sig       ] [1300/3661] Forecasting FMC...
[2025-11-27T19:48:52.329278] [INFO ] [sig       ] Generating forecast for: FMC
[2025-11-27T19:48:52.329319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-11-27T19:48:52.340782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-11-27T19:48:52.341106] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-11-27T19:48:52.341910] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-11-27T19:48:52.341974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:52.342020] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:52.342060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:52.342136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:52.401690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:52.402434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:52.402525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:52.402566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:52.532638] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:52.532815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:52.532869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:52.532911] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:52.536304] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-11-27T19:48:52.536609] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-11-27T19:48:52.536750] [INFO ] [sig       ] FMC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:52.678074] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FMC.txt
[2025-11-27T19:48:52.678274] [INFO ] [sig       ] [1300/3661] Completed FMC in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:52.678327] [INFO ] [sig       ] [1301/3661] Forecasting FMHI...
[2025-11-27T19:48:52.678365] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-11-27T19:48:52.678403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-11-27T19:48:52.689191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-11-27T19:48:52.689538] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-11-27T19:48:52.690351] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-11-27T19:48:52.690417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:52.690460] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:52.690497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:52.690565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:52.747059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:52.747768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:52.747857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:52.747901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:52.871547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:52.871731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:52.871779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:52.871821] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:52.875066] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=37.45%)
[2025-11-27T19:48:52.875335] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-11-27T19:48:52.875464] [INFO ] [sig       ] FMHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:53.009030] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FMHI.txt
[2025-11-27T19:48:53.009203] [INFO ] [sig       ] [1301/3661] Completed FMHI in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:53.009252] [INFO ] [sig       ] [1302/3661] Forecasting FMN...
[2025-11-27T19:48:53.009292] [INFO ] [sig       ] Generating forecast for: FMN
[2025-11-27T19:48:53.009330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-11-27T19:48:53.020706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-11-27T19:48:53.021029] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-11-27T19:48:53.021810] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-11-27T19:48:53.021882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:53.021924] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:53.021961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:53.022020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:53.076201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:53.076844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:53.076931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:53.076972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:53.190776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:53.190931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:53.190979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:53.191013] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:53.194195] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=39.40%)
[2025-11-27T19:48:53.194463] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-11-27T19:48:53.194611] [INFO ] [sig       ] FMN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:53.330552] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FMN.txt
[2025-11-27T19:48:53.330715] [INFO ] [sig       ] [1302/3661] Completed FMN in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:53.330765] [INFO ] [sig       ] [1303/3661] Forecasting FMNB...
[2025-11-27T19:48:53.330803] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-11-27T19:48:53.330841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-11-27T19:48:53.341690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-11-27T19:48:53.341979] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-11-27T19:48:53.342758] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-11-27T19:48:53.342820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:53.342861] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:53.342893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:53.342959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:53.396976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:53.397594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:53.397678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:53.397719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:53.510404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:53.510595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:53.510645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:53.510683] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:53.513917] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=45.85%)
[2025-11-27T19:48:53.514190] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-11-27T19:48:53.514325] [INFO ] [sig       ] FMNB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:53.648123] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FMNB.txt
[2025-11-27T19:48:53.648278] [INFO ] [sig       ] [1303/3661] Completed FMNB in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:53.648328] [INFO ] [sig       ] [1304/3661] Forecasting FMS...
[2025-11-27T19:48:53.648366] [INFO ] [sig       ] Generating forecast for: FMS
[2025-11-27T19:48:53.648406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-11-27T19:48:53.659938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-11-27T19:48:53.660237] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-11-27T19:48:53.661052] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-11-27T19:48:53.661116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:53.661159] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:53.661196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:53.661262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:53.716682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:53.717401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:53.717500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:53.717547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:53.836067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:53.836235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:53.836284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:53.836326] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:53.839551] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=60.50%)
[2025-11-27T19:48:53.839848] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-11-27T19:48:53.839982] [INFO ] [sig       ] FMS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:53.977396] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FMS.txt
[2025-11-27T19:48:53.977559] [INFO ] [sig       ] [1304/3661] Completed FMS in 0.3s | 3.00 sym/s | Total: 7.2m | ETA: 13.1m
[2025-11-27T19:48:53.977628] [INFO ] [sig       ] [1305/3661] Forecasting FMX...
[2025-11-27T19:48:53.977670] [INFO ] [sig       ] Generating forecast for: FMX
[2025-11-27T19:48:53.977711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-11-27T19:48:53.991286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-11-27T19:48:53.991925] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-11-27T19:48:53.992938] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-11-27T19:48:53.993022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:53.993069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:53.993112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:53.993184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:54.051496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:54.052688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:54.052806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:54.052856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:54.183719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:54.183987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:54.184051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:54.184088] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:54.188249] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=20.78%)
[2025-11-27T19:48:54.188679] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-11-27T19:48:54.188852] [INFO ] [sig       ] FMX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:54.330430] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FMX.txt
[2025-11-27T19:48:54.330683] [INFO ] [sig       ] [1305/3661] Completed FMX in 0.4s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:54.330742] [INFO ] [sig       ] [1306/3661] Forecasting FN...
[2025-11-27T19:48:54.330802] [INFO ] [sig       ] Generating forecast for: FN
[2025-11-27T19:48:54.330846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-11-27T19:48:54.342241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-11-27T19:48:54.342598] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-11-27T19:48:54.343493] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-11-27T19:48:54.343558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:54.343622] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:54.343678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:54.343764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:54.402867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:54.403859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:54.403956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:54.403999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:54.523252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:54.523389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:54.523431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:54.523472] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:54.526717] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-11-27T19:48:54.527007] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-11-27T19:48:54.527144] [INFO ] [sig       ] FN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:54.667550] [INFO ] [LOCAL     ] Saved forecast: FN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FN.txt
[2025-11-27T19:48:54.667777] [INFO ] [sig       ] [1306/3661] Completed FN in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:54.667827] [INFO ] [sig       ] [1307/3661] Forecasting FNB...
[2025-11-27T19:48:54.667859] [INFO ] [sig       ] Generating forecast for: FNB
[2025-11-27T19:48:54.667891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-11-27T19:48:54.679868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-11-27T19:48:54.680306] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-11-27T19:48:54.681162] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-11-27T19:48:54.681225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:54.681267] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:54.681303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:54.681392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:54.737312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:54.738025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:54.738151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:54.738198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:54.862089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:54.862278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:54.862330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:54.862374] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:54.865851] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-11-27T19:48:54.866163] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-11-27T19:48:54.866300] [INFO ] [sig       ] FNB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:55.009955] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FNB.txt
[2025-11-27T19:48:55.010144] [INFO ] [sig       ] [1307/3661] Completed FNB in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:55.010196] [INFO ] [sig       ] [1308/3661] Forecasting FND...
[2025-11-27T19:48:55.010236] [INFO ] [sig       ] Generating forecast for: FND
[2025-11-27T19:48:55.010273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-11-27T19:48:55.022503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-11-27T19:48:55.022945] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-11-27T19:48:55.023826] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-11-27T19:48:55.023890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:55.023931] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:55.023967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:55.024031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:55.083742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:55.084570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:55.084678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:55.084722] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:55.198199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:55.198379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:55.198432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:55.198474] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:55.201959] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=36.24%)
[2025-11-27T19:48:55.202245] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-11-27T19:48:55.202381] [INFO ] [sig       ] FND: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:55.385537] [INFO ] [LOCAL     ] Saved forecast: FND	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FND.txt
[2025-11-27T19:48:55.385720] [INFO ] [sig       ] [1308/3661] Completed FND in 0.4s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:55.385772] [INFO ] [sig       ] [1309/3661] Forecasting FNF...
[2025-11-27T19:48:55.385806] [INFO ] [sig       ] Generating forecast for: FNF
[2025-11-27T19:48:55.385846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-11-27T19:48:55.396870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-11-27T19:48:55.397170] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-11-27T19:48:55.397980] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-11-27T19:48:55.398043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:55.398085] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:55.398144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:55.398210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:55.452426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:55.453104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:55.453197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:55.453234] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:55.572374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:55.572553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:55.572640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:55.572681] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:55.575997] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-11-27T19:48:55.576267] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-11-27T19:48:55.576423] [INFO ] [sig       ] FNF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:55.716639] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FNF.txt
[2025-11-27T19:48:55.716816] [INFO ] [sig       ] [1309/3661] Completed FNF in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:55.716870] [INFO ] [sig       ] [1310/3661] Forecasting FNKO...
[2025-11-27T19:48:55.716906] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-11-27T19:48:55.716944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-11-27T19:48:55.727214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-11-27T19:48:55.727502] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-11-27T19:48:55.728319] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-11-27T19:48:55.728382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:55.728423] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:55.728454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:55.728518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:55.783283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:55.783952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:55.784040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:55.784082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:55.901669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:55.901844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:55.901893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:55.901927] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:55.905279] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-11-27T19:48:55.905559] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-11-27T19:48:55.905713] [INFO ] [sig       ] FNKO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:56.043257] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FNKO.txt
[2025-11-27T19:48:56.043428] [INFO ] [sig       ] [1310/3661] Completed FNKO in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:56.043487] [INFO ] [sig       ] [1311/3661] Forecasting FNLC...
[2025-11-27T19:48:56.043528] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-11-27T19:48:56.043592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-11-27T19:48:56.054879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-11-27T19:48:56.055178] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-11-27T19:48:56.055945] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-11-27T19:48:56.056006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:56.056046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:56.056081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:56.056146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:56.110464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:56.111125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:56.111213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:56.111255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:56.218726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:56.218900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:56.218956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:56.219000] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:56.222369] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-11-27T19:48:56.222655] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-11-27T19:48:56.222784] [INFO ] [sig       ] FNLC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:56.357080] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FNLC.txt
[2025-11-27T19:48:56.357227] [INFO ] [sig       ] [1311/3661] Completed FNLC in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:56.357276] [INFO ] [sig       ] [1312/3661] Forecasting FNX...
[2025-11-27T19:48:56.357314] [INFO ] [sig       ] Generating forecast for: FNX
[2025-11-27T19:48:56.357351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-11-27T19:48:56.369536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-11-27T19:48:56.370007] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-11-27T19:48:56.370912] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-11-27T19:48:56.370980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:56.371041] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:56.371098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:56.371194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:56.426140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:56.426793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:56.426887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:56.426948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:56.544556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:56.544767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:56.544832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:56.544883] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:56.548278] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-11-27T19:48:56.548638] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-11-27T19:48:56.548805] [INFO ] [sig       ] FNX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:56.687089] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FNX.txt
[2025-11-27T19:48:56.687256] [INFO ] [sig       ] [1312/3661] Completed FNX in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:56.687306] [INFO ] [sig       ] [1313/3661] Forecasting FNY...
[2025-11-27T19:48:56.687346] [INFO ] [sig       ] Generating forecast for: FNY
[2025-11-27T19:48:56.687385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-11-27T19:48:56.699042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-11-27T19:48:56.699411] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-11-27T19:48:56.700209] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-11-27T19:48:56.700273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:56.700326] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:56.700364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:56.700427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:56.754882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:56.755525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:56.755633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:56.755677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:56.872057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:56.872242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:56.872292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:56.872332] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:56.875743] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-11-27T19:48:56.876017] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-11-27T19:48:56.876153] [INFO ] [sig       ] FNY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:57.009664] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FNY.txt
[2025-11-27T19:48:57.009812] [INFO ] [sig       ] [1313/3661] Completed FNY in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.1m
[2025-11-27T19:48:57.009863] [INFO ] [sig       ] [1314/3661] Forecasting FOA...
[2025-11-27T19:48:57.009900] [INFO ] [sig       ] Generating forecast for: FOA
[2025-11-27T19:48:57.009937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-11-27T19:48:57.020835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-11-27T19:48:57.021127] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-11-27T19:48:57.021902] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-11-27T19:48:57.021969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:57.022010] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:57.022046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:57.022111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:57.077662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:57.078375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:57.078484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:57.078529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:57.202062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:57.202246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:57.202300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:57.202339] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:57.205561] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-11-27T19:48:57.205847] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-11-27T19:48:57.205978] [INFO ] [sig       ] FOA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:57.339678] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FOA.txt
[2025-11-27T19:48:57.339840] [INFO ] [sig       ] [1314/3661] Completed FOA in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:57.339899] [INFO ] [sig       ] [1315/3661] Forecasting FOF...
[2025-11-27T19:48:57.339946] [INFO ] [sig       ] Generating forecast for: FOF
[2025-11-27T19:48:57.339995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-11-27T19:48:57.351691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-11-27T19:48:57.352101] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-11-27T19:48:57.352917] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-11-27T19:48:57.352991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:57.353048] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:57.353100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:57.353201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:57.412217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:57.413125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:57.413230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:57.413287] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:57.524397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:57.524603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:57.524851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:57.524894] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:57.528782] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2025-11-27T19:48:57.529104] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-11-27T19:48:57.529274] [INFO ] [sig       ] FOF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:57.666675] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FOF.txt
[2025-11-27T19:48:57.666844] [INFO ] [sig       ] [1315/3661] Completed FOF in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:57.666921] [INFO ] [sig       ] [1316/3661] Forecasting FOLD...
[2025-11-27T19:48:57.666979] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-11-27T19:48:57.667035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-11-27T19:48:57.677996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-11-27T19:48:57.678322] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-11-27T19:48:57.679125] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-11-27T19:48:57.679192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:57.679250] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:57.679308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:57.679417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:57.736265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:57.736984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:57.737083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:57.737139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:57.853188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:57.853340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:57.853401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:57.853452] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:57.856715] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-11-27T19:48:57.857023] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-11-27T19:48:57.857174] [INFO ] [sig       ] FOLD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:57.991850] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FOLD.txt
[2025-11-27T19:48:57.992064] [INFO ] [sig       ] [1316/3661] Completed FOLD in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:57.992135] [INFO ] [sig       ] [1317/3661] Forecasting FORM...
[2025-11-27T19:48:57.992195] [INFO ] [sig       ] Generating forecast for: FORM
[2025-11-27T19:48:57.992256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-11-27T19:48:58.003505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-11-27T19:48:58.003843] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-11-27T19:48:58.004623] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-11-27T19:48:58.004684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:58.004725] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:58.004762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:58.004827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:58.058791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:58.059401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:58.059491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:58.059532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:58.182367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:58.182535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:58.182607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:58.182648] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:58.185935] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-11-27T19:48:58.186209] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-11-27T19:48:58.186340] [INFO ] [sig       ] FORM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:58.324675] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FORM.txt
[2025-11-27T19:48:58.324833] [INFO ] [sig       ] [1317/3661] Completed FORM in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:58.324888] [INFO ] [sig       ] [1318/3661] Forecasting FOSL...
[2025-11-27T19:48:58.324923] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-11-27T19:48:58.324961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-11-27T19:48:58.335977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-11-27T19:48:58.336248] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-11-27T19:48:58.337034] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-11-27T19:48:58.337096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:58.337138] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:58.337174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:58.337237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:58.392172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:58.392769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:58.392863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:58.392907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:58.509389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:58.509544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:58.509610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:58.509651] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:58.512822] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=15.10%)
[2025-11-27T19:48:58.513087] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-11-27T19:48:58.513218] [INFO ] [sig       ] FOSL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:58.652261] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FOSL.txt
[2025-11-27T19:48:58.652417] [INFO ] [sig       ] [1318/3661] Completed FOSL in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:58.652478] [INFO ] [sig       ] [1319/3661] Forecasting FOX...
[2025-11-27T19:48:58.652523] [INFO ] [sig       ] Generating forecast for: FOX
[2025-11-27T19:48:58.652588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-11-27T19:48:58.663502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-11-27T19:48:58.663798] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-11-27T19:48:58.664597] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-11-27T19:48:58.664658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:58.664698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:58.664751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:58.664829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:58.719789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:58.720387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:58.720478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:58.720519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:58.842775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:58.842909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:58.842959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:58.842996] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:58.846138] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-11-27T19:48:58.846403] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-11-27T19:48:58.846552] [INFO ] [sig       ] FOX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:58.983044] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FOX.txt
[2025-11-27T19:48:58.983171] [INFO ] [sig       ] [1319/3661] Completed FOX in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:58.983218] [INFO ] [sig       ] [1320/3661] Forecasting FOXA...
[2025-11-27T19:48:58.983254] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-11-27T19:48:58.983292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-11-27T19:48:58.994092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-11-27T19:48:58.994396] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-11-27T19:48:58.995179] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-11-27T19:48:58.995242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:58.995283] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:58.995319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:58.995383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:59.050401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:59.051065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:59.051167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:59.051209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:59.171071] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:59.171221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:59.171267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:59.171329] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:59.174483] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=58.49%)
[2025-11-27T19:48:59.174783] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-11-27T19:48:59.174914] [INFO ] [sig       ] FOXA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:59.308020] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FOXA.txt
[2025-11-27T19:48:59.308174] [INFO ] [sig       ] [1320/3661] Completed FOXA in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:59.308229] [INFO ] [sig       ] [1321/3661] Forecasting FOXF...
[2025-11-27T19:48:59.308270] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-11-27T19:48:59.308305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-11-27T19:48:59.319042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-11-27T19:48:59.319319] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-11-27T19:48:59.320087] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-11-27T19:48:59.320150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:59.320186] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:59.320224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:59.320290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:59.375603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:59.376215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:59.376300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:59.376343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:59.499620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:59.499792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:59.499843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:59.499882] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:59.503185] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=7.01%)
[2025-11-27T19:48:59.503467] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-11-27T19:48:59.503625] [INFO ] [sig       ] FOXF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:48:59.639507] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FOXF.txt
[2025-11-27T19:48:59.639662] [INFO ] [sig       ] [1321/3661] Completed FOXF in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:59.639714] [INFO ] [sig       ] [1322/3661] Forecasting FPF...
[2025-11-27T19:48:59.639762] [INFO ] [sig       ] Generating forecast for: FPF
[2025-11-27T19:48:59.639804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-11-27T19:48:59.650965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-11-27T19:48:59.651240] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-11-27T19:48:59.652023] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-11-27T19:48:59.652086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:59.652127] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:59.652163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:59.652236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:48:59.707587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:48:59.708211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:48:59.708310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:48:59.708366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:48:59.829625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:48:59.829783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:48:59.829829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:48:59.829870] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:48:59.833117] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-11-27T19:48:59.833395] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-11-27T19:48:59.833522] [INFO ] [sig       ] FPF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:48:59.967110] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FPF.txt
[2025-11-27T19:48:59.967236] [INFO ] [sig       ] [1322/3661] Completed FPF in 0.3s | 3.00 sym/s | Total: 7.3m | ETA: 13.0m
[2025-11-27T19:48:59.967285] [INFO ] [sig       ] [1323/3661] Forecasting FPH...
[2025-11-27T19:48:59.967327] [INFO ] [sig       ] Generating forecast for: FPH
[2025-11-27T19:48:59.967365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-11-27T19:48:59.980788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-11-27T19:48:59.981326] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-11-27T19:48:59.982371] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-11-27T19:48:59.982438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:48:59.982486] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:48:59.982540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:48:59.982693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:00.039296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:00.040544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:00.040708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:00.040758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:00.167062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:00.167379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:00.167448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:00.167501] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:00.171470] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=62.83%)
[2025-11-27T19:49:00.171808] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-11-27T19:49:00.171967] [INFO ] [sig       ] FPH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:00.311132] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FPH.txt
[2025-11-27T19:49:00.311398] [INFO ] [sig       ] [1323/3661] Completed FPH in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:00.311492] [INFO ] [sig       ] [1324/3661] Forecasting FPI...
[2025-11-27T19:49:00.311541] [INFO ] [sig       ] Generating forecast for: FPI
[2025-11-27T19:49:00.311604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-11-27T19:49:00.325766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-11-27T19:49:00.326291] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-11-27T19:49:00.327243] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-11-27T19:49:00.327313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:00.327370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:00.327412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:00.327499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:00.384547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:00.385758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:00.385869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:00.385917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:00.512654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:00.512914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:00.512971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:00.513034] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:00.516974] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=68.41%)
[2025-11-27T19:49:00.517323] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-11-27T19:49:00.517484] [INFO ] [sig       ] FPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:00.656492] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FPI.txt
[2025-11-27T19:49:00.656748] [INFO ] [sig       ] [1324/3661] Completed FPI in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:00.656839] [INFO ] [sig       ] [1325/3661] Forecasting FPXI...
[2025-11-27T19:49:00.656875] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-11-27T19:49:00.656910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-11-27T19:49:00.669552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-11-27T19:49:00.669983] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-11-27T19:49:00.670840] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-11-27T19:49:00.670901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:00.670935] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:00.670965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:00.671021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:00.726170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:00.726832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:00.726932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:00.726986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:00.832399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:00.832547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:00.832617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:00.832655] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:00.836008] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-11-27T19:49:00.836347] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-11-27T19:49:00.836520] [INFO ] [sig       ] FPXI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:00.971950] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FPXI.txt
[2025-11-27T19:49:00.972120] [INFO ] [sig       ] [1325/3661] Completed FPXI in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:00.972169] [INFO ] [sig       ] [1326/3661] Forecasting FRA...
[2025-11-27T19:49:00.972201] [INFO ] [sig       ] Generating forecast for: FRA
[2025-11-27T19:49:00.972241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-11-27T19:49:00.983470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-11-27T19:49:00.983751] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-11-27T19:49:00.984514] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-11-27T19:49:00.984603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:00.984649] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:00.984684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:00.984750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:01.039054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:01.039773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:01.039862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:01.039902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:01.162852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:01.163030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:01.163079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:01.163117] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:01.166371] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2025-11-27T19:49:01.166673] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-11-27T19:49:01.166806] [INFO ] [sig       ] FRA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:01.302712] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FRA.txt
[2025-11-27T19:49:01.302919] [INFO ] [sig       ] [1326/3661] Completed FRA in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:01.302972] [INFO ] [sig       ] [1327/3661] Forecasting FRBA...
[2025-11-27T19:49:01.303014] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-11-27T19:49:01.303054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-11-27T19:49:01.314395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-11-27T19:49:01.314828] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-11-27T19:49:01.315684] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-11-27T19:49:01.315753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:01.315794] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:01.315830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:01.315894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:01.373942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:01.374747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:01.374836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:01.374879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:01.492158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:01.492311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:01.492358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:01.492397] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:01.495640] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-11-27T19:49:01.495919] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-11-27T19:49:01.496053] [INFO ] [sig       ] FRBA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:01.633404] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FRBA.txt
[2025-11-27T19:49:01.633542] [INFO ] [sig       ] [1327/3661] Completed FRBA in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:01.633605] [INFO ] [sig       ] [1328/3661] Forecasting FRGE...
[2025-11-27T19:49:01.633645] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-11-27T19:49:01.633683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-11-27T19:49:01.644863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-11-27T19:49:01.645187] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-11-27T19:49:01.645974] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-11-27T19:49:01.646036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:01.646075] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:01.646112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:01.646174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:01.700315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:01.701143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:01.701232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:01.701269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:01.827082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:01.827248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:01.827300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:01.827338] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:01.830724] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-11-27T19:49:01.831024] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-11-27T19:49:01.831166] [INFO ] [sig       ] FRGE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:01.969683] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FRGE.txt
[2025-11-27T19:49:01.969883] [INFO ] [sig       ] [1328/3661] Completed FRGE in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:01.969953] [INFO ] [sig       ] [1329/3661] Forecasting FRHC...
[2025-11-27T19:49:01.970007] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-11-27T19:49:01.970062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-11-27T19:49:01.981986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-11-27T19:49:01.982352] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-11-27T19:49:01.983179] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-11-27T19:49:01.983243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:01.983286] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:01.983322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:01.983388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:02.038360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:02.039230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:02.039324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:02.039370] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:02.155222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:02.155397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:02.155450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:02.155491] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:02.158813] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=40.07%)
[2025-11-27T19:49:02.159096] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-11-27T19:49:02.159230] [INFO ] [sig       ] FRHC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:02.297843] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FRHC.txt
[2025-11-27T19:49:02.298011] [INFO ] [sig       ] [1329/3661] Completed FRHC in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:02.298064] [INFO ] [sig       ] [1330/3661] Forecasting FRME...
[2025-11-27T19:49:02.298125] [INFO ] [sig       ] Generating forecast for: FRME
[2025-11-27T19:49:02.298195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-11-27T19:49:02.309669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-11-27T19:49:02.309977] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-11-27T19:49:02.310804] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-11-27T19:49:02.310870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:02.310914] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:02.310951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:02.311015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:02.371437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:02.372221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:02.372314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:02.372360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:02.499511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:02.499707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:02.499947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:02.499986] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:02.503345] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2025-11-27T19:49:02.503648] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-11-27T19:49:02.503960] [INFO ] [sig       ] FRME: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:02.651480] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FRME.txt
[2025-11-27T19:49:02.651690] [INFO ] [sig       ] [1330/3661] Completed FRME in 0.4s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:02.651744] [INFO ] [sig       ] [1331/3661] Forecasting FRO...
[2025-11-27T19:49:02.651801] [INFO ] [sig       ] Generating forecast for: FRO
[2025-11-27T19:49:02.651834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-11-27T19:49:02.665971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-11-27T19:49:02.666367] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-11-27T19:49:02.667461] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-11-27T19:49:02.667529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:02.667596] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:02.667636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:02.667715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:02.730149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:02.731288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:02.731388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:02.731434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:02.861985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:02.862163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:02.862209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:02.862250] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:02.865919] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=11.32%)
[2025-11-27T19:49:02.866255] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-11-27T19:49:02.866452] [INFO ] [sig       ] FRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:03.046298] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FRO.txt
[2025-11-27T19:49:03.046550] [INFO ] [sig       ] [1331/3661] Completed FRO in 0.4s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:03.046662] [INFO ] [sig       ] [1332/3661] Forecasting FROG...
[2025-11-27T19:49:03.046759] [INFO ] [sig       ] Generating forecast for: FROG
[2025-11-27T19:49:03.046906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-11-27T19:49:03.062545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-11-27T19:49:03.063053] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-11-27T19:49:03.064086] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-11-27T19:49:03.064164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:03.064219] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:03.064266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:03.064358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:03.150027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:03.151080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:03.151182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:03.151252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:03.321215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:03.321451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:03.321522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:03.321568] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:03.326629] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=58.14%)
[2025-11-27T19:49:03.327084] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-11-27T19:49:03.327289] [INFO ] [sig       ] FROG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:03.516757] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FROG.txt
[2025-11-27T19:49:03.516945] [INFO ] [sig       ] [1332/3661] Completed FROG in 0.5s | 3.00 sym/s | Total: 7.4m | ETA: 13.0m
[2025-11-27T19:49:03.516994] [INFO ] [sig       ] [1333/3661] Forecasting FRPH...
[2025-11-27T19:49:03.517038] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-11-27T19:49:03.517105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-11-27T19:49:03.529514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-11-27T19:49:03.529945] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-11-27T19:49:03.530813] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-11-27T19:49:03.530881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:03.530928] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:03.530970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:03.531038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:03.590105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:03.591028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:03.591127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:03.591175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:03.718546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:03.718967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:03.719028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:03.719081] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:03.723346] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-11-27T19:49:03.723691] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-11-27T19:49:03.723846] [INFO ] [sig       ] FRPH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:03.858883] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FRPH.txt
[2025-11-27T19:49:03.859086] [INFO ] [sig       ] [1333/3661] Completed FRPH in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 12.9m
[2025-11-27T19:49:03.859139] [INFO ] [sig       ] [1334/3661] Forecasting FRSH...
[2025-11-27T19:49:03.859181] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-11-27T19:49:03.859224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-11-27T19:49:03.870992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-11-27T19:49:03.871319] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-11-27T19:49:03.872152] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-11-27T19:49:03.872217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:03.872261] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:03.872296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:03.872372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:03.927181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:03.928065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:03.928190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:03.928228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:04.048564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:04.048759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:04.048811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:04.048850] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:04.052160] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2025-11-27T19:49:04.052443] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-11-27T19:49:04.052593] [INFO ] [sig       ] FRSH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:04.189496] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FRSH.txt
[2025-11-27T19:49:04.189723] [INFO ] [sig       ] [1334/3661] Completed FRSH in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 12.9m
[2025-11-27T19:49:04.189780] [INFO ] [sig       ] [1335/3661] Forecasting FRSX...
[2025-11-27T19:49:04.189825] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-11-27T19:49:04.189866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-11-27T19:49:04.202393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-11-27T19:49:04.202837] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-11-27T19:49:04.203698] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-11-27T19:49:04.203764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:04.203810] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:04.203851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:04.203988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:04.261592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:04.262452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:04.262555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:04.262655] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:04.385146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:04.385309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:04.385357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:04.385395] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:04.388797] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-11-27T19:49:04.389077] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-11-27T19:49:04.389233] [INFO ] [sig       ] FRSX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:04.525166] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FRSX.txt
[2025-11-27T19:49:04.525339] [INFO ] [sig       ] [1335/3661] Completed FRSX in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 12.9m
[2025-11-27T19:49:04.525387] [INFO ] [sig       ] [1336/3661] Forecasting FSBC...
[2025-11-27T19:49:04.525428] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-11-27T19:49:04.525466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-11-27T19:49:04.537500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-11-27T19:49:04.537845] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-11-27T19:49:04.538709] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-11-27T19:49:04.538775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:04.538819] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:04.538858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:04.538926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:04.597045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:04.597896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:04.597989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:04.598033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:04.724184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:04.724354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:04.724407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:04.724449] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:04.727840] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-11-27T19:49:04.728155] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-11-27T19:49:04.728296] [INFO ] [sig       ] FSBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:04.867787] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FSBC.txt
[2025-11-27T19:49:04.867949] [INFO ] [sig       ] [1336/3661] Completed FSBC in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 12.9m
[2025-11-27T19:49:04.868002] [INFO ] [sig       ] [1337/3661] Forecasting FSCO...
[2025-11-27T19:49:04.868040] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-11-27T19:49:04.868098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-11-27T19:49:04.879946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-11-27T19:49:04.880264] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-11-27T19:49:04.881137] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-11-27T19:49:04.881215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:04.881260] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:04.881312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:04.881423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:04.938563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:04.939269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:04.939359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:04.939404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:05.053460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:05.053651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:05.053701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:05.053743] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:05.057063] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-11-27T19:49:05.057344] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-11-27T19:49:05.057474] [INFO ] [sig       ] FSCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:05.200565] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FSCO.txt
[2025-11-27T19:49:05.200763] [INFO ] [sig       ] [1337/3661] Completed FSCO in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 12.9m
[2025-11-27T19:49:05.200816] [INFO ] [sig       ] [1338/3661] Forecasting FSK...
[2025-11-27T19:49:05.200881] [INFO ] [sig       ] Generating forecast for: FSK
[2025-11-27T19:49:05.200920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-11-27T19:49:05.214912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-11-27T19:49:05.215520] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-11-27T19:49:05.216517] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-11-27T19:49:05.216608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:05.216687] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:05.216727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:05.216797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:05.281549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:05.282707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:05.282814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:05.282860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:05.400466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:05.400663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:05.400714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:05.400752] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:05.404098] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-11-27T19:49:05.404380] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-11-27T19:49:05.404517] [INFO ] [sig       ] FSK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:05.540079] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FSK.txt
[2025-11-27T19:49:05.540263] [INFO ] [sig       ] [1338/3661] Completed FSK in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 12.9m
[2025-11-27T19:49:05.540317] [INFO ] [sig       ] [1339/3661] Forecasting FSLY...
[2025-11-27T19:49:05.540361] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-11-27T19:49:05.540420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-11-27T19:49:05.552209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-11-27T19:49:05.552608] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-11-27T19:49:05.553400] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-11-27T19:49:05.553467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:05.553509] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:05.553545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:05.553630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:05.609320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:05.610210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:05.610302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:05.610348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:05.730539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:05.730744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:05.730795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:05.730835] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:05.734103] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=24.86%)
[2025-11-27T19:49:05.734396] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-11-27T19:49:05.734535] [INFO ] [sig       ] FSLY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:05.870415] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FSLY.txt
[2025-11-27T19:49:05.870618] [INFO ] [sig       ] [1339/3661] Completed FSLY in 0.3s | 3.00 sym/s | Total: 7.4m | ETA: 12.9m
[2025-11-27T19:49:05.870684] [INFO ] [sig       ] [1340/3661] Forecasting FSM...
[2025-11-27T19:49:05.870720] [INFO ] [sig       ] Generating forecast for: FSM
[2025-11-27T19:49:05.870757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-11-27T19:49:05.881994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-11-27T19:49:05.882340] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-11-27T19:49:05.883140] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-11-27T19:49:05.883203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:05.883244] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:05.883279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:05.883341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:05.939176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:05.940051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:05.940146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:05.940192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:06.059389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:06.059559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:06.059626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:06.059662] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:06.062962] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-11-27T19:49:06.063253] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-11-27T19:49:06.063390] [INFO ] [sig       ] FSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:06.200246] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FSM.txt
[2025-11-27T19:49:06.200424] [INFO ] [sig       ] [1340/3661] Completed FSM in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:06.200480] [INFO ] [sig       ] [1341/3661] Forecasting FSS...
[2025-11-27T19:49:06.200520] [INFO ] [sig       ] Generating forecast for: FSS
[2025-11-27T19:49:06.200591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-11-27T19:49:06.211154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-11-27T19:49:06.211508] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-11-27T19:49:06.212301] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-11-27T19:49:06.212365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:06.212406] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:06.212451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:06.212529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:06.273432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:06.274289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:06.274380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:06.274419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:06.393682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:06.393837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:06.393885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:06.393922] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:06.397145] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-11-27T19:49:06.397414] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-11-27T19:49:06.397545] [INFO ] [sig       ] FSS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:06.532625] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FSS.txt
[2025-11-27T19:49:06.532768] [INFO ] [sig       ] [1341/3661] Completed FSS in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:06.532817] [INFO ] [sig       ] [1342/3661] Forecasting FTA...
[2025-11-27T19:49:06.532854] [INFO ] [sig       ] Generating forecast for: FTA
[2025-11-27T19:49:06.532891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-11-27T19:49:06.544291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-11-27T19:49:06.544690] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-11-27T19:49:06.545481] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-11-27T19:49:06.545543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:06.545601] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:06.545640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:06.545703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:06.601901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:06.602649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:06.602742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:06.602781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:06.717943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:06.718133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:06.718184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:06.718223] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:06.721441] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-11-27T19:49:06.721730] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-11-27T19:49:06.721880] [INFO ] [sig       ] FTA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:06.860227] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTA.txt
[2025-11-27T19:49:06.860413] [INFO ] [sig       ] [1342/3661] Completed FTA in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:06.860465] [INFO ] [sig       ] [1343/3661] Forecasting FTAI...
[2025-11-27T19:49:06.860503] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-11-27T19:49:06.860556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-11-27T19:49:06.872000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-11-27T19:49:06.872339] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-11-27T19:49:06.873131] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-11-27T19:49:06.873193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:06.873234] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:06.873270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:06.873333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:06.927604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:06.928311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:06.928401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:06.928443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:07.050729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:07.050902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:07.050951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:07.050989] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:07.054234] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=42.70%)
[2025-11-27T19:49:07.054505] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-11-27T19:49:07.054656] [INFO ] [sig       ] FTAI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:07.189933] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTAI.txt
[2025-11-27T19:49:07.190104] [INFO ] [sig       ] [1343/3661] Completed FTAI in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:07.190154] [INFO ] [sig       ] [1344/3661] Forecasting FTC...
[2025-11-27T19:49:07.190194] [INFO ] [sig       ] Generating forecast for: FTC
[2025-11-27T19:49:07.190251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-11-27T19:49:07.201029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-11-27T19:49:07.201328] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-11-27T19:49:07.202110] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-11-27T19:49:07.202172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:07.202213] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:07.202250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:07.202313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:07.259278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:07.260135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:07.260226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:07.260280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:07.380555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:07.380734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:07.380809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:07.380855] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:07.384102] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2025-11-27T19:49:07.384384] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-11-27T19:49:07.384523] [INFO ] [sig       ] FTC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:07.522163] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTC.txt
[2025-11-27T19:49:07.522322] [INFO ] [sig       ] [1344/3661] Completed FTC in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:07.522374] [INFO ] [sig       ] [1345/3661] Forecasting FTCI...
[2025-11-27T19:49:07.522461] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-11-27T19:49:07.522502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-11-27T19:49:07.532960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-11-27T19:49:07.533287] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-11-27T19:49:07.534072] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-11-27T19:49:07.534135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:07.534175] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:07.534211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:07.534274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:07.589031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:07.589882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:07.589973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:07.590014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:07.709816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:07.709985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:07.710032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:07.710069] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:07.713319] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=33.58%)
[2025-11-27T19:49:07.713620] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-11-27T19:49:07.713746] [INFO ] [sig       ] FTCI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:07.847276] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTCI.txt
[2025-11-27T19:49:07.847449] [INFO ] [sig       ] [1345/3661] Completed FTCI in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:07.847501] [INFO ] [sig       ] [1346/3661] Forecasting FTCS...
[2025-11-27T19:49:07.847540] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-11-27T19:49:07.847590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-11-27T19:49:07.859192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-11-27T19:49:07.859625] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-11-27T19:49:07.860536] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-11-27T19:49:07.860632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:07.860689] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:07.860739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:07.860804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:07.918769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:07.919541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:07.919667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:07.919713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:08.043670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:08.043847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:08.043898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:08.043936] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:08.047663] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-11-27T19:49:08.048146] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-11-27T19:49:08.048358] [INFO ] [sig       ] FTCS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:08.185392] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTCS.txt
[2025-11-27T19:49:08.185558] [INFO ] [sig       ] [1346/3661] Completed FTCS in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:08.185624] [INFO ] [sig       ] [1347/3661] Forecasting FTEK...
[2025-11-27T19:49:08.185664] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-11-27T19:49:08.185701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-11-27T19:49:08.196399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-11-27T19:49:08.196779] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-11-27T19:49:08.197622] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-11-27T19:49:08.197685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:08.197728] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:08.197761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:08.197820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:08.255258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:08.256436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:08.256554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:08.256641] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:08.373111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:08.373280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:08.373330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:08.373369] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:08.376680] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-11-27T19:49:08.376959] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-11-27T19:49:08.377091] [INFO ] [sig       ] FTEK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:08.510245] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTEK.txt
[2025-11-27T19:49:08.510367] [INFO ] [sig       ] [1347/3661] Completed FTEK in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:08.510414] [INFO ] [sig       ] [1348/3661] Forecasting FTGC...
[2025-11-27T19:49:08.510452] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-11-27T19:49:08.510483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-11-27T19:49:08.521413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-11-27T19:49:08.521693] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-11-27T19:49:08.522450] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-11-27T19:49:08.522512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:08.522562] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:08.522620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:08.522684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:08.583455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:08.584131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:08.584218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:08.584258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:08.700357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:08.700500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:08.700546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:08.700602] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:08.703705] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-11-27T19:49:08.703974] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-11-27T19:49:08.704104] [INFO ] [sig       ] FTGC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:08.837716] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTGC.txt
[2025-11-27T19:49:08.837875] [INFO ] [sig       ] [1348/3661] Completed FTGC in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:08.837924] [INFO ] [sig       ] [1349/3661] Forecasting FTGS...
[2025-11-27T19:49:08.837964] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-11-27T19:49:08.838002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-11-27T19:49:08.849175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-11-27T19:49:08.849436] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-11-27T19:49:08.850210] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-11-27T19:49:08.850271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:08.850311] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:08.850347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:08.850411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:08.904740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:08.905335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:08.905421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:08.905461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:09.023267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:09.023382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:09.023429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:09.023466] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:09.026486] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-11-27T19:49:09.026771] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-11-27T19:49:09.026897] [INFO ] [sig       ] FTGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:09.165980] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTGS.txt
[2025-11-27T19:49:09.166162] [INFO ] [sig       ] [1349/3661] Completed FTGS in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:09.166229] [INFO ] [sig       ] [1350/3661] Forecasting FTHI...
[2025-11-27T19:49:09.166276] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-11-27T19:49:09.166338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-11-27T19:49:09.180433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-11-27T19:49:09.180805] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-11-27T19:49:09.181751] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-11-27T19:49:09.181826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:09.181878] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:09.181923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:09.182010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:09.240477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:09.241089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:09.241175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:09.241216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:09.354224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:09.354384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:09.354432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:09.354471] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:09.357685] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-11-27T19:49:09.357953] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-11-27T19:49:09.358083] [INFO ] [sig       ] FTHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:09.493280] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTHI.txt
[2025-11-27T19:49:09.493454] [INFO ] [sig       ] [1350/3661] Completed FTHI in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.9m
[2025-11-27T19:49:09.493503] [INFO ] [sig       ] [1351/3661] Forecasting FTHM...
[2025-11-27T19:49:09.493539] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-11-27T19:49:09.493597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-11-27T19:49:09.504564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-11-27T19:49:09.504942] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-11-27T19:49:09.505737] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-11-27T19:49:09.505798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:09.505839] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:09.505876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:09.505940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:09.561500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:09.562357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:09.562453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:09.562495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:09.687355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:09.687508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:09.687558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:09.687614] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:09.691031] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-11-27T19:49:09.691316] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-11-27T19:49:09.691449] [INFO ] [sig       ] FTHM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:09.831877] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTHM.txt
[2025-11-27T19:49:09.832051] [INFO ] [sig       ] [1351/3661] Completed FTHM in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.8m
[2025-11-27T19:49:09.832102] [INFO ] [sig       ] [1352/3661] Forecasting FTHY...
[2025-11-27T19:49:09.832147] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-11-27T19:49:09.832185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-11-27T19:49:09.843131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-11-27T19:49:09.843448] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-11-27T19:49:09.844253] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-11-27T19:49:09.844327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:09.844381] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:09.844443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:09.844547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:09.900478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:09.901313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:09.901417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:09.901482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:10.015507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:10.015704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:10.015769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:10.015832] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:10.019227] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-11-27T19:49:10.019550] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-11-27T19:49:10.019729] [INFO ] [sig       ] FTHY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:10.153639] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTHY.txt
[2025-11-27T19:49:10.153834] [INFO ] [sig       ] [1352/3661] Completed FTHY in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.8m
[2025-11-27T19:49:10.153902] [INFO ] [sig       ] [1353/3661] Forecasting FTI...
[2025-11-27T19:49:10.154014] [INFO ] [sig       ] Generating forecast for: FTI
[2025-11-27T19:49:10.154069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-11-27T19:49:10.164912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-11-27T19:49:10.165238] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-11-27T19:49:10.166053] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-11-27T19:49:10.166118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:10.166160] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:10.166195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:10.166258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:10.222197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:10.223086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:10.223182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:10.223221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:10.341927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:10.342108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:10.342157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:10.342196] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:10.345563] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-11-27T19:49:10.345872] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-11-27T19:49:10.346010] [INFO ] [sig       ] FTI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:10.485121] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTI.txt
[2025-11-27T19:49:10.485279] [INFO ] [sig       ] [1353/3661] Completed FTI in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.8m
[2025-11-27T19:49:10.485328] [INFO ] [sig       ] [1354/3661] Forecasting FTK...
[2025-11-27T19:49:10.485362] [INFO ] [sig       ] Generating forecast for: FTK
[2025-11-27T19:49:10.485416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-11-27T19:49:10.496717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-11-27T19:49:10.497016] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-11-27T19:49:10.497817] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-11-27T19:49:10.497881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:10.497921] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:10.497955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:10.498018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:10.556824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:10.557711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:10.557808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:10.557850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:10.675762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:10.675928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:10.675977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:10.676015] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:10.679355] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=33.44%)
[2025-11-27T19:49:10.679647] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-11-27T19:49:10.679780] [INFO ] [sig       ] FTK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:10.819200] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTK.txt
[2025-11-27T19:49:10.819439] [INFO ] [sig       ] [1354/3661] Completed FTK in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.8m
[2025-11-27T19:49:10.819538] [INFO ] [sig       ] [1355/3661] Forecasting FTLF...
[2025-11-27T19:49:10.819624] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-11-27T19:49:10.819694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-11-27T19:49:10.834621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-11-27T19:49:10.835089] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-11-27T19:49:10.836202] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-11-27T19:49:10.836285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:10.836343] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:10.836402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:10.836508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:10.905042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:10.905962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:10.906066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:10.906112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:11.015821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:11.016003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:11.016044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:11.016099] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:11.019411] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2025-11-27T19:49:11.019727] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-11-27T19:49:11.019870] [INFO ] [sig       ] FTLF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:11.159615] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTLF.txt
[2025-11-27T19:49:11.159799] [INFO ] [sig       ] [1355/3661] Completed FTLF in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.8m
[2025-11-27T19:49:11.159849] [INFO ] [sig       ] [1356/3661] Forecasting FTQI...
[2025-11-27T19:49:11.159883] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-11-27T19:49:11.159938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-11-27T19:49:11.170757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-11-27T19:49:11.171042] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-11-27T19:49:11.171836] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-11-27T19:49:11.171898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:11.171935] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:11.171971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:11.172043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:11.227462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:11.228360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:11.228455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:11.228497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:11.345501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:11.345689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:11.345743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:11.345779] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:11.349173] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=51.75%)
[2025-11-27T19:49:11.349465] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-11-27T19:49:11.349641] [INFO ] [sig       ] FTQI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:11.489944] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTQI.txt
[2025-11-27T19:49:11.490120] [INFO ] [sig       ] [1356/3661] Completed FTQI in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.8m
[2025-11-27T19:49:11.490171] [INFO ] [sig       ] [1357/3661] Forecasting FTRE...
[2025-11-27T19:49:11.490207] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-11-27T19:49:11.490244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-11-27T19:49:11.501264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-11-27T19:49:11.501631] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-11-27T19:49:11.502438] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-11-27T19:49:11.502504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:11.502548] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:11.502606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:11.502676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:11.561175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:11.562265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:11.562362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:11.562424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:11.688015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:11.688220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:11.688276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:11.688321] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:11.691786] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-11-27T19:49:11.692088] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-11-27T19:49:11.692242] [INFO ] [sig       ] FTRE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:11.836669] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTRE.txt
[2025-11-27T19:49:11.836869] [INFO ] [sig       ] [1357/3661] Completed FTRE in 0.3s | 3.00 sym/s | Total: 7.5m | ETA: 12.8m
[2025-11-27T19:49:11.836938] [INFO ] [sig       ] [1358/3661] Forecasting FTRI...
[2025-11-27T19:49:11.836989] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-11-27T19:49:11.837057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-11-27T19:49:11.848791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-11-27T19:49:11.849154] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-11-27T19:49:11.850012] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-11-27T19:49:11.850078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:11.850121] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:11.850158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:11.850224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:11.911075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:11.912124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:11.912233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:11.912289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:12.041392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:12.041587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:12.041649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:12.041691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:12.045326] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2025-11-27T19:49:12.045660] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-11-27T19:49:12.045807] [INFO ] [sig       ] FTRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:12.202610] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTRI.txt
[2025-11-27T19:49:12.202806] [INFO ] [sig       ] [1358/3661] Completed FTRI in 0.4s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:12.202859] [INFO ] [sig       ] [1359/3661] Forecasting FTS...
[2025-11-27T19:49:12.202918] [INFO ] [sig       ] Generating forecast for: FTS
[2025-11-27T19:49:12.202952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-11-27T19:49:12.214252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-11-27T19:49:12.214642] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-11-27T19:49:12.215437] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-11-27T19:49:12.215502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:12.215553] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:12.215626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:12.215709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:12.271487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:12.272317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:12.272412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:12.272460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:12.396620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:12.396774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:12.396823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:12.396861] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:12.400367] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-11-27T19:49:12.400682] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-11-27T19:49:12.400832] [INFO ] [sig       ] FTS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:12.537804] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTS.txt
[2025-11-27T19:49:12.537944] [INFO ] [sig       ] [1359/3661] Completed FTS in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:12.537993] [INFO ] [sig       ] [1360/3661] Forecasting FTSL...
[2025-11-27T19:49:12.538059] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-11-27T19:49:12.538128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-11-27T19:49:12.548367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-11-27T19:49:12.548675] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-11-27T19:49:12.549473] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-11-27T19:49:12.549536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:12.549597] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:12.549635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:12.549745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:12.604273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:12.604905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:12.604991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:12.605042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:12.722031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:12.722175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:12.722221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:12.722257] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:12.725436] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-11-27T19:49:12.725759] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-11-27T19:49:12.725914] [INFO ] [sig       ] FTSL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:12.860709] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTSL.txt
[2025-11-27T19:49:12.860837] [INFO ] [sig       ] [1360/3661] Completed FTSL in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:12.860891] [INFO ] [sig       ] [1361/3661] Forecasting FTSM...
[2025-11-27T19:49:12.860924] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-11-27T19:49:12.860971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-11-27T19:49:12.871496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-11-27T19:49:12.871806] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-11-27T19:49:12.872606] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-11-27T19:49:12.872668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:12.872717] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:12.872761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:12.872850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:12.927798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:12.928432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:12.928518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:12.928560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:13.027639] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:13.027772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:13.027818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:13.027855] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:13.031010] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-11-27T19:49:13.031299] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-11-27T19:49:13.031434] [INFO ] [sig       ] FTSM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:13.168052] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTSM.txt
[2025-11-27T19:49:13.168260] [INFO ] [sig       ] [1361/3661] Completed FTSM in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:13.168326] [INFO ] [sig       ] [1362/3661] Forecasting FTXG...
[2025-11-27T19:49:13.168398] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-11-27T19:49:13.168447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-11-27T19:49:13.178985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-11-27T19:49:13.179319] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-11-27T19:49:13.180103] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-11-27T19:49:13.180165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:13.180205] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:13.180241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:13.180304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:13.235138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:13.235767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:13.235867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:13.235912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:13.341948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:13.342086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:13.342135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:13.342170] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:13.345344] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-11-27T19:49:13.345637] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-11-27T19:49:13.345778] [INFO ] [sig       ] FTXG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:13.483330] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTXG.txt
[2025-11-27T19:49:13.483499] [INFO ] [sig       ] [1362/3661] Completed FTXG in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:13.483561] [INFO ] [sig       ] [1363/3661] Forecasting FTXL...
[2025-11-27T19:49:13.483652] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-11-27T19:49:13.483706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-11-27T19:49:13.494566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-11-27T19:49:13.494862] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-11-27T19:49:13.495679] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-11-27T19:49:13.495739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:13.495782] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:13.495821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:13.495918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:13.550835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:13.551437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:13.551533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:13.551587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:13.672606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:13.672742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:13.672790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:13.672824] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:13.676035] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-11-27T19:49:13.676314] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-11-27T19:49:13.676462] [INFO ] [sig       ] FTXL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:13.814958] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FTXL.txt
[2025-11-27T19:49:13.815127] [INFO ] [sig       ] [1363/3661] Completed FTXL in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:13.815183] [INFO ] [sig       ] [1364/3661] Forecasting FTXN...
[2025-11-27T19:49:13.815222] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-11-27T19:49:13.815277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-11-27T19:49:13.825913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-11-27T19:49:13.826170] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-11-27T19:49:13.826988] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-11-27T19:49:13.827051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:13.827092] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:13.827137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:13.827209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:13.882040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:13.882713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:13.882806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:13.882853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:13.996623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:13.996778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:13.996826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:13.996860] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:14.000181] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-11-27T19:49:14.000469] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-11-27T19:49:14.000619] [INFO ] [sig       ] FTXN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:14.137200] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTXN.txt
[2025-11-27T19:49:14.137404] [INFO ] [sig       ] [1364/3661] Completed FTXN in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:14.137459] [INFO ] [sig       ] [1365/3661] Forecasting FTXO...
[2025-11-27T19:49:14.137493] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-11-27T19:49:14.137582] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-11-27T19:49:14.149073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-11-27T19:49:14.149393] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-11-27T19:49:14.150207] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-11-27T19:49:14.150271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:14.150312] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:14.150347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:14.150439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:14.208538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:14.209204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:14.209307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:14.209352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:14.327501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:14.327649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:14.327697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:14.327731] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:14.331186] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-11-27T19:49:14.331478] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-11-27T19:49:14.331628] [INFO ] [sig       ] FTXO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:14.473056] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FTXO.txt
[2025-11-27T19:49:14.473198] [INFO ] [sig       ] [1365/3661] Completed FTXO in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:14.473247] [INFO ] [sig       ] [1366/3661] Forecasting FUBO...
[2025-11-27T19:49:14.473284] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-11-27T19:49:14.473324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-11-27T19:49:14.484074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-11-27T19:49:14.484397] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-11-27T19:49:14.485244] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-11-27T19:49:14.485310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:14.485354] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:14.485393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:14.485459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:14.541688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:14.542352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:14.542441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:14.542484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:14.662804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:14.662958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:14.663010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:14.663043] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:14.666473] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-11-27T19:49:14.666783] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-11-27T19:49:14.666923] [INFO ] [sig       ] FUBO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:14.808228] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FUBO.txt
[2025-11-27T19:49:14.808383] [INFO ] [sig       ] [1366/3661] Completed FUBO in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:14.808448] [INFO ] [sig       ] [1367/3661] Forecasting FUL...
[2025-11-27T19:49:14.808512] [INFO ] [sig       ] Generating forecast for: FUL
[2025-11-27T19:49:14.808555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-11-27T19:49:14.819258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-11-27T19:49:14.819550] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-11-27T19:49:14.820412] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-11-27T19:49:14.820477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:14.820529] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:14.820602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:14.820681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:14.877883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:14.878536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:14.878641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:14.878694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:15.002335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:15.002519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:15.002582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:15.002637] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:15.005938] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-11-27T19:49:15.006232] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-11-27T19:49:15.006378] [INFO ] [sig       ] FUL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:15.145905] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FUL.txt
[2025-11-27T19:49:15.146042] [INFO ] [sig       ] [1367/3661] Completed FUL in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:15.146092] [INFO ] [sig       ] [1368/3661] Forecasting FULC...
[2025-11-27T19:49:15.146126] [INFO ] [sig       ] Generating forecast for: FULC
[2025-11-27T19:49:15.146168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-11-27T19:49:15.156994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-11-27T19:49:15.157305] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-11-27T19:49:15.158171] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-11-27T19:49:15.158235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:15.158278] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:15.158315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:15.158394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:15.215317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:15.215966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:15.216055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:15.216098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:15.338242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:15.338388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:15.338435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:15.338469] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:15.341666] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-11-27T19:49:15.341987] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-11-27T19:49:15.342126] [INFO ] [sig       ] FULC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:15.480690] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FULC.txt
[2025-11-27T19:49:15.480831] [INFO ] [sig       ] [1368/3661] Completed FULC in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.8m
[2025-11-27T19:49:15.480886] [INFO ] [sig       ] [1369/3661] Forecasting FUN...
[2025-11-27T19:49:15.480922] [INFO ] [sig       ] Generating forecast for: FUN
[2025-11-27T19:49:15.480972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-11-27T19:49:15.492430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-11-27T19:49:15.492754] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-11-27T19:49:15.493671] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-11-27T19:49:15.493740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:15.493791] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:15.493837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:15.493917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:15.550560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:15.551191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:15.551277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:15.551314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:15.668315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:15.668468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:15.668517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:15.668554] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:15.671893] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-11-27T19:49:15.672167] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-11-27T19:49:15.672304] [INFO ] [sig       ] FUN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:15.812649] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FUN.txt
[2025-11-27T19:49:15.812806] [INFO ] [sig       ] [1369/3661] Completed FUN in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.7m
[2025-11-27T19:49:15.812865] [INFO ] [sig       ] [1370/3661] Forecasting FUNC...
[2025-11-27T19:49:15.812910] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-11-27T19:49:15.812972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-11-27T19:49:15.824030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-11-27T19:49:15.824363] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-11-27T19:49:15.825185] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-11-27T19:49:15.825247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:15.825287] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:15.825323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:15.825394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:15.880005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:15.880620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:15.880705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:15.880750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:15.998923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:15.999065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:15.999111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:15.999148] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:16.002359] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-11-27T19:49:16.002662] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-11-27T19:49:16.002809] [INFO ] [sig       ] FUNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:16.138353] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FUNC.txt
[2025-11-27T19:49:16.138504] [INFO ] [sig       ] [1370/3661] Completed FUNC in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.7m
[2025-11-27T19:49:16.138554] [INFO ] [sig       ] [1371/3661] Forecasting FUND...
[2025-11-27T19:49:16.138608] [INFO ] [sig       ] Generating forecast for: FUND
[2025-11-27T19:49:16.138648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-11-27T19:49:16.149314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-11-27T19:49:16.149643] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-11-27T19:49:16.150451] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-11-27T19:49:16.150520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:16.150598] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:16.150656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:16.150748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:16.206561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:16.207207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:16.207302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:16.207366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:16.319427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:16.319631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:16.319702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:16.319758] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:16.323014] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-11-27T19:49:16.323305] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-11-27T19:49:16.323461] [INFO ] [sig       ] FUND: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:16.457369] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FUND.txt
[2025-11-27T19:49:16.457526] [INFO ] [sig       ] [1371/3661] Completed FUND in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.7m
[2025-11-27T19:49:16.457606] [INFO ] [sig       ] [1372/3661] Forecasting FVCB...
[2025-11-27T19:49:16.457665] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-11-27T19:49:16.457742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-11-27T19:49:16.471932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-11-27T19:49:16.472354] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-11-27T19:49:16.473222] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-11-27T19:49:16.473304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:16.473366] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:16.473426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:16.473522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:16.528647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:16.529478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:16.529596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:16.529665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:16.641021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:16.641202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:16.641268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:16.641328] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:16.644725] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=30.20%)
[2025-11-27T19:49:16.645021] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-11-27T19:49:16.645181] [INFO ] [sig       ] FVCB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:16.779369] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FVCB.txt
[2025-11-27T19:49:16.779548] [INFO ] [sig       ] [1372/3661] Completed FVCB in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.7m
[2025-11-27T19:49:16.779645] [INFO ] [sig       ] [1373/3661] Forecasting FWONA...
[2025-11-27T19:49:16.779714] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-11-27T19:49:16.779771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-11-27T19:49:16.790777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-11-27T19:49:16.791047] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-11-27T19:49:16.791837] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-11-27T19:49:16.791899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:16.791946] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:16.791991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:16.792067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:16.849186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:16.849981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:16.850072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:16.850122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:16.966444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:16.966639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:16.966690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:16.966728] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:16.970074] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-11-27T19:49:16.970369] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-11-27T19:49:16.970506] [INFO ] [sig       ] FWONA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:17.106558] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FWONA.txt
[2025-11-27T19:49:17.106736] [INFO ] [sig       ] [1373/3661] Completed FWONA in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.7m
[2025-11-27T19:49:17.106795] [INFO ] [sig       ] [1374/3661] Forecasting FWONK...
[2025-11-27T19:49:17.106862] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-11-27T19:49:17.106915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-11-27T19:49:17.117849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-11-27T19:49:17.118222] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-11-27T19:49:17.119007] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-11-27T19:49:17.119069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:17.119117] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:17.119160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:17.119235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:17.174080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:17.174950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:17.175042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:17.175091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:17.289864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:17.290029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:17.290077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:17.290114] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:17.293389] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-11-27T19:49:17.293687] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-11-27T19:49:17.293827] [INFO ] [sig       ] FWONK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:17.431764] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FWONK.txt
[2025-11-27T19:49:17.431935] [INFO ] [sig       ] [1374/3661] Completed FWONK in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.7m
[2025-11-27T19:49:17.431984] [INFO ] [sig       ] [1375/3661] Forecasting FWRD...
[2025-11-27T19:49:17.432027] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-11-27T19:49:17.432064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-11-27T19:49:17.443038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-11-27T19:49:17.443361] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-11-27T19:49:17.444191] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-11-27T19:49:17.444253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:17.444302] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:17.444345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:17.444424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:17.500322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:17.501194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:17.501286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:17.501338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:17.622945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:17.623122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:17.623169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:17.623205] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:17.626475] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-11-27T19:49:17.626790] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-11-27T19:49:17.626942] [INFO ] [sig       ] FWRD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:17.762548] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FWRD.txt
[2025-11-27T19:49:17.762735] [INFO ] [sig       ] [1375/3661] Completed FWRD in 0.3s | 3.00 sym/s | Total: 7.6m | ETA: 12.7m
[2025-11-27T19:49:17.762794] [INFO ] [sig       ] [1376/3661] Forecasting FWRG...
[2025-11-27T19:49:17.762828] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-11-27T19:49:17.762867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-11-27T19:49:17.773908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-11-27T19:49:17.774238] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-11-27T19:49:17.775092] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-11-27T19:49:17.775157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:17.775199] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:17.775235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:17.775299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:17.834773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:17.835537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:17.835647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:17.835690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:17.956377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:17.956539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:17.956602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:17.956641] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:17.959864] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-11-27T19:49:17.960134] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-11-27T19:49:17.960265] [INFO ] [sig       ] FWRG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:18.095311] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/FWRG.txt
[2025-11-27T19:49:18.095454] [INFO ] [sig       ] [1376/3661] Completed FWRG in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:18.095502] [INFO ] [sig       ] [1377/3661] Forecasting FYC...
[2025-11-27T19:49:18.095538] [INFO ] [sig       ] Generating forecast for: FYC
[2025-11-27T19:49:18.095592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-11-27T19:49:18.105634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-11-27T19:49:18.105928] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-11-27T19:49:18.106841] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-11-27T19:49:18.106937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:18.106986] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:18.107028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:18.107104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:18.166692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:18.167590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:18.167687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:18.167735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:18.292982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:18.293142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:18.293192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:18.293230] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:18.296677] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-11-27T19:49:18.297007] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-11-27T19:49:18.297149] [INFO ] [sig       ] FYC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:18.434718] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FYC.txt
[2025-11-27T19:49:18.434867] [INFO ] [sig       ] [1377/3661] Completed FYC in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:18.434916] [INFO ] [sig       ] [1378/3661] Forecasting FYX...
[2025-11-27T19:49:18.434953] [INFO ] [sig       ] Generating forecast for: FYX
[2025-11-27T19:49:18.435013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-11-27T19:49:18.445948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-11-27T19:49:18.446263] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-11-27T19:49:18.447077] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-11-27T19:49:18.447140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:18.447182] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:18.447219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:18.447283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:18.506648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:18.507405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:18.507494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:18.507538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:18.632061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:18.632236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:18.632286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:18.632327] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:18.635552] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2025-11-27T19:49:18.635840] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-11-27T19:49:18.635967] [INFO ] [sig       ] FYX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:18.773393] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/FYX.txt
[2025-11-27T19:49:18.773566] [INFO ] [sig       ] [1378/3661] Completed FYX in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:18.773630] [INFO ] [sig       ] [1379/3661] Forecasting G...
[2025-11-27T19:49:18.773667] [INFO ] [sig       ] Generating forecast for: G
[2025-11-27T19:49:18.773707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-11-27T19:49:18.784147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-11-27T19:49:18.784435] [INFO ] [FORECASTER] Starting predict_future for G
[2025-11-27T19:49:18.785247] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-11-27T19:49:18.785308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:18.785347] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:18.785381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:18.785442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:18.844839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:18.845642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:18.845737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:18.845783] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:18.969063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:18.969246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:18.969297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:18.969335] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:18.972675] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-11-27T19:49:18.972960] [INFO ] [FORECASTER] Completed predict_future for G
[2025-11-27T19:49:18.973108] [INFO ] [sig       ] G: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:19.109160] [INFO ] [LOCAL     ] Saved forecast: G	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/G.txt
[2025-11-27T19:49:19.109321] [INFO ] [sig       ] [1379/3661] Completed G in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:19.109374] [INFO ] [sig       ] [1380/3661] Forecasting GAB...
[2025-11-27T19:49:19.109413] [INFO ] [sig       ] Generating forecast for: GAB
[2025-11-27T19:49:19.109469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-11-27T19:49:19.119829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-11-27T19:49:19.120144] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-11-27T19:49:19.120952] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-11-27T19:49:19.121015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:19.121055] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:19.121091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:19.121154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:19.180326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:19.181023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:19.181112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:19.181157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:19.302932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:19.303085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:19.303138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:19.303176] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:19.306496] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=63.56%)
[2025-11-27T19:49:19.306798] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-11-27T19:49:19.306931] [INFO ] [sig       ] GAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:19.444252] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GAB.txt
[2025-11-27T19:49:19.444407] [INFO ] [sig       ] [1380/3661] Completed GAB in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:19.444457] [INFO ] [sig       ] [1381/3661] Forecasting GABC...
[2025-11-27T19:49:19.444497] [INFO ] [sig       ] Generating forecast for: GABC
[2025-11-27T19:49:19.444536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-11-27T19:49:19.455219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-11-27T19:49:19.455515] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-11-27T19:49:19.456307] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-11-27T19:49:19.456378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:19.456420] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:19.456457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:19.456521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:19.516197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:19.516987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:19.517080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:19.517123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:19.633523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:19.633711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:19.633768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:19.633805] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:19.637193] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-11-27T19:49:19.637486] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-11-27T19:49:19.637645] [INFO ] [sig       ] GABC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:19.778358] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GABC.txt
[2025-11-27T19:49:19.778519] [INFO ] [sig       ] [1381/3661] Completed GABC in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:19.778567] [INFO ] [sig       ] [1382/3661] Forecasting GAIA...
[2025-11-27T19:49:19.778621] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-11-27T19:49:19.778675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-11-27T19:49:19.789141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-11-27T19:49:19.789511] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-11-27T19:49:19.790477] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-11-27T19:49:19.790542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:19.790604] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:19.790640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:19.790705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:19.851080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:19.851937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:19.852028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:19.852071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:19.975627] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:19.975794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:19.975844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:19.975879] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:19.979276] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=81.41%)
[2025-11-27T19:49:19.979584] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-11-27T19:49:19.979739] [INFO ] [sig       ] GAIA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:20.131443] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GAIA.txt
[2025-11-27T19:49:20.131638] [INFO ] [sig       ] [1382/3661] Completed GAIA in 0.4s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:20.131705] [INFO ] [sig       ] [1383/3661] Forecasting GAIN...
[2025-11-27T19:49:20.131777] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-11-27T19:49:20.131821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-11-27T19:49:20.143216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-11-27T19:49:20.143567] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-11-27T19:49:20.144367] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-11-27T19:49:20.144431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:20.144485] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:20.144522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:20.144604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:20.203832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:20.204505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:20.204610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:20.204655] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:20.321590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:20.321758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:20.321806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:20.321845] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:20.325158] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=29.09%)
[2025-11-27T19:49:20.325436] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-11-27T19:49:20.325588] [INFO ] [sig       ] GAIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:20.464827] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GAIN.txt
[2025-11-27T19:49:20.464988] [INFO ] [sig       ] [1383/3661] Completed GAIN in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:20.465036] [INFO ] [sig       ] [1384/3661] Forecasting GAM...
[2025-11-27T19:49:20.465073] [INFO ] [sig       ] Generating forecast for: GAM
[2025-11-27T19:49:20.465109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-11-27T19:49:20.475822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-11-27T19:49:20.476169] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-11-27T19:49:20.476975] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-11-27T19:49:20.477039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:20.477081] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:20.477121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:20.477183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:20.539280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:20.540148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:20.540241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:20.540286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:20.655868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:20.656060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:20.656108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:20.656140] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:20.659409] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=39.74%)
[2025-11-27T19:49:20.659702] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-11-27T19:49:20.659830] [INFO ] [sig       ] GAM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:20.795764] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GAM.txt
[2025-11-27T19:49:20.795928] [INFO ] [sig       ] [1384/3661] Completed GAM in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:20.795983] [INFO ] [sig       ] [1385/3661] Forecasting GAMB...
[2025-11-27T19:49:20.796029] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-11-27T19:49:20.796074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-11-27T19:49:20.807715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-11-27T19:49:20.808048] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-11-27T19:49:20.808851] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-11-27T19:49:20.808919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:20.808969] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:20.809014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:20.809090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:20.864917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:20.865612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:20.865701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:20.865744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:20.988126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:20.988298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:20.988347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:20.988385] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:20.991632] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-11-27T19:49:20.991902] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-11-27T19:49:20.992036] [INFO ] [sig       ] GAMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:21.126276] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GAMB.txt
[2025-11-27T19:49:21.126428] [INFO ] [sig       ] [1385/3661] Completed GAMB in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:21.126476] [INFO ] [sig       ] [1386/3661] Forecasting GANX...
[2025-11-27T19:49:21.126512] [INFO ] [sig       ] Generating forecast for: GANX
[2025-11-27T19:49:21.126568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-11-27T19:49:21.137068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-11-27T19:49:21.137372] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-11-27T19:49:21.138181] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-11-27T19:49:21.138242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:21.138283] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:21.138319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:21.138380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:21.193648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:21.194326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:21.194414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:21.194456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:21.312431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:21.312607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:21.312656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:21.312695] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:21.315911] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-11-27T19:49:21.316191] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-11-27T19:49:21.316320] [INFO ] [sig       ] GANX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:21.450620] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GANX.txt
[2025-11-27T19:49:21.450767] [INFO ] [sig       ] [1386/3661] Completed GANX in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.7m
[2025-11-27T19:49:21.450822] [INFO ] [sig       ] [1387/3661] Forecasting GASS...
[2025-11-27T19:49:21.450855] [INFO ] [sig       ] Generating forecast for: GASS
[2025-11-27T19:49:21.450915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-11-27T19:49:21.461234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-11-27T19:49:21.461518] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-11-27T19:49:21.462318] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-11-27T19:49:21.462380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:21.462423] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:21.462467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:21.462543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:21.518457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:21.519311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:21.519403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:21.519454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:21.639802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:21.639971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:21.640035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:21.640089] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:21.643408] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-11-27T19:49:21.643712] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-11-27T19:49:21.643857] [INFO ] [sig       ] GASS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:21.801711] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GASS.txt
[2025-11-27T19:49:21.801868] [INFO ] [sig       ] [1387/3661] Completed GASS in 0.4s | 3.00 sym/s | Total: 7.7m | ETA: 12.6m
[2025-11-27T19:49:21.801918] [INFO ] [sig       ] [1388/3661] Forecasting GATX...
[2025-11-27T19:49:21.801990] [INFO ] [sig       ] Generating forecast for: GATX
[2025-11-27T19:49:21.802043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-11-27T19:49:21.813387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-11-27T19:49:21.813737] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-11-27T19:49:21.814540] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-11-27T19:49:21.814631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:21.814686] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:21.814736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:21.814825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:21.871381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:21.872111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:21.872210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:21.872266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:21.996316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:21.996486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:21.996549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:21.996617] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:22.000257] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-11-27T19:49:22.000550] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-11-27T19:49:22.000731] [INFO ] [sig       ] GATX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:22.139302] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GATX.txt
[2025-11-27T19:49:22.139455] [INFO ] [sig       ] [1388/3661] Completed GATX in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.6m
[2025-11-27T19:49:22.139503] [INFO ] [sig       ] [1389/3661] Forecasting GAUZ...
[2025-11-27T19:49:22.139543] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-11-27T19:49:22.139597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-11-27T19:49:22.150632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-11-27T19:49:22.151001] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-11-27T19:49:22.151870] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-11-27T19:49:22.151939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:22.151999] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:22.152052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:22.152147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:22.209200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:22.209934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:22.210038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:22.210093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:22.326285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:22.326452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:22.326501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:22.326540] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:22.329831] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-11-27T19:49:22.330103] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-11-27T19:49:22.330235] [INFO ] [sig       ] GAUZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:22.467391] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GAUZ.txt
[2025-11-27T19:49:22.467599] [INFO ] [sig       ] [1389/3661] Completed GAUZ in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.6m
[2025-11-27T19:49:22.467666] [INFO ] [sig       ] [1390/3661] Forecasting GBAB...
[2025-11-27T19:49:22.467741] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-11-27T19:49:22.467782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-11-27T19:49:22.480119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-11-27T19:49:22.480479] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-11-27T19:49:22.481308] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-11-27T19:49:22.481371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:22.481413] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:22.481448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:22.481521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:22.539793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:22.540743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:22.540842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:22.540886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:22.661648] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:22.661817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:22.661886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:22.661927] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:22.665301] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-11-27T19:49:22.665589] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-11-27T19:49:22.665723] [INFO ] [sig       ] GBAB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:22.802163] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GBAB.txt
[2025-11-27T19:49:22.802312] [INFO ] [sig       ] [1390/3661] Completed GBAB in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.6m
[2025-11-27T19:49:22.802361] [INFO ] [sig       ] [1391/3661] Forecasting GBCI...
[2025-11-27T19:49:22.802397] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-11-27T19:49:22.802433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-11-27T19:49:22.813671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-11-27T19:49:22.814068] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-11-27T19:49:22.814913] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-11-27T19:49:22.814982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:22.815046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:22.815100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:22.815192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:22.872145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:22.872889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:22.872986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:22.873061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:23.006648] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:23.006818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:23.006867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:23.006907] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:23.010258] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2025-11-27T19:49:23.010544] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-11-27T19:49:23.010699] [INFO ] [sig       ] GBCI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:23.151315] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GBCI.txt
[2025-11-27T19:49:23.151479] [INFO ] [sig       ] [1391/3661] Completed GBCI in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.6m
[2025-11-27T19:49:23.151529] [INFO ] [sig       ] [1392/3661] Forecasting GBDC...
[2025-11-27T19:49:23.151603] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-11-27T19:49:23.151644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-11-27T19:49:23.162681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-11-27T19:49:23.163019] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-11-27T19:49:23.163845] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-11-27T19:49:23.163908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:23.163949] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:23.163995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:23.164099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:23.219881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:23.220615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:23.220728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:23.220774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:23.339264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:23.339426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:23.339476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:23.339515] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:23.342919] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-11-27T19:49:23.343211] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-11-27T19:49:23.343353] [INFO ] [sig       ] GBDC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:23.481277] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GBDC.txt
[2025-11-27T19:49:23.481430] [INFO ] [sig       ] [1392/3661] Completed GBDC in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.6m
[2025-11-27T19:49:23.481480] [INFO ] [sig       ] [1393/3661] Forecasting GBIO...
[2025-11-27T19:49:23.481549] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-11-27T19:49:23.481606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-11-27T19:49:23.491700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-11-27T19:49:23.492033] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-11-27T19:49:23.492901] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-11-27T19:49:23.492980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:23.493040] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:23.493090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:23.493176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:23.549401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:23.550101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:23.550198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:23.550254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:23.664907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:23.665070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:23.665119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:23.665157] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:23.668406] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: UP (p=89.17%)
[2025-11-27T19:49:23.668705] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-11-27T19:49:23.668838] [INFO ] [sig       ] GBIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:23.806772] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GBIO.txt
[2025-11-27T19:49:23.806931] [INFO ] [sig       ] [1393/3661] Completed GBIO in 0.3s | 3.00 sym/s | Total: 7.7m | ETA: 12.6m
[2025-11-27T19:49:23.806981] [INFO ] [sig       ] [1394/3661] Forecasting GBTG...
[2025-11-27T19:49:23.807019] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-11-27T19:49:23.807091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-11-27T19:49:23.817927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-11-27T19:49:23.818330] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-11-27T19:49:23.819196] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-11-27T19:49:23.819263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:23.819324] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:23.819372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:23.819457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:23.875064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:23.875924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:23.876026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:23.876070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:24.010843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:24.011023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:24.011077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:24.011116] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:24.014616] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-11-27T19:49:24.014917] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-11-27T19:49:24.015067] [INFO ] [sig       ] GBTG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:24.159740] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GBTG.txt
[2025-11-27T19:49:24.159915] [INFO ] [sig       ] [1394/3661] Completed GBTG in 0.4s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:24.159969] [INFO ] [sig       ] [1395/3661] Forecasting GBX...
[2025-11-27T19:49:24.160007] [INFO ] [sig       ] Generating forecast for: GBX
[2025-11-27T19:49:24.160045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-11-27T19:49:24.171638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-11-27T19:49:24.171995] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-11-27T19:49:24.172796] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-11-27T19:49:24.172866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:24.172919] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:24.173004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:24.173079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:24.231532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:24.232385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:24.232482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:24.232533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:24.345859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:24.346030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:24.346082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:24.346142] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:24.349481] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=47.78%)
[2025-11-27T19:49:24.349781] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-11-27T19:49:24.349927] [INFO ] [sig       ] GBX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:24.491692] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GBX.txt
[2025-11-27T19:49:24.491853] [INFO ] [sig       ] [1395/3661] Completed GBX in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:24.491919] [INFO ] [sig       ] [1396/3661] Forecasting GCBC...
[2025-11-27T19:49:24.491986] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-11-27T19:49:24.492052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-11-27T19:49:24.502327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-11-27T19:49:24.502704] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-11-27T19:49:24.503660] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-11-27T19:49:24.503723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:24.503769] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:24.503818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:24.503900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:24.562709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:24.563557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:24.563673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:24.563723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:24.672453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:24.672607] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:49:24.672671] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:24.672717] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:24.676360] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=48.24%)
[2025-11-27T19:49:24.676678] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-11-27T19:49:24.676817] [INFO ] [sig       ] GCBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:24.816947] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GCBC.txt
[2025-11-27T19:49:24.817099] [INFO ] [sig       ] [1396/3661] Completed GCBC in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:24.817155] [INFO ] [sig       ] [1397/3661] Forecasting GCMG...
[2025-11-27T19:49:24.817202] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-11-27T19:49:24.817252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-11-27T19:49:24.828157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-11-27T19:49:24.828467] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-11-27T19:49:24.829284] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-11-27T19:49:24.829348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:24.829390] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:24.829425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:24.829488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:24.887089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:24.887787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:24.887885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:24.887928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:25.013157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:25.013325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:25.013374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:25.013412] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:25.016652] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-11-27T19:49:25.016924] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-11-27T19:49:25.017067] [INFO ] [sig       ] GCMG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:25.151009] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GCMG.txt
[2025-11-27T19:49:25.151173] [INFO ] [sig       ] [1397/3661] Completed GCMG in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:25.151229] [INFO ] [sig       ] [1398/3661] Forecasting GCO...
[2025-11-27T19:49:25.151274] [INFO ] [sig       ] Generating forecast for: GCO
[2025-11-27T19:49:25.151320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-11-27T19:49:25.161920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-11-27T19:49:25.162212] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-11-27T19:49:25.163013] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-11-27T19:49:25.163084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:25.163132] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:25.163182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:25.163274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:25.217759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:25.218416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:25.218504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:25.218541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:25.342139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:25.342303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:25.342347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:25.342385] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:25.345628] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-11-27T19:49:25.345913] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-11-27T19:49:25.346048] [INFO ] [sig       ] GCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:25.481125] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GCO.txt
[2025-11-27T19:49:25.481267] [INFO ] [sig       ] [1398/3661] Completed GCO in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:25.481315] [INFO ] [sig       ] [1399/3661] Forecasting GD...
[2025-11-27T19:49:25.481352] [INFO ] [sig       ] Generating forecast for: GD
[2025-11-27T19:49:25.481408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-11-27T19:49:25.492179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-11-27T19:49:25.492469] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-11-27T19:49:25.493268] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-11-27T19:49:25.493331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:25.493372] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:25.493405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:25.493483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:25.549097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:25.549758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:25.549847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:25.549890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:25.668899] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:25.669067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:25.669117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:25.669156] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:25.672562] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-11-27T19:49:25.672942] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-11-27T19:49:25.673110] [INFO ] [sig       ] GD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:25.811087] [INFO ] [LOCAL     ] Saved forecast: GD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GD.txt
[2025-11-27T19:49:25.811253] [INFO ] [sig       ] [1399/3661] Completed GD in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:25.811305] [INFO ] [sig       ] [1400/3661] Forecasting GDC...
[2025-11-27T19:49:25.811340] [INFO ] [sig       ] Generating forecast for: GDC
[2025-11-27T19:49:25.811380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-11-27T19:49:25.822023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-11-27T19:49:25.822344] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-11-27T19:49:25.823170] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-11-27T19:49:25.823242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:25.823297] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:25.823349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:25.823444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:25.880116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:25.880808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:25.880905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:25.880961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:25.998859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:25.999035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:25.999097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:25.999151] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:26.002514] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-11-27T19:49:26.002823] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-11-27T19:49:26.002969] [INFO ] [sig       ] GDC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:26.139878] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GDC.txt
[2025-11-27T19:49:26.140043] [INFO ] [sig       ] [1400/3661] Completed GDC in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:26.140117] [INFO ] [sig       ] [1401/3661] Forecasting GDDY...
[2025-11-27T19:49:26.140192] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-11-27T19:49:26.140247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-11-27T19:49:26.151538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-11-27T19:49:26.151904] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-11-27T19:49:26.152783] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-11-27T19:49:26.152848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:26.152891] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:26.152928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:26.152991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:26.210757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:26.211442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:26.211533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:26.211600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:26.331425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:26.331603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:26.331652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:26.331708] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:26.335129] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-11-27T19:49:26.335426] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-11-27T19:49:26.335603] [INFO ] [sig       ] GDDY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:26.482305] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GDDY.txt
[2025-11-27T19:49:26.482460] [INFO ] [sig       ] [1401/3661] Completed GDDY in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:26.482510] [INFO ] [sig       ] [1402/3661] Forecasting GDEN...
[2025-11-27T19:49:26.482548] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-11-27T19:49:26.482603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-11-27T19:49:26.493125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-11-27T19:49:26.493444] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-11-27T19:49:26.494222] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-11-27T19:49:26.494284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:26.494334] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:26.494378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:26.494453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:26.550210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:26.550828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:26.550912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:26.550954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:26.669784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:26.669957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:26.670009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:26.670049] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:26.673495] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-11-27T19:49:26.673803] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-11-27T19:49:26.673950] [INFO ] [sig       ] GDEN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:26.813631] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GDEN.txt
[2025-11-27T19:49:26.813788] [INFO ] [sig       ] [1402/3661] Completed GDEN in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:26.813837] [INFO ] [sig       ] [1403/3661] Forecasting GDHG...
[2025-11-27T19:49:26.813876] [INFO ] [sig       ] Generating forecast for: GDHG
[2025-11-27T19:49:26.813936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'.
[2025-11-27T19:49:26.825397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDHG'.
[2025-11-27T19:49:26.825834] [INFO ] [FORECASTER] Starting predict_future for GDHG
[2025-11-27T19:49:26.826671] [DEBUG] [LOCAL     ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt
[2025-11-27T19:49:26.826737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:26.826780] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:26.826817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:26.826884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:26.881589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:26.882391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:26.882489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:26.882552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:26.994894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:26.995062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:26.995113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:26.995154] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:26.998478] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-11-27T19:49:26.998771] [INFO ] [FORECASTER] Completed predict_future for GDHG
[2025-11-27T19:49:26.998910] [INFO ] [sig       ] GDHG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:27.141362] [INFO ] [LOCAL     ] Saved forecast: GDHG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GDHG.txt
[2025-11-27T19:49:27.141516] [INFO ] [sig       ] [1403/3661] Completed GDHG in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:27.141566] [INFO ] [sig       ] [1404/3661] Forecasting GDRX...
[2025-11-27T19:49:27.141619] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-11-27T19:49:27.141672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-11-27T19:49:27.152787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-11-27T19:49:27.153135] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-11-27T19:49:27.153932] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-11-27T19:49:27.153998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:27.154041] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:27.154083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:27.154149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:27.210701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:27.211407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:27.211503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:27.211548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:27.326405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:27.326597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:27.326652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:27.326699] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:27.330091] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=86.88%)
[2025-11-27T19:49:27.330376] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-11-27T19:49:27.330515] [INFO ] [sig       ] GDRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:27.465218] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GDRX.txt
[2025-11-27T19:49:27.465355] [INFO ] [sig       ] [1404/3661] Completed GDRX in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.6m
[2025-11-27T19:49:27.465406] [INFO ] [sig       ] [1405/3661] Forecasting GDS...
[2025-11-27T19:49:27.465450] [INFO ] [sig       ] Generating forecast for: GDS
[2025-11-27T19:49:27.465489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-11-27T19:49:27.476541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-11-27T19:49:27.476867] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-11-27T19:49:27.477640] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-11-27T19:49:27.477704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:27.477748] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:27.477785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:27.477862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:27.533546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:27.534204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:27.534301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:27.534345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:27.661253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:27.661417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:27.661464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:27.661500] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:27.664726] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-11-27T19:49:27.664995] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-11-27T19:49:27.665142] [INFO ] [sig       ] GDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:27.800209] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GDS.txt
[2025-11-27T19:49:27.800369] [INFO ] [sig       ] [1405/3661] Completed GDS in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.5m
[2025-11-27T19:49:27.800419] [INFO ] [sig       ] [1406/3661] Forecasting GDYN...
[2025-11-27T19:49:27.800458] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-11-27T19:49:27.800521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-11-27T19:49:27.811745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-11-27T19:49:27.812055] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-11-27T19:49:27.812842] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-11-27T19:49:27.812904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:27.812945] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:27.812982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:27.813047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:27.868656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:27.869254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:27.869339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:27.869381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:27.987995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:27.988184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:27.988229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:27.988269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:27.991477] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=32.95%)
[2025-11-27T19:49:27.991775] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-11-27T19:49:27.991904] [INFO ] [sig       ] GDYN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:28.127450] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GDYN.txt
[2025-11-27T19:49:28.127610] [INFO ] [sig       ] [1406/3661] Completed GDYN in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.5m
[2025-11-27T19:49:28.127662] [INFO ] [sig       ] [1407/3661] Forecasting GE...
[2025-11-27T19:49:28.127702] [INFO ] [sig       ] Generating forecast for: GE
[2025-11-27T19:49:28.127740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-11-27T19:49:28.138378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-11-27T19:49:28.138678] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-11-27T19:49:28.139433] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-11-27T19:49:28.139506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:28.139551] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:28.139609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:28.139677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:28.195069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:28.195705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:28.195791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:28.195832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:28.319304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:28.319495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:28.319551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:28.319607] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:28.322857] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-27T19:49:28.323123] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-11-27T19:49:28.323263] [INFO ] [sig       ] GE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:28.457632] [INFO ] [LOCAL     ] Saved forecast: GE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GE.txt
[2025-11-27T19:49:28.457773] [INFO ] [sig       ] [1407/3661] Completed GE in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.5m
[2025-11-27T19:49:28.457821] [INFO ] [sig       ] [1408/3661] Forecasting GECC...
[2025-11-27T19:49:28.457875] [INFO ] [sig       ] Generating forecast for: GECC
[2025-11-27T19:49:28.457908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-11-27T19:49:28.469675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-11-27T19:49:28.470109] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-11-27T19:49:28.471000] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-11-27T19:49:28.471066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:28.471110] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:28.471147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:28.471214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:28.528561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:28.529228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:28.529317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:28.529359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:28.647139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:28.647318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:28.647369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:28.647410] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:28.650773] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-11-27T19:49:28.651047] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-11-27T19:49:28.651184] [INFO ] [sig       ] GECC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:28.788296] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GECC.txt
[2025-11-27T19:49:28.788506] [INFO ] [sig       ] [1408/3661] Completed GECC in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.5m
[2025-11-27T19:49:28.788604] [INFO ] [sig       ] [1409/3661] Forecasting GEF...
[2025-11-27T19:49:28.788667] [INFO ] [sig       ] Generating forecast for: GEF
[2025-11-27T19:49:28.788723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-11-27T19:49:28.800125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-11-27T19:49:28.800460] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-11-27T19:49:28.801247] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-11-27T19:49:28.801310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:28.801351] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:28.801388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:28.801453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:28.856378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:28.857007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:28.857095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:28.857138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:28.973980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:28.974141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:28.974191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:28.974232] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:28.977469] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-11-27T19:49:28.977762] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-11-27T19:49:28.977894] [INFO ] [sig       ] GEF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:29.113492] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GEF.txt
[2025-11-27T19:49:29.113671] [INFO ] [sig       ] [1409/3661] Completed GEF in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.5m
[2025-11-27T19:49:29.113725] [INFO ] [sig       ] [1410/3661] Forecasting GEHC...
[2025-11-27T19:49:29.113765] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-11-27T19:49:29.113803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-11-27T19:49:29.125281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-11-27T19:49:29.125774] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-11-27T19:49:29.126647] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-11-27T19:49:29.126712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:29.126769] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:29.127682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:29.127827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:29.182589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:29.183487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:29.183600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:29.183647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:29.304464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:29.304682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:29.304734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:29.304767] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:29.308178] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=92.39%)
[2025-11-27T19:49:29.308457] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-11-27T19:49:29.308614] [INFO ] [sig       ] GEHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:29.442064] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GEHC.txt
[2025-11-27T19:49:29.442267] [INFO ] [sig       ] [1410/3661] Completed GEHC in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.5m
[2025-11-27T19:49:29.442320] [INFO ] [sig       ] [1411/3661] Forecasting GEL...
[2025-11-27T19:49:29.442413] [INFO ] [sig       ] Generating forecast for: GEL
[2025-11-27T19:49:29.442459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-11-27T19:49:29.453982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-11-27T19:49:29.454317] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-11-27T19:49:29.455109] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-11-27T19:49:29.455171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:29.455215] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:29.455251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:29.455314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:29.510853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:29.511638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:29.511727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:29.511769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:29.630558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:29.630754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:29.630803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:29.630840] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:29.634097] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-11-27T19:49:29.634366] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-11-27T19:49:29.634496] [INFO ] [sig       ] GEL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:29.769326] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GEL.txt
[2025-11-27T19:49:29.769490] [INFO ] [sig       ] [1411/3661] Completed GEL in 0.3s | 3.00 sym/s | Total: 7.8m | ETA: 12.5m
[2025-11-27T19:49:29.769539] [INFO ] [sig       ] [1412/3661] Forecasting GEN...
[2025-11-27T19:49:29.769614] [INFO ] [sig       ] Generating forecast for: GEN
[2025-11-27T19:49:29.769654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-11-27T19:49:29.780983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-11-27T19:49:29.781346] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-11-27T19:49:29.782145] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-11-27T19:49:29.782213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:29.782251] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:29.782288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:29.782348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:29.837250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:29.837887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:29.837974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:29.838017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:29.955291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:29.955447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:29.955496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:29.955534] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:29.958756] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-11-27T19:49:29.959043] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-11-27T19:49:29.959177] [INFO ] [sig       ] GEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:30.092760] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GEN.txt
[2025-11-27T19:49:30.092901] [INFO ] [sig       ] [1412/3661] Completed GEN in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:30.092950] [INFO ] [sig       ] [1413/3661] Forecasting GENI...
[2025-11-27T19:49:30.093006] [INFO ] [sig       ] Generating forecast for: GENI
[2025-11-27T19:49:30.093050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-11-27T19:49:30.104379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-11-27T19:49:30.104759] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-11-27T19:49:30.105548] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-11-27T19:49:30.105626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:30.105669] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:30.105706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:30.105770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:30.160808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:30.161735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:30.161828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:30.161870] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:30.276858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:30.277044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:30.277094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:30.277132] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:30.280473] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=10.89%)
[2025-11-27T19:49:30.280767] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-11-27T19:49:30.280900] [INFO ] [sig       ] GENI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:30.417395] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GENI.txt
[2025-11-27T19:49:30.417551] [INFO ] [sig       ] [1413/3661] Completed GENI in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:30.417621] [INFO ] [sig       ] [1414/3661] Forecasting GENK...
[2025-11-27T19:49:30.417662] [INFO ] [sig       ] Generating forecast for: GENK
[2025-11-27T19:49:30.417701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-11-27T19:49:30.429085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-11-27T19:49:30.429470] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-11-27T19:49:30.430269] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-11-27T19:49:30.430333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:30.430374] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:30.430411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:30.430474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:30.486409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:30.487308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:30.487411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:30.487466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:30.609821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:30.610010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:30.610076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:30.610128] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:30.613494] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=64.43%)
[2025-11-27T19:49:30.613796] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-11-27T19:49:30.613945] [INFO ] [sig       ] GENK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:30.749842] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GENK.txt
[2025-11-27T19:49:30.750039] [INFO ] [sig       ] [1414/3661] Completed GENK in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:30.750155] [INFO ] [sig       ] [1415/3661] Forecasting GEOS...
[2025-11-27T19:49:30.750227] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-11-27T19:49:30.750305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-11-27T19:49:30.761223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-11-27T19:49:30.761589] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-11-27T19:49:30.762383] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-11-27T19:49:30.762446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:30.762495] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:30.762540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:30.762644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:30.818948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:30.819819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:30.819912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:30.819955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:30.949419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:30.949601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:30.949662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:30.949708] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:30.952991] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-11-27T19:49:30.953262] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-11-27T19:49:30.953394] [INFO ] [sig       ] GEOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:31.102258] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GEOS.txt
[2025-11-27T19:49:31.102436] [INFO ] [sig       ] [1415/3661] Completed GEOS in 0.4s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:31.102487] [INFO ] [sig       ] [1416/3661] Forecasting GERN...
[2025-11-27T19:49:31.102527] [INFO ] [sig       ] Generating forecast for: GERN
[2025-11-27T19:49:31.102608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-11-27T19:49:31.114460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-11-27T19:49:31.114839] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-11-27T19:49:31.115647] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-11-27T19:49:31.115708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:31.115750] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:31.115787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:31.115849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:31.170422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:31.171077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:31.171165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:31.171208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:31.304167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:31.304342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:31.304397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:31.304434] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:31.307763] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-11-27T19:49:31.308050] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-11-27T19:49:31.308204] [INFO ] [sig       ] GERN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:31.441639] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GERN.txt
[2025-11-27T19:49:31.441788] [INFO ] [sig       ] [1416/3661] Completed GERN in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:31.441853] [INFO ] [sig       ] [1417/3661] Forecasting GES...
[2025-11-27T19:49:31.441887] [INFO ] [sig       ] Generating forecast for: GES
[2025-11-27T19:49:31.441925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-11-27T19:49:31.453481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-11-27T19:49:31.453818] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-11-27T19:49:31.454628] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-11-27T19:49:31.454690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:31.454731] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:31.454767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:31.454831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:31.509610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:31.510219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:31.510311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:31.510357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:31.625945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:31.626126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:31.626176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:31.626214] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:31.629489] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=0.96%)
[2025-11-27T19:49:31.629782] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-11-27T19:49:31.629913] [INFO ] [sig       ] GES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:31.765216] [INFO ] [LOCAL     ] Saved forecast: GES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GES.txt
[2025-11-27T19:49:31.765361] [INFO ] [sig       ] [1417/3661] Completed GES in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:31.765411] [INFO ] [sig       ] [1418/3661] Forecasting GEVO...
[2025-11-27T19:49:31.765447] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-11-27T19:49:31.765489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-11-27T19:49:31.777097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-11-27T19:49:31.777419] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-11-27T19:49:31.778249] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-11-27T19:49:31.778315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:31.778371] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:31.778409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:31.778476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:31.835187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:31.836077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:31.836173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:31.836213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:31.955289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:31.955455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:31.955503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:31.955541] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:31.958817] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-11-27T19:49:31.959098] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-11-27T19:49:31.959232] [INFO ] [sig       ] GEVO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:32.097695] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GEVO.txt
[2025-11-27T19:49:32.097845] [INFO ] [sig       ] [1418/3661] Completed GEVO in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:32.097911] [INFO ] [sig       ] [1419/3661] Forecasting GFF...
[2025-11-27T19:49:32.097948] [INFO ] [sig       ] Generating forecast for: GFF
[2025-11-27T19:49:32.097991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-11-27T19:49:32.108644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-11-27T19:49:32.108948] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-11-27T19:49:32.109725] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-11-27T19:49:32.109787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:32.109828] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:32.109865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:32.109930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:32.166389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:32.167059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:32.167152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:32.167191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:32.284502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:32.284699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:32.284749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:32.284787] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:32.288038] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=53.86%)
[2025-11-27T19:49:32.288339] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-11-27T19:49:32.288474] [INFO ] [sig       ] GFF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:32.424835] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GFF.txt
[2025-11-27T19:49:32.424985] [INFO ] [sig       ] [1419/3661] Completed GFF in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:32.425051] [INFO ] [sig       ] [1420/3661] Forecasting GFI...
[2025-11-27T19:49:32.425117] [INFO ] [sig       ] Generating forecast for: GFI
[2025-11-27T19:49:32.425153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-11-27T19:49:32.436148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-11-27T19:49:32.436470] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-11-27T19:49:32.437275] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-11-27T19:49:32.437341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:32.437383] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:32.437422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:32.437488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:32.495276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:32.496209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:32.496309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:32.496364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:32.621628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:32.621800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:32.621851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:32.621892] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:32.625106] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-11-27T19:49:32.625375] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-11-27T19:49:32.625508] [INFO ] [sig       ] GFI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:32.762441] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GFI.txt
[2025-11-27T19:49:32.762610] [INFO ] [sig       ] [1420/3661] Completed GFI in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:32.762657] [INFO ] [sig       ] [1421/3661] Forecasting GFL...
[2025-11-27T19:49:32.762699] [INFO ] [sig       ] Generating forecast for: GFL
[2025-11-27T19:49:32.762738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-11-27T19:49:32.777817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-11-27T19:49:32.778382] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-11-27T19:49:32.779606] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-11-27T19:49:32.779690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:32.779752] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:32.779803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:32.779902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:32.846029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:32.846936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:32.847032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:32.847080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:32.988255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:32.988468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:32.988550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:32.988642] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:32.993507] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-11-27T19:49:32.993921] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-11-27T19:49:32.994112] [INFO ] [sig       ] GFL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:33.132726] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GFL.txt
[2025-11-27T19:49:33.132883] [INFO ] [sig       ] [1421/3661] Completed GFL in 0.4s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:33.132939] [INFO ] [sig       ] [1422/3661] Forecasting GFS...
[2025-11-27T19:49:33.132982] [INFO ] [sig       ] Generating forecast for: GFS
[2025-11-27T19:49:33.133020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-11-27T19:49:33.143701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-11-27T19:49:33.144025] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-11-27T19:49:33.144815] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-11-27T19:49:33.144876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:33.144917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:33.144953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:33.145018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:33.200269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:33.201108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:33.201198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:33.201240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:33.332269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:33.332458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:33.332524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:33.332568] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:33.335938] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=46.88%)
[2025-11-27T19:49:33.336246] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-11-27T19:49:33.336399] [INFO ] [sig       ] GFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:33.471197] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GFS.txt
[2025-11-27T19:49:33.471338] [INFO ] [sig       ] [1422/3661] Completed GFS in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.5m
[2025-11-27T19:49:33.471387] [INFO ] [sig       ] [1423/3661] Forecasting GGAL...
[2025-11-27T19:49:33.471429] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-11-27T19:49:33.471470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-11-27T19:49:33.484815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-11-27T19:49:33.485107] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-11-27T19:49:33.485882] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-11-27T19:49:33.485950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:33.485994] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:33.486031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:33.486100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:33.541906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:33.542515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:33.542623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:33.542678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:33.660877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:33.661047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:33.661098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:33.661136] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:33.664366] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-11-27T19:49:33.664661] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-11-27T19:49:33.664815] [INFO ] [sig       ] GGAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:33.800464] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GGAL.txt
[2025-11-27T19:49:33.800667] [INFO ] [sig       ] [1423/3661] Completed GGAL in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.4m
[2025-11-27T19:49:33.800721] [INFO ] [sig       ] [1424/3661] Forecasting GGB...
[2025-11-27T19:49:33.800763] [INFO ] [sig       ] Generating forecast for: GGB
[2025-11-27T19:49:33.800830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-11-27T19:49:33.817251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-11-27T19:49:33.817635] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-11-27T19:49:33.818436] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-11-27T19:49:33.818500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:33.818544] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:33.818600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:33.818668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:33.873978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:33.874936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:33.875028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:33.875072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:33.994590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:33.994738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:33.994785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:33.994823] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:33.997929] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=69.74%)
[2025-11-27T19:49:33.998221] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-11-27T19:49:33.998355] [INFO ] [sig       ] GGB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:34.131898] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GGB.txt
[2025-11-27T19:49:34.132034] [INFO ] [sig       ] [1424/3661] Completed GGB in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.4m
[2025-11-27T19:49:34.132083] [INFO ] [sig       ] [1425/3661] Forecasting GGG...
[2025-11-27T19:49:34.132123] [INFO ] [sig       ] Generating forecast for: GGG
[2025-11-27T19:49:34.132162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-11-27T19:49:34.143838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-11-27T19:49:34.144203] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-11-27T19:49:34.145008] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-11-27T19:49:34.145072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:34.145114] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:34.145162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:34.145292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:34.200853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:34.201767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:34.201861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:34.201916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:34.323549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:34.323762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:34.323856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:34.323948] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:34.327794] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-11-27T19:49:34.328212] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-11-27T19:49:34.328403] [INFO ] [sig       ] GGG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:34.482342] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GGG.txt
[2025-11-27T19:49:34.482500] [INFO ] [sig       ] [1425/3661] Completed GGG in 0.4s | 3.00 sym/s | Total: 7.9m | ETA: 12.4m
[2025-11-27T19:49:34.482564] [INFO ] [sig       ] [1426/3661] Forecasting GGLL...
[2025-11-27T19:49:34.482622] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-11-27T19:49:34.482660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-11-27T19:49:34.494021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-11-27T19:49:34.494342] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-11-27T19:49:34.495140] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-11-27T19:49:34.495203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:34.495243] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:34.495280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:34.495344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:34.550411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:34.551259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:34.551354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:34.551396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:34.665955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:34.666090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:34.666138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:34.666175] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:34.669487] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-11-27T19:49:34.669800] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-11-27T19:49:34.669988] [INFO ] [sig       ] GGLL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:34.805118] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GGLL.txt
[2025-11-27T19:49:34.805259] [INFO ] [sig       ] [1426/3661] Completed GGLL in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.4m
[2025-11-27T19:49:34.805308] [INFO ] [sig       ] [1427/3661] Forecasting GGLS...
[2025-11-27T19:49:34.805367] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-11-27T19:49:34.805403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-11-27T19:49:34.815959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-11-27T19:49:34.816230] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-11-27T19:49:34.817006] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-11-27T19:49:34.817064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:34.817105] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:34.817139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:34.817201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:34.872343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:34.872934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:34.873029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:34.873071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:34.992972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:34.993134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:34.993186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:34.993218] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:34.996404] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-11-27T19:49:34.996700] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-11-27T19:49:34.996830] [INFO ] [sig       ] GGLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:35.131938] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GGLS.txt
[2025-11-27T19:49:35.132070] [INFO ] [sig       ] [1427/3661] Completed GGLS in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.4m
[2025-11-27T19:49:35.132118] [INFO ] [sig       ] [1428/3661] Forecasting GH...
[2025-11-27T19:49:35.132151] [INFO ] [sig       ] Generating forecast for: GH
[2025-11-27T19:49:35.132183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-11-27T19:49:35.142655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-11-27T19:49:35.142922] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-11-27T19:49:35.143728] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-11-27T19:49:35.143788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:35.143828] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:35.143863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:35.143926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:35.199074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:35.199682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:35.199765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:35.199807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:35.322006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:35.322157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:35.322206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:35.322243] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:35.325478] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-11-27T19:49:35.325777] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-11-27T19:49:35.325909] [INFO ] [sig       ] GH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:35.461029] [INFO ] [LOCAL     ] Saved forecast: GH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GH.txt
[2025-11-27T19:49:35.461161] [INFO ] [sig       ] [1428/3661] Completed GH in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.4m
[2025-11-27T19:49:35.461210] [INFO ] [sig       ] [1429/3661] Forecasting GHI...
[2025-11-27T19:49:35.461246] [INFO ] [sig       ] Generating forecast for: GHI
[2025-11-27T19:49:35.461281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-11-27T19:49:35.472411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-11-27T19:49:35.472769] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-11-27T19:49:35.473605] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-11-27T19:49:35.473670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:35.473714] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:35.473761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:35.473828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:35.531181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:35.531804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:35.531892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:35.531934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:35.646249] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:35.646411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:35.646462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:35.646498] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:35.649755] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=23.49%)
[2025-11-27T19:49:35.650025] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-11-27T19:49:35.650154] [INFO ] [sig       ] GHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:35.786954] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GHI.txt
[2025-11-27T19:49:35.787107] [INFO ] [sig       ] [1429/3661] Completed GHI in 0.3s | 3.00 sym/s | Total: 7.9m | ETA: 12.4m
[2025-11-27T19:49:35.787150] [INFO ] [sig       ] [1430/3661] Forecasting GHM...
[2025-11-27T19:49:35.787189] [INFO ] [sig       ] Generating forecast for: GHM
[2025-11-27T19:49:35.787279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-11-27T19:49:35.798172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-11-27T19:49:35.798464] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-11-27T19:49:35.799296] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-11-27T19:49:35.799384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:35.799452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:35.799511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:35.799615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:35.857197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:35.857898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:35.857994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:35.858049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:35.981097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:35.981277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:35.981348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:35.981402] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:35.984840] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-11-27T19:49:35.985140] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-11-27T19:49:35.985289] [INFO ] [sig       ] GHM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:36.121699] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GHM.txt
[2025-11-27T19:49:36.121858] [INFO ] [sig       ] [1430/3661] Completed GHM in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:36.121920] [INFO ] [sig       ] [1431/3661] Forecasting GHRS...
[2025-11-27T19:49:36.122001] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-11-27T19:49:36.122051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-11-27T19:49:36.132764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-11-27T19:49:36.133065] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-11-27T19:49:36.133925] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-11-27T19:49:36.133989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:36.134031] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:36.134067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:36.134132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:36.191808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:36.192596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:36.192702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:36.192746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:36.311707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:36.311875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:36.311936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:36.311988] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:36.315330] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=62.13%)
[2025-11-27T19:49:36.315650] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-11-27T19:49:36.315795] [INFO ] [sig       ] GHRS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:36.455108] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GHRS.txt
[2025-11-27T19:49:36.455257] [INFO ] [sig       ] [1431/3661] Completed GHRS in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:36.455320] [INFO ] [sig       ] [1432/3661] Forecasting GHY...
[2025-11-27T19:49:36.455396] [INFO ] [sig       ] Generating forecast for: GHY
[2025-11-27T19:49:36.455450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-11-27T19:49:36.466366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-11-27T19:49:36.466691] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-11-27T19:49:36.467483] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-11-27T19:49:36.467551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:36.467631] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:36.467686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:36.467780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:36.525596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:36.526244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:36.526343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:36.526407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:36.641112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:36.641275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:36.641349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:36.641406] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:36.644634] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=28.15%)
[2025-11-27T19:49:36.644928] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-11-27T19:49:36.645085] [INFO ] [sig       ] GHY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:36.780888] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GHY.txt
[2025-11-27T19:49:36.781095] [INFO ] [sig       ] [1432/3661] Completed GHY in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:36.781156] [INFO ] [sig       ] [1433/3661] Forecasting GIB...
[2025-11-27T19:49:36.781213] [INFO ] [sig       ] Generating forecast for: GIB
[2025-11-27T19:49:36.781282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-11-27T19:49:36.792397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-11-27T19:49:36.792784] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-11-27T19:49:36.793570] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-11-27T19:49:36.793660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:36.793703] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:36.793737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:36.793799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:36.850632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:36.851488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:36.851599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:36.851643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:36.964542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:36.964707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:36.964755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:36.964790] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:36.967968] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=84.67%)
[2025-11-27T19:49:36.968265] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-11-27T19:49:36.968400] [INFO ] [sig       ] GIB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:37.105228] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GIB.txt
[2025-11-27T19:49:37.105370] [INFO ] [sig       ] [1433/3661] Completed GIB in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:37.105416] [INFO ] [sig       ] [1434/3661] Forecasting GIFI...
[2025-11-27T19:49:37.105450] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-11-27T19:49:37.105504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-11-27T19:49:37.115969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-11-27T19:49:37.116280] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-11-27T19:49:37.117057] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-11-27T19:49:37.117119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:37.117160] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:37.117199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:37.117262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:37.173780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:37.174417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:37.174506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:37.174548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:37.294344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:37.294507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:37.294556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:37.294609] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:37.297991] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=72.84%)
[2025-11-27T19:49:37.298299] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-11-27T19:49:37.298437] [INFO ] [sig       ] GIFI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:37.436007] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GIFI.txt
[2025-11-27T19:49:37.436159] [INFO ] [sig       ] [1434/3661] Completed GIFI in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:37.436223] [INFO ] [sig       ] [1435/3661] Forecasting GIII...
[2025-11-27T19:49:37.436256] [INFO ] [sig       ] Generating forecast for: GIII
[2025-11-27T19:49:37.436289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-11-27T19:49:37.446963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-11-27T19:49:37.447239] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-11-27T19:49:37.448018] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-11-27T19:49:37.448080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:37.448155] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:37.448206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:37.448302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:37.506164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:37.506841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:37.506929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:37.506967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:37.624482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:37.624639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:37.624688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:37.624721] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:37.627887] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-11-27T19:49:37.628204] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-11-27T19:49:37.628347] [INFO ] [sig       ] GIII: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:37.767741] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GIII.txt
[2025-11-27T19:49:37.767901] [INFO ] [sig       ] [1435/3661] Completed GIII in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:37.767963] [INFO ] [sig       ] [1436/3661] Forecasting GIL...
[2025-11-27T19:49:37.767996] [INFO ] [sig       ] Generating forecast for: GIL
[2025-11-27T19:49:37.768050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-11-27T19:49:37.779003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-11-27T19:49:37.779296] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-11-27T19:49:37.780125] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-11-27T19:49:37.780188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:37.780231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:37.780277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:37.780370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:37.839258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:37.839957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:37.840046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:37.840084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:37.975508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:37.975705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:37.975760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:37.975796] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:37.979170] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-11-27T19:49:37.979464] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-11-27T19:49:37.979624] [INFO ] [sig       ] GIL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:38.114077] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GIL.txt
[2025-11-27T19:49:38.114237] [INFO ] [sig       ] [1436/3661] Completed GIL in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:38.114287] [INFO ] [sig       ] [1437/3661] Forecasting GILD...
[2025-11-27T19:49:38.114333] [INFO ] [sig       ] Generating forecast for: GILD
[2025-11-27T19:49:38.114379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-11-27T19:49:38.124682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-11-27T19:49:38.124995] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-11-27T19:49:38.125778] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-11-27T19:49:38.125840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:38.125881] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:38.125916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:38.125978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:38.182157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:38.182886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:38.182989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:38.183036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:38.302734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:38.302910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:38.302964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:38.303005] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:38.306346] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-11-27T19:49:38.306685] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-11-27T19:49:38.306826] [INFO ] [sig       ] GILD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:38.447875] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GILD.txt
[2025-11-27T19:49:38.448035] [INFO ] [sig       ] [1437/3661] Completed GILD in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:38.448083] [INFO ] [sig       ] [1438/3661] Forecasting GIS...
[2025-11-27T19:49:38.448138] [INFO ] [sig       ] Generating forecast for: GIS
[2025-11-27T19:49:38.448193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-11-27T19:49:38.458713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-11-27T19:49:38.458991] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-11-27T19:49:38.459792] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-11-27T19:49:38.459854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:38.459894] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:38.459928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:38.459992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:38.516475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:38.517089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:38.517174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:38.517210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:38.635487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:38.635687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:38.635736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:38.635769] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:38.639019] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-11-27T19:49:38.639290] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-11-27T19:49:38.639423] [INFO ] [sig       ] GIS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:38.775871] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GIS.txt
[2025-11-27T19:49:38.776008] [INFO ] [sig       ] [1438/3661] Completed GIS in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:38.776054] [INFO ] [sig       ] [1439/3661] Forecasting GKOS...
[2025-11-27T19:49:38.776088] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-11-27T19:49:38.776137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-11-27T19:49:38.786670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-11-27T19:49:38.786947] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-11-27T19:49:38.787723] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-11-27T19:49:38.787784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:38.787825] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:38.787860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:38.787922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:38.843680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:38.844337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:38.844430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:38.844471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:38.962664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:38.962821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:38.962867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:38.962902] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:38.966110] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2025-11-27T19:49:38.966393] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-11-27T19:49:38.966537] [INFO ] [sig       ] GKOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:39.145161] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GKOS.txt
[2025-11-27T19:49:39.145315] [INFO ] [sig       ] [1439/3661] Completed GKOS in 0.4s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:39.145372] [INFO ] [sig       ] [1440/3661] Forecasting GL...
[2025-11-27T19:49:39.145406] [INFO ] [sig       ] Generating forecast for: GL
[2025-11-27T19:49:39.145456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-11-27T19:49:39.156399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-11-27T19:49:39.156738] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-11-27T19:49:39.157550] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-11-27T19:49:39.157640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:39.157698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:39.157756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:39.157852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:39.214794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:39.215450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:39.215545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:39.215628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:39.338811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:39.338965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:39.339026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:39.339082] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:39.342317] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-11-27T19:49:39.342644] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-11-27T19:49:39.342795] [INFO ] [sig       ] GL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:39.482221] [INFO ] [LOCAL     ] Saved forecast: GL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GL.txt
[2025-11-27T19:49:39.482373] [INFO ] [sig       ] [1440/3661] Completed GL in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.4m
[2025-11-27T19:49:39.482453] [INFO ] [sig       ] [1441/3661] Forecasting GLAD...
[2025-11-27T19:49:39.482507] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-11-27T19:49:39.482596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-11-27T19:49:39.493458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-11-27T19:49:39.493791] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-11-27T19:49:39.494626] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-11-27T19:49:39.494696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:39.494750] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:39.494802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:39.494897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:39.552607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:39.553239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:39.553333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:39.553389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:39.667051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:39.667180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:39.667241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:39.667292] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:39.670941] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=68.39%)
[2025-11-27T19:49:39.671394] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-11-27T19:49:39.671591] [INFO ] [sig       ] GLAD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:39.814791] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GLAD.txt
[2025-11-27T19:49:39.814953] [INFO ] [sig       ] [1441/3661] Completed GLAD in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.3m
[2025-11-27T19:49:39.815014] [INFO ] [sig       ] [1442/3661] Forecasting GLBE...
[2025-11-27T19:49:39.815069] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-11-27T19:49:39.815142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-11-27T19:49:39.825763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-11-27T19:49:39.826070] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-11-27T19:49:39.826968] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-11-27T19:49:39.827039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:39.827103] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:39.827154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:39.827243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:39.887765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:39.888505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:39.888617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:39.888673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:40.007163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:40.007341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:40.007407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:40.007462] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:40.010851] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-11-27T19:49:40.011161] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-11-27T19:49:40.011308] [INFO ] [sig       ] GLBE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:40.154775] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GLBE.txt
[2025-11-27T19:49:40.154962] [INFO ] [sig       ] [1442/3661] Completed GLBE in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.3m
[2025-11-27T19:49:40.155032] [INFO ] [sig       ] [1443/3661] Forecasting GLBS...
[2025-11-27T19:49:40.155113] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-11-27T19:49:40.155175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-11-27T19:49:40.166353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-11-27T19:49:40.166745] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-11-27T19:49:40.167519] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-11-27T19:49:40.167601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:40.167653] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:40.167697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:40.167765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:40.224887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:40.225509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:40.225624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:40.225673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:40.335955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:40.336111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:40.336169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:40.336205] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:40.339495] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=48.65%)
[2025-11-27T19:49:40.339800] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-11-27T19:49:40.339944] [INFO ] [sig       ] GLBS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:40.474511] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GLBS.txt
[2025-11-27T19:49:40.474680] [INFO ] [sig       ] [1443/3661] Completed GLBS in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.3m
[2025-11-27T19:49:40.474731] [INFO ] [sig       ] [1444/3661] Forecasting GLDD...
[2025-11-27T19:49:40.474767] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-11-27T19:49:40.474828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-11-27T19:49:40.485369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-11-27T19:49:40.485692] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-11-27T19:49:40.486518] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-11-27T19:49:40.486600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:40.486652] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:40.486697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:40.486774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:40.543718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:40.544519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:40.544638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:40.544690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:40.665109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:40.665268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:40.665315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:40.665354] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:40.668633] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=23.03%)
[2025-11-27T19:49:40.668914] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-11-27T19:49:40.669046] [INFO ] [sig       ] GLDD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:40.808474] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GLDD.txt
[2025-11-27T19:49:40.808648] [INFO ] [sig       ] [1444/3661] Completed GLDD in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.3m
[2025-11-27T19:49:40.808700] [INFO ] [sig       ] [1445/3661] Forecasting GLNG...
[2025-11-27T19:49:40.808736] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-11-27T19:49:40.808787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-11-27T19:49:40.819733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-11-27T19:49:40.820032] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-11-27T19:49:40.820806] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-11-27T19:49:40.820866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:40.820906] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:40.820942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:40.821004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:40.875859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:40.876499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:40.876612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:40.876658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:40.998162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:40.998348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:40.998398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:40.998436] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:41.002092] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-11-27T19:49:41.002478] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-11-27T19:49:41.002669] [INFO ] [sig       ] GLNG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:41.140703] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GLNG.txt
[2025-11-27T19:49:41.140853] [INFO ] [sig       ] [1445/3661] Completed GLNG in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.3m
[2025-11-27T19:49:41.140910] [INFO ] [sig       ] [1446/3661] Forecasting GLOB...
[2025-11-27T19:49:41.140950] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-11-27T19:49:41.141006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-11-27T19:49:41.151727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-11-27T19:49:41.152052] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-11-27T19:49:41.152902] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-11-27T19:49:41.152973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:41.153029] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:41.153081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:41.153169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:41.208626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:41.209457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:41.209565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:41.209640] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:41.324699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:41.324868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:41.324936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:41.324987] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:41.328383] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=92.73%)
[2025-11-27T19:49:41.328703] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-11-27T19:49:41.328849] [INFO ] [sig       ] GLOB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:41.462030] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GLOB.txt
[2025-11-27T19:49:41.462211] [INFO ] [sig       ] [1446/3661] Completed GLOB in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.3m
[2025-11-27T19:49:41.462263] [INFO ] [sig       ] [1447/3661] Forecasting GLP...
[2025-11-27T19:49:41.462296] [INFO ] [sig       ] Generating forecast for: GLP
[2025-11-27T19:49:41.462335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-11-27T19:49:41.473033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-11-27T19:49:41.473325] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-11-27T19:49:41.474095] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-11-27T19:49:41.474157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:41.474197] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:41.474232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:41.474295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:41.528360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:41.529150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:41.529240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:41.529279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:41.647968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:41.648159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:41.648208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:41.648245] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:41.651464] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-11-27T19:49:41.651762] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-11-27T19:49:41.651915] [INFO ] [sig       ] GLP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:41.785810] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GLP.txt
[2025-11-27T19:49:41.785998] [INFO ] [sig       ] [1447/3661] Completed GLP in 0.3s | 3.00 sym/s | Total: 8.0m | ETA: 12.3m
[2025-11-27T19:49:41.786070] [INFO ] [sig       ] [1448/3661] Forecasting GLPG...
[2025-11-27T19:49:41.786115] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-11-27T19:49:41.786160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-11-27T19:49:41.797196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-11-27T19:49:41.797781] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-11-27T19:49:41.798624] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-11-27T19:49:41.798686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:41.798726] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:41.798759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:41.798820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:41.854744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:41.855547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:41.855652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:41.855692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:41.979128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:41.979296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:41.979345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:41.979376] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:41.982732] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-11-27T19:49:41.983030] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-11-27T19:49:41.983169] [INFO ] [sig       ] GLPG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:42.116866] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GLPG.txt
[2025-11-27T19:49:42.117032] [INFO ] [sig       ] [1448/3661] Completed GLPG in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:42.117082] [INFO ] [sig       ] [1449/3661] Forecasting GLPI...
[2025-11-27T19:49:42.117123] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-11-27T19:49:42.117178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-11-27T19:49:42.127665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-11-27T19:49:42.127976] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-11-27T19:49:42.128803] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-11-27T19:49:42.128865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:42.128905] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:42.128939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:42.129001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:42.183399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:42.184214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:42.184305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:42.184345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:42.301685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:42.301882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:42.301956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:42.301998] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:42.305485] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-11-27T19:49:42.305843] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-11-27T19:49:42.305996] [INFO ] [sig       ] GLPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:42.442379] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GLPI.txt
[2025-11-27T19:49:42.442555] [INFO ] [sig       ] [1449/3661] Completed GLPI in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:42.442626] [INFO ] [sig       ] [1450/3661] Forecasting GLRE...
[2025-11-27T19:49:42.442665] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-11-27T19:49:42.442701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-11-27T19:49:42.454611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-11-27T19:49:42.454998] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-11-27T19:49:42.455782] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-11-27T19:49:42.455845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:42.455887] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:42.455924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:42.455990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:42.510105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:42.510984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:42.511079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:42.511121] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:42.628855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:42.629036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:42.629084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:42.629121] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:42.632344] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-11-27T19:49:42.632637] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-11-27T19:49:42.632765] [INFO ] [sig       ] GLRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:42.767276] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GLRE.txt
[2025-11-27T19:49:42.767439] [INFO ] [sig       ] [1450/3661] Completed GLRE in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:42.767510] [INFO ] [sig       ] [1451/3661] Forecasting GLSI...
[2025-11-27T19:49:42.767550] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-11-27T19:49:42.767609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-11-27T19:49:42.778908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-11-27T19:49:42.779255] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-11-27T19:49:42.780044] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-11-27T19:49:42.780107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:42.780149] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:42.780185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:42.780249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:42.836128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:42.836832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:42.836923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:42.836967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:42.955870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:42.956037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:42.956089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:42.956128] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:42.959443] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-11-27T19:49:42.959732] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-11-27T19:49:42.959860] [INFO ] [sig       ] GLSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:43.093807] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GLSI.txt
[2025-11-27T19:49:43.093959] [INFO ] [sig       ] [1451/3661] Completed GLSI in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:43.094008] [INFO ] [sig       ] [1452/3661] Forecasting GLTO...
[2025-11-27T19:49:43.094059] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-11-27T19:49:43.094103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-11-27T19:49:43.105623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-11-27T19:49:43.105969] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-11-27T19:49:43.106774] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-11-27T19:49:43.106837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:43.106878] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:43.106915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:43.106978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:43.164503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:43.165293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:43.165382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:43.165425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:43.274917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:43.275076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:43.275124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:43.275161] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:43.278397] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2025-11-27T19:49:43.278691] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-11-27T19:49:43.278825] [INFO ] [sig       ] GLTO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:43.413368] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GLTO.txt
[2025-11-27T19:49:43.413554] [INFO ] [sig       ] [1452/3661] Completed GLTO in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:43.413622] [INFO ] [sig       ] [1453/3661] Forecasting GLUE...
[2025-11-27T19:49:43.413662] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-11-27T19:49:43.413698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-11-27T19:49:43.425274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-11-27T19:49:43.425652] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-11-27T19:49:43.426449] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-11-27T19:49:43.426513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:43.426565] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:43.426628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:43.426736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:43.482735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:43.483439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:43.483531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:43.483591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:43.602126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:43.602289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:43.602338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:43.602378] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:43.605771] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-11-27T19:49:43.606065] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-11-27T19:49:43.606216] [INFO ] [sig       ] GLUE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:43.741671] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GLUE.txt
[2025-11-27T19:49:43.741837] [INFO ] [sig       ] [1453/3661] Completed GLUE in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:43.741911] [INFO ] [sig       ] [1454/3661] Forecasting GMAB...
[2025-11-27T19:49:43.741967] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-11-27T19:49:43.742022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-11-27T19:49:43.752827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-11-27T19:49:43.753157] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-11-27T19:49:43.753940] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-11-27T19:49:43.754001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:43.754037] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:43.754075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:43.754139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:43.809891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:43.810536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:43.810645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:43.810690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:43.935058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:43.935222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:43.935272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:43.935317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:43.938633] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-11-27T19:49:43.938914] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-11-27T19:49:43.939046] [INFO ] [sig       ] GMAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:44.075256] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GMAB.txt
[2025-11-27T19:49:44.075410] [INFO ] [sig       ] [1454/3661] Completed GMAB in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:44.075461] [INFO ] [sig       ] [1455/3661] Forecasting GME...
[2025-11-27T19:49:44.075502] [INFO ] [sig       ] Generating forecast for: GME
[2025-11-27T19:49:44.075559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-11-27T19:49:44.086674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-11-27T19:49:44.086989] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-11-27T19:49:44.087794] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-11-27T19:49:44.087857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:44.087900] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:44.087938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:44.088002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:44.144370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:44.145027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:44.145111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:44.145148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:44.269305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:44.269484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:44.269535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:44.269586] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:44.272886] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-11-27T19:49:44.273164] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-11-27T19:49:44.273335] [INFO ] [sig       ] GME: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:44.407704] [INFO ] [LOCAL     ] Saved forecast: GME	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GME.txt
[2025-11-27T19:49:44.407845] [INFO ] [sig       ] [1455/3661] Completed GME in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:44.407892] [INFO ] [sig       ] [1456/3661] Forecasting GMED...
[2025-11-27T19:49:44.407948] [INFO ] [sig       ] Generating forecast for: GMED
[2025-11-27T19:49:44.407990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-11-27T19:49:44.418708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-11-27T19:49:44.419007] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-11-27T19:49:44.419802] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-11-27T19:49:44.419864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:44.419906] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:44.419942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:44.420007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:44.474957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:44.475553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:44.475655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:44.475698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:44.596009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:44.596164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:44.596213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:44.596252] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:44.599452] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-11-27T19:49:44.599751] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-11-27T19:49:44.599881] [INFO ] [sig       ] GMED: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:44.735872] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GMED.txt
[2025-11-27T19:49:44.736021] [INFO ] [sig       ] [1456/3661] Completed GMED in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:44.736070] [INFO ] [sig       ] [1457/3661] Forecasting GMM...
[2025-11-27T19:49:44.736114] [INFO ] [sig       ] Generating forecast for: GMM
[2025-11-27T19:49:44.736176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-11-27T19:49:44.747569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-11-27T19:49:44.747974] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-11-27T19:49:44.748904] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-11-27T19:49:44.748972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:44.749017] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:44.749057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:44.749124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:44.806652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:44.807375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:44.807468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:44.807513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:44.917773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:44.917949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:44.917999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:44.918040] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:44.921545] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-11-27T19:49:44.921855] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-11-27T19:49:44.921999] [INFO ] [sig       ] GMM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:45.064136] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GMM.txt
[2025-11-27T19:49:45.064304] [INFO ] [sig       ] [1457/3661] Completed GMM in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.3m
[2025-11-27T19:49:45.064353] [INFO ] [sig       ] [1458/3661] Forecasting GMRE...
[2025-11-27T19:49:45.064408] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-11-27T19:49:45.064455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-11-27T19:49:45.076053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-11-27T19:49:45.076401] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-11-27T19:49:45.077219] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-11-27T19:49:45.077282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:45.077328] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:45.077366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:45.077432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:45.132930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:45.133825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:45.133918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:45.133962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:45.258822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:45.259011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:45.259070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:45.259111] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:45.263373] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-11-27T19:49:45.263841] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-11-27T19:49:45.264004] [INFO ] [sig       ] GMRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:45.419446] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GMRE.txt
[2025-11-27T19:49:45.419667] [INFO ] [sig       ] [1458/3661] Completed GMRE in 0.4s | 3.00 sym/s | Total: 8.1m | ETA: 12.2m
[2025-11-27T19:49:45.419728] [INFO ] [sig       ] [1459/3661] Forecasting GNE...
[2025-11-27T19:49:45.419761] [INFO ] [sig       ] Generating forecast for: GNE
[2025-11-27T19:49:45.419795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-11-27T19:49:45.431199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-11-27T19:49:45.431540] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-11-27T19:49:45.432320] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-11-27T19:49:45.432386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:45.432420] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:45.432461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:45.432525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:45.487221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:45.488098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:45.488207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:45.488250] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:45.604584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:45.604759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:45.604801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:45.604838] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:45.608278] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-11-27T19:49:45.608599] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-11-27T19:49:45.608736] [INFO ] [sig       ] GNE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:45.748295] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GNE.txt
[2025-11-27T19:49:45.748457] [INFO ] [sig       ] [1459/3661] Completed GNE in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.2m
[2025-11-27T19:49:45.748513] [INFO ] [sig       ] [1460/3661] Forecasting GNK...
[2025-11-27T19:49:45.748558] [INFO ] [sig       ] Generating forecast for: GNK
[2025-11-27T19:49:45.748634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-11-27T19:49:45.758911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-11-27T19:49:45.759213] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-11-27T19:49:45.760020] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-11-27T19:49:45.760081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:45.760121] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:45.760157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:45.760220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:45.815596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:45.816306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:45.816394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:45.816432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:45.935361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:45.935523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:45.935587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:45.935641] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:45.938860] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-11-27T19:49:45.939134] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-11-27T19:49:45.939264] [INFO ] [sig       ] GNK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:46.072647] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GNK.txt
[2025-11-27T19:49:46.072788] [INFO ] [sig       ] [1460/3661] Completed GNK in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.2m
[2025-11-27T19:49:46.072836] [INFO ] [sig       ] [1461/3661] Forecasting GNL...
[2025-11-27T19:49:46.072875] [INFO ] [sig       ] Generating forecast for: GNL
[2025-11-27T19:49:46.072912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-11-27T19:49:46.083717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-11-27T19:49:46.084015] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-11-27T19:49:46.084820] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-11-27T19:49:46.084883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:46.084926] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:46.084964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:46.085030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:46.143146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:46.143947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:46.144035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:46.144077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:46.263302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:46.263450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:46.263497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:46.263536] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:46.266791] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2025-11-27T19:49:46.267073] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-11-27T19:49:46.267204] [INFO ] [sig       ] GNL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:46.411025] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GNL.txt
[2025-11-27T19:49:46.411206] [INFO ] [sig       ] [1461/3661] Completed GNL in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.2m
[2025-11-27T19:49:46.411272] [INFO ] [sig       ] [1462/3661] Forecasting GNLN...
[2025-11-27T19:49:46.411323] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-11-27T19:49:46.411398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-11-27T19:49:46.422455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-11-27T19:49:46.422844] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-11-27T19:49:46.423681] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-11-27T19:49:46.423742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:46.423782] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:46.423819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:46.423882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:46.479297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:46.480190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:46.480280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:46.480337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:46.587983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:46.588171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:46.588223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:46.588283] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:46.591603] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-11-27T19:49:46.591881] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-11-27T19:49:46.592023] [INFO ] [sig       ] GNLN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:46.725810] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GNLN.txt
[2025-11-27T19:49:46.725951] [INFO ] [sig       ] [1462/3661] Completed GNLN in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.2m
[2025-11-27T19:49:46.726000] [INFO ] [sig       ] [1463/3661] Forecasting GNLX...
[2025-11-27T19:49:46.726044] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-11-27T19:49:46.726081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-11-27T19:49:46.736637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-11-27T19:49:46.736911] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-11-27T19:49:46.737678] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-11-27T19:49:46.737738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:46.737780] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:46.737824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:46.737907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:46.794765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:46.795407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:46.795492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:46.795535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:46.910116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:46.910252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:46.910297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:46.910334] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:46.913473] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=24.27%)
[2025-11-27T19:49:46.913773] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-11-27T19:49:46.913900] [INFO ] [sig       ] GNLX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:47.047258] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GNLX.txt
[2025-11-27T19:49:47.047401] [INFO ] [sig       ] [1463/3661] Completed GNLX in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.2m
[2025-11-27T19:49:47.047450] [INFO ] [sig       ] [1464/3661] Forecasting GNMA...
[2025-11-27T19:49:47.047483] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-11-27T19:49:47.047529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-11-27T19:49:47.058315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-11-27T19:49:47.058646] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-11-27T19:49:47.059406] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-11-27T19:49:47.059468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:47.059510] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:47.059557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:47.059647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:47.114492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:47.115103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:47.115188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:47.115224] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:47.226887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:47.227008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:47.227047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:47.227084] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:47.230175] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-11-27T19:49:47.230446] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-11-27T19:49:47.230591] [INFO ] [sig       ] GNMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:47.363782] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GNMA.txt
[2025-11-27T19:49:47.363939] [INFO ] [sig       ] [1464/3661] Completed GNMA in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.2m
[2025-11-27T19:49:47.363998] [INFO ] [sig       ] [1465/3661] Forecasting GNOM...
[2025-11-27T19:49:47.364040] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-11-27T19:49:47.364076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-11-27T19:49:47.374437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-11-27T19:49:47.374736] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-11-27T19:49:47.375496] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-11-27T19:49:47.375559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:47.375617] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:47.375663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:47.375735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:47.430146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:47.430763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:47.430848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:47.430889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:47.542481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:47.542631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:47.542680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:47.542716] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:47.545849] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-11-27T19:49:47.546127] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-11-27T19:49:47.546254] [INFO ] [sig       ] GNOM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:47.681319] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GNOM.txt
[2025-11-27T19:49:47.681465] [INFO ] [sig       ] [1465/3661] Completed GNOM in 0.3s | 3.00 sym/s | Total: 8.1m | ETA: 12.2m
[2025-11-27T19:49:47.681513] [INFO ] [sig       ] [1466/3661] Forecasting GNPX...
[2025-11-27T19:49:47.681547] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-11-27T19:49:47.681608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-11-27T19:49:47.692209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-11-27T19:49:47.692494] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-11-27T19:49:47.693285] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-11-27T19:49:47.693348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:47.693388] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:47.693423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:47.693486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:47.748351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:47.748990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:47.749074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:47.749122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:47.864449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:47.864653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:47.864705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:47.864743] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:47.868229] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2025-11-27T19:49:47.868552] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-11-27T19:49:47.868731] [INFO ] [sig       ] GNPX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:48.010792] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GNPX.txt
[2025-11-27T19:49:48.010941] [INFO ] [sig       ] [1466/3661] Completed GNPX in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:48.010992] [INFO ] [sig       ] [1467/3661] Forecasting GNRC...
[2025-11-27T19:49:48.011031] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-11-27T19:49:48.011069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-11-27T19:49:48.022155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-11-27T19:49:48.022452] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-11-27T19:49:48.023265] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-11-27T19:49:48.023328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:48.023362] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:48.023404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:48.023474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:48.079354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:48.079998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:48.080085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:48.080124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:48.207892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:48.208040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:48.208088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:48.208144] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:48.211544] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-11-27T19:49:48.211854] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-11-27T19:49:48.211985] [INFO ] [sig       ] GNRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:48.354733] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GNRC.txt
[2025-11-27T19:49:48.354861] [INFO ] [sig       ] [1467/3661] Completed GNRC in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:48.354908] [INFO ] [sig       ] [1468/3661] Forecasting GNSS...
[2025-11-27T19:49:48.354944] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-11-27T19:49:48.354986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-11-27T19:49:48.365504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-11-27T19:49:48.365819] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-11-27T19:49:48.366569] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-11-27T19:49:48.366657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:48.366698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:48.366734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:48.366807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:48.424122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:48.424747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:48.424836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:48.424879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:48.548034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:48.548224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:48.548283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:48.548317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:48.551661] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-11-27T19:49:48.551955] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-11-27T19:49:48.552088] [INFO ] [sig       ] GNSS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:48.693596] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GNSS.txt
[2025-11-27T19:49:48.693725] [INFO ] [sig       ] [1468/3661] Completed GNSS in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:48.693801] [INFO ] [sig       ] [1469/3661] Forecasting GNTX...
[2025-11-27T19:49:48.693851] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-11-27T19:49:48.693890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-11-27T19:49:48.704511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-11-27T19:49:48.704816] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-11-27T19:49:48.705610] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-11-27T19:49:48.705678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:48.705720] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:48.705754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:48.705817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:48.762601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:48.763223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:48.763311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:48.763348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:48.882155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:48.882322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:48.882371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:48.882404] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:48.885914] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-11-27T19:49:48.886304] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-11-27T19:49:48.886481] [INFO ] [sig       ] GNTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:49.035342] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GNTX.txt
[2025-11-27T19:49:49.035503] [INFO ] [sig       ] [1469/3661] Completed GNTX in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:49.035554] [INFO ] [sig       ] [1470/3661] Forecasting GO...
[2025-11-27T19:49:49.035625] [INFO ] [sig       ] Generating forecast for: GO
[2025-11-27T19:49:49.035668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-11-27T19:49:49.046307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-11-27T19:49:49.046641] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-11-27T19:49:49.047418] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-11-27T19:49:49.047491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:49.047547] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:49.047616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:49.047708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:49.102635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:49.103259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:49.103353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:49.103408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:49.221225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:49.221363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:49.221422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:49.221477] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:49.224620] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=53.30%)
[2025-11-27T19:49:49.224908] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-11-27T19:49:49.225052] [INFO ] [sig       ] GO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:49.358158] [INFO ] [LOCAL     ] Saved forecast: GO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GO.txt
[2025-11-27T19:49:49.358289] [INFO ] [sig       ] [1470/3661] Completed GO in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:49.358336] [INFO ] [sig       ] [1471/3661] Forecasting GOCO...
[2025-11-27T19:49:49.358373] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-11-27T19:49:49.358408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-11-27T19:49:49.369155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-11-27T19:49:49.369467] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-11-27T19:49:49.370242] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-11-27T19:49:49.370303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:49.370342] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:49.370376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:49.370438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:49.425658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:49.426251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:49.426353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:49.426407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:49.542656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:49.542800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:49.542845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:49.542878] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:49.546007] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-11-27T19:49:49.546282] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-11-27T19:49:49.546427] [INFO ] [sig       ] GOCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:49.685374] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GOCO.txt
[2025-11-27T19:49:49.685518] [INFO ] [sig       ] [1471/3661] Completed GOCO in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:49.685567] [INFO ] [sig       ] [1472/3661] Forecasting GOF...
[2025-11-27T19:49:49.685620] [INFO ] [sig       ] Generating forecast for: GOF
[2025-11-27T19:49:49.685656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-11-27T19:49:49.697236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-11-27T19:49:49.697550] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-11-27T19:49:49.698404] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-11-27T19:49:49.698475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:49.698523] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:49.698568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:49.698664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:49.754783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:49.755417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:49.755505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:49.755546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:49.878992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:49.879139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:49.879187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:49.879226] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:49.882391] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=69.12%)
[2025-11-27T19:49:49.882694] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-11-27T19:49:49.882825] [INFO ] [sig       ] GOF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:50.016644] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GOF.txt
[2025-11-27T19:49:50.016834] [INFO ] [sig       ] [1472/3661] Completed GOF in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:50.016883] [INFO ] [sig       ] [1473/3661] Forecasting GOGO...
[2025-11-27T19:49:50.016925] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-11-27T19:49:50.016980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-11-27T19:49:50.030557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-11-27T19:49:50.031115] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-11-27T19:49:50.031972] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-11-27T19:49:50.032036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:50.032078] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:50.032116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:50.032181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:50.088093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:50.088992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:50.089084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:50.089127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:50.204541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:50.204763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:50.204813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:50.204852] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:50.208178] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-11-27T19:49:50.208479] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-11-27T19:49:50.208637] [INFO ] [sig       ] GOGO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:50.344611] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GOGO.txt
[2025-11-27T19:49:50.344797] [INFO ] [sig       ] [1473/3661] Completed GOGO in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:50.344850] [INFO ] [sig       ] [1474/3661] Forecasting GOLF...
[2025-11-27T19:49:50.344884] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-11-27T19:49:50.344923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-11-27T19:49:50.356100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-11-27T19:49:50.356429] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-11-27T19:49:50.357262] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-11-27T19:49:50.357327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:50.357364] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:50.357401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:50.357504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:50.412810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:50.413694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:50.413788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:50.413832] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:50.531015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:50.531190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:50.531240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:50.531275] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:50.534587] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=48.48%)
[2025-11-27T19:49:50.534877] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-11-27T19:49:50.535008] [INFO ] [sig       ] GOLF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:50.671869] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GOLF.txt
[2025-11-27T19:49:50.672016] [INFO ] [sig       ] [1474/3661] Completed GOLF in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:50.672066] [INFO ] [sig       ] [1475/3661] Forecasting GOOD...
[2025-11-27T19:49:50.672105] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-11-27T19:49:50.672160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-11-27T19:49:50.683099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-11-27T19:49:50.683404] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-11-27T19:49:50.684200] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-11-27T19:49:50.684263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:50.684313] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:50.684358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:50.684437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:50.740200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:50.741015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:50.741106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:50.741148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:50.858631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:50.858811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:50.858861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:50.858923] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:50.862234] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=89.02%)
[2025-11-27T19:49:50.862533] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-11-27T19:49:50.862700] [INFO ] [sig       ] GOOD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:50.997972] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GOOD.txt
[2025-11-27T19:49:50.998172] [INFO ] [sig       ] [1475/3661] Completed GOOD in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.2m
[2025-11-27T19:49:50.998250] [INFO ] [sig       ] [1476/3661] Forecasting GOOG...
[2025-11-27T19:49:50.998304] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-11-27T19:49:50.998361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-11-27T19:49:51.010172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-11-27T19:49:51.010503] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-11-27T19:49:51.011320] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-11-27T19:49:51.011384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:51.011425] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:51.011459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:51.011522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:51.066023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:51.066796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:51.066885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:51.066927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:51.188934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:51.189112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:51.189163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:51.189199] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:51.192475] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2025-11-27T19:49:51.192806] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-11-27T19:49:51.192953] [INFO ] [sig       ] GOOG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:51.327288] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GOOG.txt
[2025-11-27T19:49:51.327434] [INFO ] [sig       ] [1476/3661] Completed GOOG in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.1m
[2025-11-27T19:49:51.327481] [INFO ] [sig       ] [1477/3661] Forecasting GOOGL...
[2025-11-27T19:49:51.327517] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-11-27T19:49:51.327554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-11-27T19:49:51.339844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-11-27T19:49:51.340227] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-11-27T19:49:51.341097] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-11-27T19:49:51.341176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:51.341221] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:51.341281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:51.341365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:51.398240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:51.399407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:51.399504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:51.399549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:51.517974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:51.518169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:51.518230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:51.518275] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:51.521716] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-11-27T19:49:51.522011] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-11-27T19:49:51.522150] [INFO ] [sig       ] GOOGL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:51.659461] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GOOGL.txt
[2025-11-27T19:49:51.659700] [INFO ] [sig       ] [1477/3661] Completed GOOGL in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.1m
[2025-11-27T19:49:51.659758] [INFO ] [sig       ] [1478/3661] Forecasting GOOS...
[2025-11-27T19:49:51.659800] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-11-27T19:49:51.659849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-11-27T19:49:51.671214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-11-27T19:49:51.671543] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-11-27T19:49:51.672353] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-11-27T19:49:51.672416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:51.672458] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:51.672493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:51.672555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:51.727373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:51.728101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:51.728207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:51.728248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:51.848946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:51.849130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:51.849184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:51.849224] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:51.852693] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-11-27T19:49:51.852985] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-11-27T19:49:51.853127] [INFO ] [sig       ] GOOS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:51.995750] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GOOS.txt
[2025-11-27T19:49:51.995984] [INFO ] [sig       ] [1478/3661] Completed GOOS in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.1m
[2025-11-27T19:49:51.996064] [INFO ] [sig       ] [1479/3661] Forecasting GOSS...
[2025-11-27T19:49:51.996114] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-11-27T19:49:51.996183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-11-27T19:49:52.007718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-11-27T19:49:52.008051] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-11-27T19:49:52.008902] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-11-27T19:49:52.008965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:52.009007] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:52.009052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:52.009131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:52.064464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:52.065095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:52.065185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:52.065225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:52.181895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:52.182039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:52.182087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:52.182122] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:52.185305] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=43.37%)
[2025-11-27T19:49:52.185613] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-11-27T19:49:52.185750] [INFO ] [sig       ] GOSS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:52.321849] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GOSS.txt
[2025-11-27T19:49:52.322024] [INFO ] [sig       ] [1479/3661] Completed GOSS in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.1m
[2025-11-27T19:49:52.322074] [INFO ] [sig       ] [1480/3661] Forecasting GOVI...
[2025-11-27T19:49:52.322110] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-11-27T19:49:52.322191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-11-27T19:49:52.332688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-11-27T19:49:52.332981] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-11-27T19:49:52.333773] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-11-27T19:49:52.333835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:52.333883] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:52.333927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:52.334002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:52.388510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:52.389119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:52.389205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:52.389254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:52.504536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:52.504706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:52.504753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:52.504790] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:52.508069] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-11-27T19:49:52.508850] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-11-27T19:49:52.509252] [INFO ] [sig       ] GOVI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:52.652633] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GOVI.txt
[2025-11-27T19:49:52.652825] [INFO ] [sig       ] [1480/3661] Completed GOVI in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.1m
[2025-11-27T19:49:52.652880] [INFO ] [sig       ] [1481/3661] Forecasting GPC...
[2025-11-27T19:49:52.652922] [INFO ] [sig       ] Generating forecast for: GPC
[2025-11-27T19:49:52.653020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-11-27T19:49:52.664846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-11-27T19:49:52.665258] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-11-27T19:49:52.666150] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-11-27T19:49:52.666220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:52.666287] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:52.666343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:52.666423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:52.724959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:52.725866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:52.725970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:52.726037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:52.851145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:52.851332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:52.851407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:52.851468] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:52.854939] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-11-27T19:49:52.855249] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-11-27T19:49:52.855403] [INFO ] [sig       ] GPC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:52.993695] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GPC.txt
[2025-11-27T19:49:52.993868] [INFO ] [sig       ] [1481/3661] Completed GPC in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.1m
[2025-11-27T19:49:52.993924] [INFO ] [sig       ] [1482/3661] Forecasting GPI...
[2025-11-27T19:49:52.993981] [INFO ] [sig       ] Generating forecast for: GPI
[2025-11-27T19:49:52.994043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-11-27T19:49:53.007600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-11-27T19:49:53.008214] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-11-27T19:49:53.009205] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-11-27T19:49:53.009275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:53.009312] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:53.009345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:53.009417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:53.066098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:53.067162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:53.067266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:53.067314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:53.187172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:53.187411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:53.187465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:53.187505] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:53.191231] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-11-27T19:49:53.191588] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-11-27T19:49:53.191734] [INFO ] [sig       ] GPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:53.331889] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GPI.txt
[2025-11-27T19:49:53.332131] [INFO ] [sig       ] [1482/3661] Completed GPI in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.1m
[2025-11-27T19:49:53.332213] [INFO ] [sig       ] [1483/3661] Forecasting GPIQ...
[2025-11-27T19:49:53.332268] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-11-27T19:49:53.332325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-11-27T19:49:53.346464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-11-27T19:49:53.347097] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-11-27T19:49:53.348234] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-11-27T19:49:53.348304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:53.348349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:53.348389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:53.348457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:53.407565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:53.408877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:53.408982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:53.409027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:53.529617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:53.529871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:53.529928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:53.529968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:53.533688] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-11-27T19:49:53.534008] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-11-27T19:49:53.534154] [INFO ] [sig       ] GPIQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:53.677252] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GPIQ.txt
[2025-11-27T19:49:53.677447] [INFO ] [sig       ] [1483/3661] Completed GPIQ in 0.3s | 3.00 sym/s | Total: 8.2m | ETA: 12.1m
[2025-11-27T19:49:53.677525] [INFO ] [sig       ] [1484/3661] Forecasting GPIX...
[2025-11-27T19:49:53.677590] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-11-27T19:49:53.677631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-11-27T19:49:53.690892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-11-27T19:49:53.691416] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-11-27T19:49:53.692385] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-11-27T19:49:53.692452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:53.692497] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:53.692534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:53.692621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:53.747450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:53.748735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:53.748859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:53.748910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:53.867990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:53.868194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:53.868265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:53.868306] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:53.871618] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-11-27T19:49:53.871902] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-11-27T19:49:53.872041] [INFO ] [sig       ] GPIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:54.005990] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GPIX.txt
[2025-11-27T19:49:54.006158] [INFO ] [sig       ] [1484/3661] Completed GPIX in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:54.006214] [INFO ] [sig       ] [1485/3661] Forecasting GPJA...
[2025-11-27T19:49:54.006252] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-11-27T19:49:54.006285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-11-27T19:49:54.017045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-11-27T19:49:54.017356] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-11-27T19:49:54.018302] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-11-27T19:49:54.018368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:54.018412] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:54.018448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:54.018524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:54.074281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:54.074981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:54.075070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:54.075112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:54.188122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:54.188299] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:49:54.188348] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:54.188392] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:54.191672] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-11-27T19:49:54.191954] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-11-27T19:49:54.192087] [INFO ] [sig       ] GPJA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:54.328118] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GPJA.txt
[2025-11-27T19:49:54.328267] [INFO ] [sig       ] [1485/3661] Completed GPJA in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:54.328323] [INFO ] [sig       ] [1486/3661] Forecasting GPK...
[2025-11-27T19:49:54.328361] [INFO ] [sig       ] Generating forecast for: GPK
[2025-11-27T19:49:54.328432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-11-27T19:49:54.339177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-11-27T19:49:54.339454] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-11-27T19:49:54.340245] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-11-27T19:49:54.340309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:54.340358] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:54.340412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:54.340493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:54.396720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:54.397388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:54.397475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:54.397527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:54.519381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:54.519530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:54.519592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:54.519651] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:54.522873] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-11-27T19:49:54.523150] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-11-27T19:49:54.523281] [INFO ] [sig       ] GPK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:54.662102] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GPK.txt
[2025-11-27T19:49:54.662250] [INFO ] [sig       ] [1486/3661] Completed GPK in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:54.662300] [INFO ] [sig       ] [1487/3661] Forecasting GPN...
[2025-11-27T19:49:54.662337] [INFO ] [sig       ] Generating forecast for: GPN
[2025-11-27T19:49:54.662383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-11-27T19:49:54.674652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-11-27T19:49:54.675040] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-11-27T19:49:54.675947] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-11-27T19:49:54.676012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:54.676060] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:54.676107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:54.676194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:54.734197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:54.734979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:54.735075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:54.735124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:54.857141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:54.857304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:54.857361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:54.857396] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:54.860744] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=33.53%)
[2025-11-27T19:49:54.861036] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-11-27T19:49:54.861170] [INFO ] [sig       ] GPN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:54.995183] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GPN.txt
[2025-11-27T19:49:54.995359] [INFO ] [sig       ] [1487/3661] Completed GPN in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:54.995412] [INFO ] [sig       ] [1488/3661] Forecasting GPRE...
[2025-11-27T19:49:54.995455] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-11-27T19:49:54.995494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-11-27T19:49:55.006230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-11-27T19:49:55.006567] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-11-27T19:49:55.007354] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-11-27T19:49:55.007416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:55.007469] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:55.007506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:55.007588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:55.063838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:55.064472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:55.064560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:55.064617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:55.183506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:55.183688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:55.183754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:55.183801] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:55.187040] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=65.87%)
[2025-11-27T19:49:55.187321] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-11-27T19:49:55.187454] [INFO ] [sig       ] GPRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:55.325404] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GPRE.txt
[2025-11-27T19:49:55.325543] [INFO ] [sig       ] [1488/3661] Completed GPRE in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:55.325603] [INFO ] [sig       ] [1489/3661] Forecasting GPRK...
[2025-11-27T19:49:55.325643] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-11-27T19:49:55.325679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-11-27T19:49:55.336244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-11-27T19:49:55.336554] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-11-27T19:49:55.337356] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-11-27T19:49:55.337420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:55.337467] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:55.337510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:55.337602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:55.392876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:55.393501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:55.393605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:55.393642] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:55.510274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:55.510426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:55.510473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:55.510505] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:55.513746] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-11-27T19:49:55.514059] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-11-27T19:49:55.514200] [INFO ] [sig       ] GPRK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:55.654165] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GPRK.txt
[2025-11-27T19:49:55.654319] [INFO ] [sig       ] [1489/3661] Completed GPRK in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:55.654370] [INFO ] [sig       ] [1490/3661] Forecasting GPRO...
[2025-11-27T19:49:55.654409] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-11-27T19:49:55.654498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-11-27T19:49:55.665416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-11-27T19:49:55.665755] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-11-27T19:49:55.666519] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-11-27T19:49:55.666612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:55.666656] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:55.666694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:55.666765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:55.722721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:55.723349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:55.723436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:55.723487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:55.845804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:55.845978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:55.846026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:55.846061] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:55.849382] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-11-27T19:49:55.849686] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-11-27T19:49:55.849827] [INFO ] [sig       ] GPRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:55.988296] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GPRO.txt
[2025-11-27T19:49:55.988485] [INFO ] [sig       ] [1490/3661] Completed GPRO in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:55.988536] [INFO ] [sig       ] [1491/3661] Forecasting GRAB...
[2025-11-27T19:49:55.988591] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-11-27T19:49:55.988645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-11-27T19:49:56.000327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-11-27T19:49:56.000811] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-11-27T19:49:56.001703] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-11-27T19:49:56.001779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:56.001832] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:56.001881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:56.001967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:56.058812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:56.059510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:56.059619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:56.059678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:56.177471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:56.177647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:56.177697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:56.177732] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:56.181050] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-11-27T19:49:56.181337] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-11-27T19:49:56.181470] [INFO ] [sig       ] GRAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:56.321494] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GRAB.txt
[2025-11-27T19:49:56.321653] [INFO ] [sig       ] [1491/3661] Completed GRAB in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:56.321707] [INFO ] [sig       ] [1492/3661] Forecasting GRAL...
[2025-11-27T19:49:56.321752] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-11-27T19:49:56.321793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-11-27T19:49:56.333073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-11-27T19:49:56.333383] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-11-27T19:49:56.334263] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-11-27T19:49:56.334332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:56.334390] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:56.334447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:56.334543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:56.391347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:56.392031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:56.392127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:56.392191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:56.511689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:56.511868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:56.511939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:56.511992] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:56.515423] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-11-27T19:49:56.515756] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-11-27T19:49:56.515942] [INFO ] [sig       ] GRAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:56.662372] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GRAL.txt
[2025-11-27T19:49:56.662597] [INFO ] [sig       ] [1492/3661] Completed GRAL in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:56.662663] [INFO ] [sig       ] [1493/3661] Forecasting GRBK...
[2025-11-27T19:49:56.662717] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-11-27T19:49:56.662782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-11-27T19:49:56.674386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-11-27T19:49:56.674792] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-11-27T19:49:56.675663] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-11-27T19:49:56.675728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:56.675770] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:56.675811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:56.675896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:56.733668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:56.734523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:56.734632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:56.734677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:56.852633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:56.852796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:56.852849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:56.852902] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:56.856243] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-11-27T19:49:56.856534] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-11-27T19:49:56.856710] [INFO ] [sig       ] GRBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:56.996714] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GRBK.txt
[2025-11-27T19:49:56.996906] [INFO ] [sig       ] [1493/3661] Completed GRBK in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.1m
[2025-11-27T19:49:56.996981] [INFO ] [sig       ] [1494/3661] Forecasting GRC...
[2025-11-27T19:49:56.997022] [INFO ] [sig       ] Generating forecast for: GRC
[2025-11-27T19:49:56.997069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-11-27T19:49:57.008436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-11-27T19:49:57.008896] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-11-27T19:49:57.009772] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-11-27T19:49:57.009842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:57.009901] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:57.009958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:57.010046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:57.067026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:57.068000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:57.068124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:57.068177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:57.187289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:57.187463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:57.187530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:57.187595] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:57.191087] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-11-27T19:49:57.191381] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-11-27T19:49:57.191526] [INFO ] [sig       ] GRC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:57.331180] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GRC.txt
[2025-11-27T19:49:57.331388] [INFO ] [sig       ] [1494/3661] Completed GRC in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.0m
[2025-11-27T19:49:57.331457] [INFO ] [sig       ] [1495/3661] Forecasting GREE...
[2025-11-27T19:49:57.331517] [INFO ] [sig       ] Generating forecast for: GREE
[2025-11-27T19:49:57.331619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-11-27T19:49:57.343604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-11-27T19:49:57.343947] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-11-27T19:49:57.344797] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-11-27T19:49:57.344868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:57.344920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:57.344958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:57.345021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:57.403961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:57.404846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:57.404941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:57.404988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:57.520555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:57.520729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:57.520777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:57.520834] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:57.524184] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=77.39%)
[2025-11-27T19:49:57.524469] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-11-27T19:49:57.524623] [INFO ] [sig       ] GREE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:57.668386] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GREE.txt
[2025-11-27T19:49:57.668538] [INFO ] [sig       ] [1495/3661] Completed GREE in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.0m
[2025-11-27T19:49:57.668614] [INFO ] [sig       ] [1496/3661] Forecasting GRFS...
[2025-11-27T19:49:57.668655] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-11-27T19:49:57.668713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-11-27T19:49:57.679487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-11-27T19:49:57.679826] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-11-27T19:49:57.680647] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-11-27T19:49:57.680709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:57.680757] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:57.680799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:57.680876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:57.737340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:57.738264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:57.738357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:57.738409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:57.858971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:57.859137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:57.859185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:57.859237] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:57.862524] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-11-27T19:49:57.862819] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-11-27T19:49:57.862960] [INFO ] [sig       ] GRFS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:58.001026] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GRFS.txt
[2025-11-27T19:49:58.001185] [INFO ] [sig       ] [1496/3661] Completed GRFS in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.0m
[2025-11-27T19:49:58.001238] [INFO ] [sig       ] [1497/3661] Forecasting GRI...
[2025-11-27T19:49:58.001287] [INFO ] [sig       ] Generating forecast for: GRI
[2025-11-27T19:49:58.001375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-11-27T19:49:58.011969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-11-27T19:49:58.012281] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-11-27T19:49:58.013067] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-11-27T19:49:58.013129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:58.013170] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:58.013206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:58.013342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:58.068348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:58.069002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:58.069106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:58.069151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:58.183468] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:58.183625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:58.183669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:58.183707] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:58.186918] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-11-27T19:49:58.187197] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-11-27T19:49:58.187327] [INFO ] [sig       ] GRI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:58.326728] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GRI.txt
[2025-11-27T19:49:58.326882] [INFO ] [sig       ] [1497/3661] Completed GRI in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.0m
[2025-11-27T19:49:58.326930] [INFO ] [sig       ] [1498/3661] Forecasting GRID...
[2025-11-27T19:49:58.326975] [INFO ] [sig       ] Generating forecast for: GRID
[2025-11-27T19:49:58.327011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-11-27T19:49:58.337937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-11-27T19:49:58.338260] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-11-27T19:49:58.339089] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-11-27T19:49:58.339155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:58.339198] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:58.339235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:58.339302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:58.395435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:58.396100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:58.396188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:58.396226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:58.518751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:58.518939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:58.518989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:58.519026] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:58.522426] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-11-27T19:49:58.522769] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-11-27T19:49:58.522929] [INFO ] [sig       ] GRID: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:58.663809] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GRID.txt
[2025-11-27T19:49:58.663998] [INFO ] [sig       ] [1498/3661] Completed GRID in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.0m
[2025-11-27T19:49:58.664051] [INFO ] [sig       ] [1499/3661] Forecasting GRMN...
[2025-11-27T19:49:58.664091] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-11-27T19:49:58.664145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-11-27T19:49:58.675230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-11-27T19:49:58.675642] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-11-27T19:49:58.676463] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-11-27T19:49:58.676527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:58.676589] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:58.676652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:58.676727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:58.734273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:58.735106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:58.735199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:58.735245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:58.855827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:58.855992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:58.856054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:58.856109] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:58.859503] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-11-27T19:49:58.859841] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-11-27T19:49:58.860008] [INFO ] [sig       ] GRMN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:49:58.999074] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GRMN.txt
[2025-11-27T19:49:58.999240] [INFO ] [sig       ] [1499/3661] Completed GRMN in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.0m
[2025-11-27T19:49:58.999321] [INFO ] [sig       ] [1500/3661] Forecasting GRND...
[2025-11-27T19:49:58.999442] [INFO ] [sig       ] Generating forecast for: GRND
[2025-11-27T19:49:58.999498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-11-27T19:49:59.010566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-11-27T19:49:59.010925] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-11-27T19:49:59.011739] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-11-27T19:49:59.011801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:59.011845] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:59.011879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:59.011963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:59.067971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:59.068619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:59.068706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:59.068747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:59.189676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:59.189868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:59.189917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:59.189956] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:59.193203] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-11-27T19:49:59.193478] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-11-27T19:49:59.193625] [INFO ] [sig       ] GRND: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:59.328720] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GRND.txt
[2025-11-27T19:49:59.328884] [INFO ] [sig       ] [1500/3661] Completed GRND in 0.3s | 3.00 sym/s | Total: 8.3m | ETA: 12.0m
[2025-11-27T19:49:59.328952] [INFO ] [sig       ] [1501/3661] Forecasting GRPN...
[2025-11-27T19:49:59.328994] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-11-27T19:49:59.329033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-11-27T19:49:59.369953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-11-27T19:49:59.370255] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-11-27T19:49:59.371045] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-11-27T19:49:59.371108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:59.371150] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:59.371187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:59.371253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:59.426498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:59.427126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:59.427213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:59.427256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:59.546190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:59.546349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:59.546397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:59.546435] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:59.549655] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-11-27T19:49:59.549939] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-11-27T19:49:59.550075] [INFO ] [sig       ] GRPN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:49:59.689119] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GRPN.txt
[2025-11-27T19:49:59.689287] [INFO ] [sig       ] [1501/3661] Completed GRPN in 0.4s | 3.00 sym/s | Total: 8.3m | ETA: 12.0m
[2025-11-27T19:49:59.689344] [INFO ] [sig       ] [1502/3661] Forecasting GRVY...
[2025-11-27T19:49:59.689386] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-11-27T19:49:59.689445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-11-27T19:49:59.699921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-11-27T19:49:59.700236] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-11-27T19:49:59.701025] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-11-27T19:49:59.701088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:49:59.701130] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:49:59.701187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:49:59.701261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:49:59.756399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:49:59.757108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:49:59.757215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:49:59.757272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:49:59.865409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:49:59.865601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:49:59.865649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:49:59.865691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:49:59.869081] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-11-27T19:49:59.869382] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-11-27T19:49:59.869534] [INFO ] [sig       ] GRVY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:00.007901] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GRVY.txt
[2025-11-27T19:50:00.008088] [INFO ] [sig       ] [1502/3661] Completed GRVY in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:00.008160] [INFO ] [sig       ] [1503/3661] Forecasting GRWG...
[2025-11-27T19:50:00.008228] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-11-27T19:50:00.008341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-11-27T19:50:00.018964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-11-27T19:50:00.019283] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-11-27T19:50:00.020062] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-11-27T19:50:00.020126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:00.020177] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:00.020255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:00.020333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:00.075828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:00.076478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:00.076592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:00.076651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:00.190122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:00.190277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:00.190325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:00.190367] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:00.193611] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-11-27T19:50:00.193897] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-11-27T19:50:00.194041] [INFO ] [sig       ] GRWG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:00.333725] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GRWG.txt
[2025-11-27T19:50:00.333902] [INFO ] [sig       ] [1503/3661] Completed GRWG in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:00.333962] [INFO ] [sig       ] [1504/3661] Forecasting GRX...
[2025-11-27T19:50:00.334013] [INFO ] [sig       ] Generating forecast for: GRX
[2025-11-27T19:50:00.334089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-11-27T19:50:00.345200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-11-27T19:50:00.345524] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-11-27T19:50:00.346316] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-11-27T19:50:00.346378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:00.346416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:00.346453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:00.346518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:00.402591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:00.403400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:00.403503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:00.403549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:00.511904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:00.512034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:00.512083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:00.512121] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:00.515339] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-11-27T19:50:00.515641] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-11-27T19:50:00.515778] [INFO ] [sig       ] GRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:00.652181] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GRX.txt
[2025-11-27T19:50:00.652363] [INFO ] [sig       ] [1504/3661] Completed GRX in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:00.652408] [INFO ] [sig       ] [1505/3661] Forecasting GS...
[2025-11-27T19:50:00.652440] [INFO ] [sig       ] Generating forecast for: GS
[2025-11-27T19:50:00.652472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-11-27T19:50:00.664361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-11-27T19:50:00.664766] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-11-27T19:50:00.665568] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-11-27T19:50:00.665656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:00.665694] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:00.665724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:00.665787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:00.722027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:00.722838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:00.722926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:00.722961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:00.848903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:00.849069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:00.849131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:00.849172] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:00.852563] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-11-27T19:50:00.852865] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-11-27T19:50:00.853002] [INFO ] [sig       ] GS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:00.991968] [INFO ] [LOCAL     ] Saved forecast: GS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GS.txt
[2025-11-27T19:50:00.992120] [INFO ] [sig       ] [1505/3661] Completed GS in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:00.992166] [INFO ] [sig       ] [1506/3661] Forecasting GSBC...
[2025-11-27T19:50:00.992203] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-11-27T19:50:00.992237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-11-27T19:50:01.007288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-11-27T19:50:01.007828] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-11-27T19:50:01.008858] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-11-27T19:50:01.008927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:01.008970] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:01.009006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:01.009070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:01.063530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:01.064498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:01.064618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:01.064675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:01.184605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:01.184793] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:50:01.184843] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:01.184902] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:01.188369] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-11-27T19:50:01.188705] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-11-27T19:50:01.188859] [INFO ] [sig       ] GSBC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:01.327359] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GSBC.txt
[2025-11-27T19:50:01.327537] [INFO ] [sig       ] [1506/3661] Completed GSBC in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:01.327606] [INFO ] [sig       ] [1507/3661] Forecasting GSBD...
[2025-11-27T19:50:01.327648] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-11-27T19:50:01.327711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-11-27T19:50:01.338958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-11-27T19:50:01.339318] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-11-27T19:50:01.340130] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-11-27T19:50:01.340194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:01.340236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:01.340272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:01.340340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:01.396241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:01.397113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:01.397202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:01.397256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:01.518940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:01.519148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:01.519198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:01.519236] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:01.523018] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-11-27T19:50:01.523320] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-11-27T19:50:01.523466] [INFO ] [sig       ] GSBD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:01.658732] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GSBD.txt
[2025-11-27T19:50:01.658906] [INFO ] [sig       ] [1507/3661] Completed GSBD in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:01.658961] [INFO ] [sig       ] [1508/3661] Forecasting GSHD...
[2025-11-27T19:50:01.659002] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-11-27T19:50:01.659063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-11-27T19:50:01.670257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-11-27T19:50:01.670661] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-11-27T19:50:01.671433] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-11-27T19:50:01.671496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:01.671537] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:01.671593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:01.671662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:01.726917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:01.727909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:01.728017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:01.728061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:01.848718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:01.848908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:01.848966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:01.849008] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:01.852324] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-11-27T19:50:01.852619] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-11-27T19:50:01.852751] [INFO ] [sig       ] GSHD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:01.988093] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GSHD.txt
[2025-11-27T19:50:01.988331] [INFO ] [sig       ] [1508/3661] Completed GSHD in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:01.988400] [INFO ] [sig       ] [1509/3661] Forecasting GSK...
[2025-11-27T19:50:01.988433] [INFO ] [sig       ] Generating forecast for: GSK
[2025-11-27T19:50:01.988476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-11-27T19:50:02.001469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-11-27T19:50:02.001973] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-11-27T19:50:02.003100] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-11-27T19:50:02.003192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:02.003240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:02.003285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:02.003357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:02.062200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:02.063158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:02.063288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:02.063344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:02.204225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:02.204437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:02.204527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:02.204627] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:02.208402] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-11-27T19:50:02.208873] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-11-27T19:50:02.209079] [INFO ] [sig       ] GSK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:02.356904] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GSK.txt
[2025-11-27T19:50:02.357118] [INFO ] [sig       ] [1509/3661] Completed GSK in 0.4s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:02.357188] [INFO ] [sig       ] [1510/3661] Forecasting GSL...
[2025-11-27T19:50:02.357264] [INFO ] [sig       ] Generating forecast for: GSL
[2025-11-27T19:50:02.357315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-11-27T19:50:02.368686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-11-27T19:50:02.369074] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-11-27T19:50:02.369989] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-11-27T19:50:02.370068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:02.370125] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:02.370180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:02.370289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:02.430520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:02.431488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:02.431606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:02.431665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:02.551825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:02.552022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:02.552093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:02.552149] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:02.555568] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-11-27T19:50:02.555921] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-11-27T19:50:02.556075] [INFO ] [sig       ] GSL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:02.698156] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GSL.txt
[2025-11-27T19:50:02.698311] [INFO ] [sig       ] [1510/3661] Completed GSL in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:02.698368] [INFO ] [sig       ] [1511/3661] Forecasting GSM...
[2025-11-27T19:50:02.698403] [INFO ] [sig       ] Generating forecast for: GSM
[2025-11-27T19:50:02.698457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-11-27T19:50:02.709266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-11-27T19:50:02.709588] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-11-27T19:50:02.710378] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-11-27T19:50:02.710442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:02.710485] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:02.710522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:02.710603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:02.771685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:02.772440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:02.772531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:02.772595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:02.892979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:02.893145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:02.893193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:02.893231] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:02.896469] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-11-27T19:50:02.896759] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-11-27T19:50:02.896895] [INFO ] [sig       ] GSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:03.035350] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GSM.txt
[2025-11-27T19:50:03.035551] [INFO ] [sig       ] [1511/3661] Completed GSM in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 12.0m
[2025-11-27T19:50:03.035626] [INFO ] [sig       ] [1512/3661] Forecasting GTES...
[2025-11-27T19:50:03.035669] [INFO ] [sig       ] Generating forecast for: GTES
[2025-11-27T19:50:03.035710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-11-27T19:50:03.050711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-11-27T19:50:03.051045] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-11-27T19:50:03.051842] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-11-27T19:50:03.051915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:03.051957] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:03.051991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:03.052053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:03.108479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:03.109230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:03.109321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:03.109366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:03.231992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:03.232180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:03.232228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:03.232270] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:03.235675] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=83.11%)
[2025-11-27T19:50:03.235963] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-11-27T19:50:03.236095] [INFO ] [sig       ] GTES: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:03.371176] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GTES.txt
[2025-11-27T19:50:03.371352] [INFO ] [sig       ] [1512/3661] Completed GTES in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 11.9m
[2025-11-27T19:50:03.371407] [INFO ] [sig       ] [1513/3661] Forecasting GTLB...
[2025-11-27T19:50:03.371447] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-11-27T19:50:03.371525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-11-27T19:50:03.382190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-11-27T19:50:03.382489] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-11-27T19:50:03.383286] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-11-27T19:50:03.383349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:03.383389] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:03.383423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:03.383485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:03.439717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:03.440442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:03.440535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:03.440598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:03.557524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:03.557688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:03.557736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:03.557772] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:03.561107] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-11-27T19:50:03.561387] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-11-27T19:50:03.561524] [INFO ] [sig       ] GTLB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:03.705673] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GTLB.txt
[2025-11-27T19:50:03.705827] [INFO ] [sig       ] [1513/3661] Completed GTLB in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 11.9m
[2025-11-27T19:50:03.705881] [INFO ] [sig       ] [1514/3661] Forecasting GTLS...
[2025-11-27T19:50:03.705930] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-11-27T19:50:03.705972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-11-27T19:50:03.718648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-11-27T19:50:03.719002] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-11-27T19:50:03.719895] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-11-27T19:50:03.719962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:03.720009] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:03.720047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:03.720112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:03.775289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:03.775985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:03.776080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:03.776125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:03.897969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:03.898169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:03.898220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:03.898258] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:03.901605] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-11-27T19:50:03.901902] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-11-27T19:50:03.902048] [INFO ] [sig       ] GTLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:04.038356] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GTLS.txt
[2025-11-27T19:50:04.038548] [INFO ] [sig       ] [1514/3661] Completed GTLS in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 11.9m
[2025-11-27T19:50:04.038614] [INFO ] [sig       ] [1515/3661] Forecasting GTN...
[2025-11-27T19:50:04.038656] [INFO ] [sig       ] Generating forecast for: GTN
[2025-11-27T19:50:04.038715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-11-27T19:50:04.052461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-11-27T19:50:04.052895] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-11-27T19:50:04.053719] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-11-27T19:50:04.053783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:04.053818] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:04.053855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:04.053919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:04.109878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:04.110757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:04.110853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:04.110893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:04.242229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:04.242408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:04.242460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:04.242493] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:04.245915] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-11-27T19:50:04.246215] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-11-27T19:50:04.246355] [INFO ] [sig       ] GTN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:04.382115] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GTN.txt
[2025-11-27T19:50:04.382306] [INFO ] [sig       ] [1515/3661] Completed GTN in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 11.9m
[2025-11-27T19:50:04.382364] [INFO ] [sig       ] [1516/3661] Forecasting GTX...
[2025-11-27T19:50:04.382403] [INFO ] [sig       ] Generating forecast for: GTX
[2025-11-27T19:50:04.382439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-11-27T19:50:04.403849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-11-27T19:50:04.404210] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-11-27T19:50:04.405016] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-11-27T19:50:04.405079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:04.405119] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:04.405154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:04.405216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:04.463568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:04.464413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:04.464506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:04.464548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:04.580931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:04.581099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:04.581148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:04.581183] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:04.584391] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-11-27T19:50:04.584684] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-11-27T19:50:04.584810] [INFO ] [sig       ] GTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:04.723250] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GTX.txt
[2025-11-27T19:50:04.723403] [INFO ] [sig       ] [1516/3661] Completed GTX in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 11.9m
[2025-11-27T19:50:04.723451] [INFO ] [sig       ] [1517/3661] Forecasting GTY...
[2025-11-27T19:50:04.723486] [INFO ] [sig       ] Generating forecast for: GTY
[2025-11-27T19:50:04.723524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-11-27T19:50:04.734610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-11-27T19:50:04.734889] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-11-27T19:50:04.735817] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-11-27T19:50:04.735878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:04.735917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:04.735949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:04.736014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:04.792172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:04.792791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:04.792879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:04.792915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:04.909757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:04.909903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:04.909951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:04.909984] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:04.913220] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-11-27T19:50:04.913508] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-11-27T19:50:04.913663] [INFO ] [sig       ] GTY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:05.051091] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GTY.txt
[2025-11-27T19:50:05.051254] [INFO ] [sig       ] [1517/3661] Completed GTY in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 11.9m
[2025-11-27T19:50:05.051307] [INFO ] [sig       ] [1518/3661] Forecasting GUG...
[2025-11-27T19:50:05.051340] [INFO ] [sig       ] Generating forecast for: GUG
[2025-11-27T19:50:05.051376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-11-27T19:50:05.062294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-11-27T19:50:05.062612] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-11-27T19:50:05.063364] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-11-27T19:50:05.063427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:05.063467] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:05.063505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:05.063591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:05.117813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:05.118411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:05.118498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:05.118541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:05.233061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:05.233227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:05.233275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:05.233315] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:05.236526] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-11-27T19:50:05.236813] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-11-27T19:50:05.236945] [INFO ] [sig       ] GUG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:05.372331] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GUG.txt
[2025-11-27T19:50:05.372514] [INFO ] [sig       ] [1518/3661] Completed GUG in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 11.9m
[2025-11-27T19:50:05.372565] [INFO ] [sig       ] [1519/3661] Forecasting GVA...
[2025-11-27T19:50:05.372638] [INFO ] [sig       ] Generating forecast for: GVA
[2025-11-27T19:50:05.372700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-11-27T19:50:05.383942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-11-27T19:50:05.384303] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-11-27T19:50:05.385127] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-11-27T19:50:05.385193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:05.385237] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:05.385276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:05.385343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:05.443020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:05.443732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:05.443833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:05.443876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:05.564781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:05.564976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:05.565065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:05.565123] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:05.569635] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-11-27T19:50:05.569996] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-11-27T19:50:05.570174] [INFO ] [sig       ] GVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:05.707284] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GVA.txt
[2025-11-27T19:50:05.707427] [INFO ] [sig       ] [1519/3661] Completed GVA in 0.3s | 3.00 sym/s | Total: 8.4m | ETA: 11.9m
[2025-11-27T19:50:05.707475] [INFO ] [sig       ] [1520/3661] Forecasting GWH...
[2025-11-27T19:50:05.707509] [INFO ] [sig       ] Generating forecast for: GWH
[2025-11-27T19:50:05.707545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-11-27T19:50:05.719200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-11-27T19:50:05.719617] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-11-27T19:50:05.720428] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-11-27T19:50:05.720493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:05.720540] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:05.720609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:05.720679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:05.778849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:05.779862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:05.779957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:05.779998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:05.902611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:05.902800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:05.902854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:05.902894] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:05.906247] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-11-27T19:50:05.906536] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-11-27T19:50:05.906707] [INFO ] [sig       ] GWH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:06.043889] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GWH.txt
[2025-11-27T19:50:06.044067] [INFO ] [sig       ] [1520/3661] Completed GWH in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:06.044122] [INFO ] [sig       ] [1521/3661] Forecasting GWRE...
[2025-11-27T19:50:06.044164] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-11-27T19:50:06.044234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-11-27T19:50:06.054750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-11-27T19:50:06.055088] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-11-27T19:50:06.055942] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-11-27T19:50:06.056010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:06.056055] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:06.056096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:06.056168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:06.115521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:06.116375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:06.116471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:06.116517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:06.242276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:06.242486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:06.242538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:06.242598] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:06.245999] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-11-27T19:50:06.246295] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-11-27T19:50:06.246434] [INFO ] [sig       ] GWRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:06.384233] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/GWRE.txt
[2025-11-27T19:50:06.384385] [INFO ] [sig       ] [1521/3661] Completed GWRE in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:06.384434] [INFO ] [sig       ] [1522/3661] Forecasting GWRS...
[2025-11-27T19:50:06.384472] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-11-27T19:50:06.384514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-11-27T19:50:06.396356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-11-27T19:50:06.396714] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-11-27T19:50:06.397522] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-11-27T19:50:06.397607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:06.397660] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:06.397711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:06.397784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:06.452569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:06.453235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:06.453327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:06.453375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:06.567121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:06.567289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:06.567338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:06.567376] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:06.570715] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=36.21%)
[2025-11-27T19:50:06.570991] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-11-27T19:50:06.571122] [INFO ] [sig       ] GWRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:06.705665] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GWRS.txt
[2025-11-27T19:50:06.705806] [INFO ] [sig       ] [1522/3661] Completed GWRS in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:06.705856] [INFO ] [sig       ] [1523/3661] Forecasting GXAI...
[2025-11-27T19:50:06.705893] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-11-27T19:50:06.705932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-11-27T19:50:06.718294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-11-27T19:50:06.718592] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-11-27T19:50:06.719347] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-11-27T19:50:06.719411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:06.719465] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:06.719504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:06.719589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:06.774793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:06.775417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:06.775506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:06.775550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:06.889342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:06.889512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:06.889562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:06.889621] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:06.892847] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=46.53%)
[2025-11-27T19:50:06.893127] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-11-27T19:50:06.893262] [INFO ] [sig       ] GXAI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:07.027238] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GXAI.txt
[2025-11-27T19:50:07.027410] [INFO ] [sig       ] [1523/3661] Completed GXAI in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:07.027460] [INFO ] [sig       ] [1524/3661] Forecasting GYRE...
[2025-11-27T19:50:07.027501] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-11-27T19:50:07.027540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-11-27T19:50:07.042311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-11-27T19:50:07.042874] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-11-27T19:50:07.043781] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-11-27T19:50:07.043850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:07.043896] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:07.043933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:07.044008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:07.102196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:07.103171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:07.103271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:07.103318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:07.224858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:07.225034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:07.225089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:07.225130] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:07.228543] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-11-27T19:50:07.228851] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-11-27T19:50:07.228995] [INFO ] [sig       ] GYRE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:07.368178] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/GYRE.txt
[2025-11-27T19:50:07.368370] [INFO ] [sig       ] [1524/3661] Completed GYRE in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:07.368418] [INFO ] [sig       ] [1525/3661] Forecasting H...
[2025-11-27T19:50:07.368453] [INFO ] [sig       ] Generating forecast for: H
[2025-11-27T19:50:07.368491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-11-27T19:50:07.380350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-11-27T19:50:07.380708] [INFO ] [FORECASTER] Starting predict_future for H
[2025-11-27T19:50:07.381478] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-11-27T19:50:07.381541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:07.381600] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:07.381639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:07.381703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:07.436418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:07.437037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:07.437123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:07.437165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:07.552292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:07.552433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:07.552480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:07.552517] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:07.556149] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-11-27T19:50:07.556419] [INFO ] [FORECASTER] Completed predict_future for H
[2025-11-27T19:50:07.556552] [INFO ] [sig       ] H: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:07.691162] [INFO ] [LOCAL     ] Saved forecast: H	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/H.txt
[2025-11-27T19:50:07.691294] [INFO ] [sig       ] [1525/3661] Completed H in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:07.691344] [INFO ] [sig       ] [1526/3661] Forecasting HAE...
[2025-11-27T19:50:07.691384] [INFO ] [sig       ] Generating forecast for: HAE
[2025-11-27T19:50:07.691416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-11-27T19:50:07.703153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-11-27T19:50:07.703560] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-11-27T19:50:07.704389] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-11-27T19:50:07.704453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:07.704495] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:07.704530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:07.704611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:07.763440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:07.764350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:07.764446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:07.764491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:07.887236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:07.887432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:07.887492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:07.887537] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:07.891759] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-11-27T19:50:07.892102] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-11-27T19:50:07.892263] [INFO ] [sig       ] HAE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:08.025023] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HAE.txt
[2025-11-27T19:50:08.025156] [INFO ] [sig       ] [1526/3661] Completed HAE in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:08.025204] [INFO ] [sig       ] [1527/3661] Forecasting HAFC...
[2025-11-27T19:50:08.025259] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-11-27T19:50:08.025299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-11-27T19:50:08.036216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-11-27T19:50:08.036493] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-11-27T19:50:08.037290] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-11-27T19:50:08.037352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:08.037393] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:08.037430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:08.037494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:08.093050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:08.093680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:08.093767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:08.093806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:08.209806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:08.209967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:08.210015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:08.210049] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:08.213231] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-11-27T19:50:08.213506] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-11-27T19:50:08.213655] [INFO ] [sig       ] HAFC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:08.347943] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HAFC.txt
[2025-11-27T19:50:08.348077] [INFO ] [sig       ] [1527/3661] Completed HAFC in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:08.348144] [INFO ] [sig       ] [1528/3661] Forecasting HAIN...
[2025-11-27T19:50:08.348190] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-11-27T19:50:08.348231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-11-27T19:50:08.359179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-11-27T19:50:08.359443] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-11-27T19:50:08.360231] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-11-27T19:50:08.360298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:08.360341] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:08.360380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:08.360449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:08.416273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:08.416906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:08.416996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:08.417041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:08.534769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:08.534929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:08.534976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:08.535014] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:08.538286] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-11-27T19:50:08.538569] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-11-27T19:50:08.538724] [INFO ] [sig       ] HAIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:08.676045] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HAIN.txt
[2025-11-27T19:50:08.676194] [INFO ] [sig       ] [1528/3661] Completed HAIN in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:08.676243] [INFO ] [sig       ] [1529/3661] Forecasting HAL...
[2025-11-27T19:50:08.676284] [INFO ] [sig       ] Generating forecast for: HAL
[2025-11-27T19:50:08.676344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-11-27T19:50:08.687374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-11-27T19:50:08.687655] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-11-27T19:50:08.688423] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-11-27T19:50:08.688485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:08.688521] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:08.688558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:08.688650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:08.743286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:08.743892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:08.743979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:08.744023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:08.862605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:08.862760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:08.862823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:08.862869] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:08.866162] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=69.25%)
[2025-11-27T19:50:08.866429] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-11-27T19:50:08.866558] [INFO ] [sig       ] HAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:09.000377] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HAL.txt
[2025-11-27T19:50:09.000510] [INFO ] [sig       ] [1529/3661] Completed HAL in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.9m
[2025-11-27T19:50:09.000559] [INFO ] [sig       ] [1530/3661] Forecasting HALO...
[2025-11-27T19:50:09.000617] [INFO ] [sig       ] Generating forecast for: HALO
[2025-11-27T19:50:09.000655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-11-27T19:50:09.011635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-11-27T19:50:09.011912] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-11-27T19:50:09.012675] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-11-27T19:50:09.012737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:09.012777] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:09.012812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:09.012875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:09.068376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:09.068977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:09.069061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:09.069102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:09.195255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:09.195406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:09.195453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:09.195507] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:09.198729] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-11-27T19:50:09.198996] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-11-27T19:50:09.199128] [INFO ] [sig       ] HALO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:09.335452] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HALO.txt
[2025-11-27T19:50:09.335652] [INFO ] [sig       ] [1530/3661] Completed HALO in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.8m
[2025-11-27T19:50:09.335704] [INFO ] [sig       ] [1531/3661] Forecasting HAS...
[2025-11-27T19:50:09.335739] [INFO ] [sig       ] Generating forecast for: HAS
[2025-11-27T19:50:09.335778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-11-27T19:50:09.346744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-11-27T19:50:09.347125] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-11-27T19:50:09.347910] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-11-27T19:50:09.347973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:09.348014] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:09.348050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:09.348132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:09.403520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:09.404390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:09.404487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:09.404530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:09.526596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:09.526769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:09.526819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:09.526859] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:09.530196] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=31.36%)
[2025-11-27T19:50:09.530528] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-11-27T19:50:09.530714] [INFO ] [sig       ] HAS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:09.667158] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HAS.txt
[2025-11-27T19:50:09.667315] [INFO ] [sig       ] [1531/3661] Completed HAS in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.8m
[2025-11-27T19:50:09.667362] [INFO ] [sig       ] [1532/3661] Forecasting HASI...
[2025-11-27T19:50:09.667402] [INFO ] [sig       ] Generating forecast for: HASI
[2025-11-27T19:50:09.667440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-11-27T19:50:09.679391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-11-27T19:50:09.679803] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-11-27T19:50:09.680643] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-11-27T19:50:09.680705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:09.680755] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:09.680799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:09.680880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:09.738316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:09.739191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:09.739285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:09.739358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:09.858200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:09.858362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:09.858406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:09.858446] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:09.861666] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-11-27T19:50:09.861950] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-11-27T19:50:09.862094] [INFO ] [sig       ] HASI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:09.996993] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HASI.txt
[2025-11-27T19:50:09.997147] [INFO ] [sig       ] [1532/3661] Completed HASI in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.8m
[2025-11-27T19:50:09.997197] [INFO ] [sig       ] [1533/3661] Forecasting HBAN...
[2025-11-27T19:50:09.997236] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-11-27T19:50:09.997275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-11-27T19:50:10.011227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-11-27T19:50:10.011765] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-11-27T19:50:10.012680] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-11-27T19:50:10.012745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:10.012791] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:10.012830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:10.012896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:10.071272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:10.072459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:10.072592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:10.072642] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:10.201331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:10.201596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:10.201652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:10.201695] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:10.205656] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-11-27T19:50:10.205968] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-11-27T19:50:10.206118] [INFO ] [sig       ] HBAN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:10.346320] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HBAN.txt
[2025-11-27T19:50:10.346528] [INFO ] [sig       ] [1533/3661] Completed HBAN in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.8m
[2025-11-27T19:50:10.346621] [INFO ] [sig       ] [1534/3661] Forecasting HBANL...
[2025-11-27T19:50:10.346699] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-11-27T19:50:10.346752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-11-27T19:50:10.360413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-11-27T19:50:10.361055] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-11-27T19:50:10.362060] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-11-27T19:50:10.362142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:10.362188] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:10.362226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:10.362317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:10.420391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:10.421516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:10.421642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:10.421691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:10.537807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:10.538056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:10.538127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:10.538173] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:10.541934] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-11-27T19:50:10.542253] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-11-27T19:50:10.542407] [INFO ] [sig       ] HBANL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:10.687096] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HBANL.txt
[2025-11-27T19:50:10.687343] [INFO ] [sig       ] [1534/3661] Completed HBANL in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.8m
[2025-11-27T19:50:10.687398] [INFO ] [sig       ] [1535/3661] Forecasting HBANP...
[2025-11-27T19:50:10.687442] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-11-27T19:50:10.687484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-11-27T19:50:10.700732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-11-27T19:50:10.701361] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-11-27T19:50:10.702437] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-11-27T19:50:10.702508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:10.702553] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:10.702615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:10.702682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:10.760156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:10.761332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:10.761448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:10.761495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:10.887179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:10.887427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:10.887489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:10.887532] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:10.891569] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-11-27T19:50:10.891903] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-11-27T19:50:10.892063] [INFO ] [sig       ] HBANP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:11.047292] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HBANP.txt
[2025-11-27T19:50:11.047604] [INFO ] [sig       ] [1535/3661] Completed HBANP in 0.4s | 3.00 sym/s | Total: 8.5m | ETA: 11.8m
[2025-11-27T19:50:11.047693] [INFO ] [sig       ] [1536/3661] Forecasting HBB...
[2025-11-27T19:50:11.047771] [INFO ] [sig       ] Generating forecast for: HBB
[2025-11-27T19:50:11.047815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-11-27T19:50:11.061770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-11-27T19:50:11.062319] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-11-27T19:50:11.063264] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-11-27T19:50:11.063332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:11.063376] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:11.063418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:11.063493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:11.119811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:11.120978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:11.121094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:11.121140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:11.240427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:11.240703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:11.240766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:11.240808] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:11.244630] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-11-27T19:50:11.244943] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-11-27T19:50:11.245094] [INFO ] [sig       ] HBB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:11.390059] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HBB.txt
[2025-11-27T19:50:11.390282] [INFO ] [sig       ] [1536/3661] Completed HBB in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.8m
[2025-11-27T19:50:11.390358] [INFO ] [sig       ] [1537/3661] Forecasting HBCP...
[2025-11-27T19:50:11.390408] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-11-27T19:50:11.390450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-11-27T19:50:11.403597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-11-27T19:50:11.404181] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-11-27T19:50:11.405134] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-11-27T19:50:11.405229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:11.405275] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:11.405315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:11.405465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:11.464025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:11.465333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:11.465441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:11.465498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:11.583057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:11.583317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:11.583413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:11.583474] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:11.587377] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=45.75%)
[2025-11-27T19:50:11.587742] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-11-27T19:50:11.587916] [INFO ] [sig       ] HBCP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:11.733017] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HBCP.txt
[2025-11-27T19:50:11.733267] [INFO ] [sig       ] [1537/3661] Completed HBCP in 0.3s | 3.00 sym/s | Total: 8.5m | ETA: 11.8m
[2025-11-27T19:50:11.733322] [INFO ] [sig       ] [1538/3661] Forecasting HBI...
[2025-11-27T19:50:11.733416] [INFO ] [sig       ] Generating forecast for: HBI
[2025-11-27T19:50:11.733482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'.
[2025-11-27T19:50:11.746609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBI'.
[2025-11-27T19:50:11.747208] [INFO ] [FORECASTER] Starting predict_future for HBI
[2025-11-27T19:50:11.748201] [DEBUG] [LOCAL     ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt
[2025-11-27T19:50:11.748270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:11.748307] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:11.748337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:11.748409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:11.807368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:11.808648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:11.808765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:11.808839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:11.933444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:11.933741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:11.933823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:11.933875] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:11.938148] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-11-27T19:50:11.938503] [INFO ] [FORECASTER] Completed predict_future for HBI
[2025-11-27T19:50:11.938708] [INFO ] [sig       ] HBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:12.131794] [INFO ] [LOCAL     ] Saved forecast: HBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HBI.txt
[2025-11-27T19:50:12.132087] [INFO ] [sig       ] [1538/3661] Completed HBI in 0.4s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:12.132184] [INFO ] [sig       ] [1539/3661] Forecasting HBM...
[2025-11-27T19:50:12.132304] [INFO ] [sig       ] Generating forecast for: HBM
[2025-11-27T19:50:12.132352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-11-27T19:50:12.146527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-11-27T19:50:12.147177] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-11-27T19:50:12.148270] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-11-27T19:50:12.148344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:12.148392] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:12.148436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:12.148516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:12.214506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:12.215857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:12.215995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:12.216043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:12.358397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:12.358704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:12.358768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:12.358821] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:12.363187] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=33.46%)
[2025-11-27T19:50:12.363728] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-11-27T19:50:12.363940] [INFO ] [sig       ] HBM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:12.553653] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HBM.txt
[2025-11-27T19:50:12.554020] [INFO ] [sig       ] [1539/3661] Completed HBM in 0.4s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:12.554149] [INFO ] [sig       ] [1540/3661] Forecasting HBNC...
[2025-11-27T19:50:12.554214] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-11-27T19:50:12.554282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-11-27T19:50:12.569611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-11-27T19:50:12.570158] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-11-27T19:50:12.571199] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-11-27T19:50:12.571291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:12.571374] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:12.571437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:12.571550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:12.634388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:12.635393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:12.635524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:12.635619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:12.767253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:12.767453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:12.767536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:12.767609] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:12.771456] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=69.01%)
[2025-11-27T19:50:12.771900] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-11-27T19:50:12.772124] [INFO ] [sig       ] HBNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:12.926031] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HBNC.txt
[2025-11-27T19:50:12.926246] [INFO ] [sig       ] [1540/3661] Completed HBNC in 0.4s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:12.926303] [INFO ] [sig       ] [1541/3661] Forecasting HCA...
[2025-11-27T19:50:12.926351] [INFO ] [sig       ] Generating forecast for: HCA
[2025-11-27T19:50:12.926462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-11-27T19:50:12.941021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-11-27T19:50:12.941554] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-11-27T19:50:12.942725] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-11-27T19:50:12.942806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:12.942869] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:12.942936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:12.943040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:13.020679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:13.021858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:13.021985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:13.022041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:13.194959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:13.195145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:13.195201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:13.195240] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:13.198935] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-11-27T19:50:13.199258] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-11-27T19:50:13.199421] [INFO ] [sig       ] HCA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:13.346262] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HCA.txt
[2025-11-27T19:50:13.346418] [INFO ] [sig       ] [1541/3661] Completed HCA in 0.4s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:13.346468] [INFO ] [sig       ] [1542/3661] Forecasting HCC...
[2025-11-27T19:50:13.346507] [INFO ] [sig       ] Generating forecast for: HCC
[2025-11-27T19:50:13.346561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-11-27T19:50:13.360568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-11-27T19:50:13.361104] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-11-27T19:50:13.362084] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-11-27T19:50:13.362152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:13.362199] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:13.362235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:13.362302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:13.421999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:13.423035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:13.423135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:13.423182] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:13.550272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:13.550455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:13.550506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:13.550545] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:13.554066] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-11-27T19:50:13.554428] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-11-27T19:50:13.554630] [INFO ] [sig       ] HCC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:13.696565] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HCC.txt
[2025-11-27T19:50:13.696763] [INFO ] [sig       ] [1542/3661] Completed HCC in 0.4s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:13.696815] [INFO ] [sig       ] [1543/3661] Forecasting HCI...
[2025-11-27T19:50:13.696855] [INFO ] [sig       ] Generating forecast for: HCI
[2025-11-27T19:50:13.696920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-11-27T19:50:13.708878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-11-27T19:50:13.709333] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-11-27T19:50:13.710183] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-11-27T19:50:13.710253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:13.710297] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:13.710345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:13.710419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:13.765650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:13.766474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:13.766569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:13.766631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:13.883005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:13.883219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:13.883292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:13.883363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:13.886787] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=20.63%)
[2025-11-27T19:50:13.887096] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-11-27T19:50:13.887260] [INFO ] [sig       ] HCI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:14.029682] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HCI.txt
[2025-11-27T19:50:14.029950] [INFO ] [sig       ] [1543/3661] Completed HCI in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:14.030031] [INFO ] [sig       ] [1544/3661] Forecasting HCM...
[2025-11-27T19:50:14.030067] [INFO ] [sig       ] Generating forecast for: HCM
[2025-11-27T19:50:14.030118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-11-27T19:50:14.043235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-11-27T19:50:14.043734] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-11-27T19:50:14.044636] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-11-27T19:50:14.044702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:14.044749] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:14.044788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:14.044854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:14.106086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:14.107107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:14.107216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:14.107265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:14.242148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:14.242549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:14.242643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:14.242696] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:14.246421] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-27T19:50:14.246921] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-11-27T19:50:14.247062] [INFO ] [sig       ] HCM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:14.391444] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HCM.txt
[2025-11-27T19:50:14.391645] [INFO ] [sig       ] [1544/3661] Completed HCM in 0.4s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:14.391701] [INFO ] [sig       ] [1545/3661] Forecasting HCSG...
[2025-11-27T19:50:14.391757] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-11-27T19:50:14.391797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-11-27T19:50:14.403304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-11-27T19:50:14.403688] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-11-27T19:50:14.404606] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-11-27T19:50:14.404672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:14.404714] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:14.404751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:14.404815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:14.461901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:14.462850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:14.462975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:14.463021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:14.585889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:14.586057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:14.586107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:14.586146] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:14.589622] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=58.47%)
[2025-11-27T19:50:14.589971] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-11-27T19:50:14.590141] [INFO ] [sig       ] HCSG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:14.729024] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HCSG.txt
[2025-11-27T19:50:14.729211] [INFO ] [sig       ] [1545/3661] Completed HCSG in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:14.729272] [INFO ] [sig       ] [1546/3661] Forecasting HCTI...
[2025-11-27T19:50:14.729314] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-11-27T19:50:14.729353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-11-27T19:50:14.739906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-11-27T19:50:14.740238] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-11-27T19:50:14.741087] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-11-27T19:50:14.741152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:14.741212] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:14.741249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:14.741313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:14.795240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:14.796099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:14.796218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:14.796262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:14.905787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:14.905958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:14.906008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:14.906047] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:14.909284] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-11-27T19:50:14.909556] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-11-27T19:50:14.909707] [INFO ] [sig       ] HCTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:15.043369] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HCTI.txt
[2025-11-27T19:50:15.043526] [INFO ] [sig       ] [1546/3661] Completed HCTI in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:15.043592] [INFO ] [sig       ] [1547/3661] Forecasting HD...
[2025-11-27T19:50:15.043628] [INFO ] [sig       ] Generating forecast for: HD
[2025-11-27T19:50:15.043668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-11-27T19:50:15.055083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-11-27T19:50:15.055367] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-11-27T19:50:15.056153] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-11-27T19:50:15.056219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:15.056273] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:15.056313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:15.056377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:15.113278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:15.114256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:15.114356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:15.114401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:15.232863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:15.233095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:15.233158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:15.233209] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:15.238129] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=70.93%)
[2025-11-27T19:50:15.238497] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-11-27T19:50:15.238683] [INFO ] [sig       ] HD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:15.377827] [INFO ] [LOCAL     ] Saved forecast: HD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HD.txt
[2025-11-27T19:50:15.378091] [INFO ] [sig       ] [1547/3661] Completed HD in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:15.378181] [INFO ] [sig       ] [1548/3661] Forecasting HDB...
[2025-11-27T19:50:15.378241] [INFO ] [sig       ] Generating forecast for: HDB
[2025-11-27T19:50:15.378301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-11-27T19:50:15.390326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-11-27T19:50:15.390691] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-11-27T19:50:15.391475] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-11-27T19:50:15.391544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:15.391598] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:15.391645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:15.391709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:15.446264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:15.446896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:15.446982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:15.447024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:15.568834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:15.569012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:15.569061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:15.569098] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:15.572447] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=26.52%)
[2025-11-27T19:50:15.572806] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-11-27T19:50:15.572960] [INFO ] [sig       ] HDB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:15.711402] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HDB.txt
[2025-11-27T19:50:15.711548] [INFO ] [sig       ] [1548/3661] Completed HDB in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.8m
[2025-11-27T19:50:15.711622] [INFO ] [sig       ] [1549/3661] Forecasting HDSN...
[2025-11-27T19:50:15.711663] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-11-27T19:50:15.711701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-11-27T19:50:15.722515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-11-27T19:50:15.722817] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-11-27T19:50:15.723587] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-11-27T19:50:15.723648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:15.723689] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:15.723726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:15.723789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:15.778999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:15.779622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:15.779716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:15.779759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:15.893738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:15.893892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:15.893939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:15.893977] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:15.897181] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=41.22%)
[2025-11-27T19:50:15.897451] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-11-27T19:50:15.897599] [INFO ] [sig       ] HDSN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:16.031821] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HDSN.txt
[2025-11-27T19:50:16.031947] [INFO ] [sig       ] [1549/3661] Completed HDSN in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.7m
[2025-11-27T19:50:16.031994] [INFO ] [sig       ] [1550/3661] Forecasting HE...
[2025-11-27T19:50:16.032035] [INFO ] [sig       ] Generating forecast for: HE
[2025-11-27T19:50:16.032071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-11-27T19:50:16.045915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-11-27T19:50:16.046244] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-11-27T19:50:16.047045] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-11-27T19:50:16.047107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:16.047147] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:16.047182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:16.047244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:16.102129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:16.102736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:16.102821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:16.102857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:16.222766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:16.222893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:16.222932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:16.222970] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:16.226060] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-11-27T19:50:16.226330] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-11-27T19:50:16.226479] [INFO ] [sig       ] HE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:16.360518] [INFO ] [LOCAL     ] Saved forecast: HE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HE.txt
[2025-11-27T19:50:16.360682] [INFO ] [sig       ] [1550/3661] Completed HE in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.7m
[2025-11-27T19:50:16.360739] [INFO ] [sig       ] [1551/3661] Forecasting HEI...
[2025-11-27T19:50:16.360776] [INFO ] [sig       ] Generating forecast for: HEI
[2025-11-27T19:50:16.360825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-11-27T19:50:16.371352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-11-27T19:50:16.371662] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-11-27T19:50:16.372446] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-11-27T19:50:16.372508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:16.372549] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:16.372601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:16.372665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:16.430346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:16.430996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:16.431083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:16.431126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:16.550557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:16.550722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:16.550784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:16.550840] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:16.554082] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=32.76%)
[2025-11-27T19:50:16.554389] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-11-27T19:50:16.554548] [INFO ] [sig       ] HEI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:16.687287] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HEI.txt
[2025-11-27T19:50:16.687449] [INFO ] [sig       ] [1551/3661] Completed HEI in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.7m
[2025-11-27T19:50:16.687523] [INFO ] [sig       ] [1552/3661] Forecasting HELE...
[2025-11-27T19:50:16.687651] [INFO ] [sig       ] Generating forecast for: HELE
[2025-11-27T19:50:16.687701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-11-27T19:50:16.697747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-11-27T19:50:16.698066] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-11-27T19:50:16.698963] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-11-27T19:50:16.699027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:16.699069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:16.699109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:16.699180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:16.754637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:16.755302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:16.755395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:16.755437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:16.876764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:16.876937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:16.876988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:16.877027] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:16.880457] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-11-27T19:50:16.880757] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-11-27T19:50:16.880914] [INFO ] [sig       ] HELE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:17.014266] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HELE.txt
[2025-11-27T19:50:17.014388] [INFO ] [sig       ] [1552/3661] Completed HELE in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.7m
[2025-11-27T19:50:17.014436] [INFO ] [sig       ] [1553/3661] Forecasting HEPS...
[2025-11-27T19:50:17.014475] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-11-27T19:50:17.014514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-11-27T19:50:17.026130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-11-27T19:50:17.026515] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-11-27T19:50:17.027374] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-11-27T19:50:17.027439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:17.027475] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:17.027507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:17.027585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:17.082126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:17.082775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:17.082866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:17.082904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:17.205841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:17.206003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:17.206052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:17.206089] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:17.209496] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=60.35%)
[2025-11-27T19:50:17.209809] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-11-27T19:50:17.209949] [INFO ] [sig       ] HEPS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:17.344623] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HEPS.txt
[2025-11-27T19:50:17.344760] [INFO ] [sig       ] [1553/3661] Completed HEPS in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.7m
[2025-11-27T19:50:17.344810] [INFO ] [sig       ] [1554/3661] Forecasting HEQ...
[2025-11-27T19:50:17.344847] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-11-27T19:50:17.344890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-11-27T19:50:17.356106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-11-27T19:50:17.356469] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-11-27T19:50:17.357265] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-11-27T19:50:17.357328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:17.357377] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:17.357423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:17.357504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:17.413395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:17.414048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:17.414138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:17.414175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:17.531158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:17.531336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:17.531388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:17.531447] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:17.534780] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=81.37%)
[2025-11-27T19:50:17.535074] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-11-27T19:50:17.535210] [INFO ] [sig       ] HEQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:17.668764] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HEQ.txt
[2025-11-27T19:50:17.668909] [INFO ] [sig       ] [1554/3661] Completed HEQ in 0.3s | 3.00 sym/s | Total: 8.6m | ETA: 11.7m
[2025-11-27T19:50:17.668956] [INFO ] [sig       ] [1555/3661] Forecasting HERO...
[2025-11-27T19:50:17.668998] [INFO ] [sig       ] Generating forecast for: HERO
[2025-11-27T19:50:17.669034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-11-27T19:50:17.678740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-11-27T19:50:17.679036] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-11-27T19:50:17.679857] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-11-27T19:50:17.679918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:17.679958] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:17.679999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:17.680074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:17.734953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:17.735603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:17.735688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:17.735724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:17.855201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:17.855368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:17.855416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:17.855451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:17.858732] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=60.29%)
[2025-11-27T19:50:17.859022] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-11-27T19:50:17.859161] [INFO ] [sig       ] HERO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:17.996506] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HERO.txt
[2025-11-27T19:50:17.996687] [INFO ] [sig       ] [1555/3661] Completed HERO in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:17.996743] [INFO ] [sig       ] [1556/3661] Forecasting HESM...
[2025-11-27T19:50:17.996774] [INFO ] [sig       ] Generating forecast for: HESM
[2025-11-27T19:50:17.996810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-11-27T19:50:18.007783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-11-27T19:50:18.008150] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-11-27T19:50:18.008942] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-11-27T19:50:18.009003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:18.009045] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:18.009081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:18.009144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:18.064601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:18.065208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:18.065312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:18.065355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:18.187504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:18.187657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:18.187706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:18.187745] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:18.191113] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-11-27T19:50:18.191398] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-11-27T19:50:18.191532] [INFO ] [sig       ] HESM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:18.330249] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HESM.txt
[2025-11-27T19:50:18.330414] [INFO ] [sig       ] [1556/3661] Completed HESM in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:18.330475] [INFO ] [sig       ] [1557/3661] Forecasting HFFG...
[2025-11-27T19:50:18.330509] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-11-27T19:50:18.330557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-11-27T19:50:18.341282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-11-27T19:50:18.341660] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-11-27T19:50:18.342602] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-11-27T19:50:18.342670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:18.342731] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:18.342787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:18.342883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:18.397899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:18.398541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:18.398641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:18.398684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:18.510086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:18.510237] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:50:18.510285] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:18.510318] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:18.513483] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-11-27T19:50:18.513769] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-11-27T19:50:18.513899] [INFO ] [sig       ] HFFG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:18.648666] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HFFG.txt
[2025-11-27T19:50:18.648846] [INFO ] [sig       ] [1557/3661] Completed HFFG in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:18.648916] [INFO ] [sig       ] [1558/3661] Forecasting HFRO...
[2025-11-27T19:50:18.648952] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-11-27T19:50:18.648988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-11-27T19:50:18.659594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-11-27T19:50:18.659888] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-11-27T19:50:18.660671] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-11-27T19:50:18.660733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:18.660785] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:18.660844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:18.660932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:18.716296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:18.716929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:18.717023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:18.717066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:18.834974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:18.835132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:18.835191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:18.835237] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:18.838670] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=60.31%)
[2025-11-27T19:50:18.838958] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-11-27T19:50:18.839102] [INFO ] [sig       ] HFRO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:18.987327] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HFRO.txt
[2025-11-27T19:50:18.987599] [INFO ] [sig       ] [1558/3661] Completed HFRO in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:18.987679] [INFO ] [sig       ] [1559/3661] Forecasting HFWA...
[2025-11-27T19:50:18.987766] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-11-27T19:50:18.987823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-11-27T19:50:19.001785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-11-27T19:50:19.002205] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-11-27T19:50:19.003244] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-11-27T19:50:19.003321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:19.003380] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:19.003431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:19.003520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:19.066310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:19.067153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:19.067252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:19.067310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:19.185855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:19.186040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:19.186101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:19.186153] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:19.189529] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2025-11-27T19:50:19.189840] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-11-27T19:50:19.189986] [INFO ] [sig       ] HFWA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:19.325040] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HFWA.txt
[2025-11-27T19:50:19.325237] [INFO ] [sig       ] [1559/3661] Completed HFWA in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:19.325303] [INFO ] [sig       ] [1560/3661] Forecasting HG...
[2025-11-27T19:50:19.325360] [INFO ] [sig       ] Generating forecast for: HG
[2025-11-27T19:50:19.325437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-11-27T19:50:19.336361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-11-27T19:50:19.336769] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-11-27T19:50:19.337595] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-11-27T19:50:19.337667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:19.337710] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:19.337743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:19.337808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:19.394734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:19.395396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:19.395486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:19.395526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:19.512001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:19.512149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:19.512194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:19.512229] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:19.515434] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-11-27T19:50:19.515732] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-11-27T19:50:19.515862] [INFO ] [sig       ] HG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:19.654175] [INFO ] [LOCAL     ] Saved forecast: HG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HG.txt
[2025-11-27T19:50:19.654327] [INFO ] [sig       ] [1560/3661] Completed HG in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:19.654379] [INFO ] [sig       ] [1561/3661] Forecasting HGBL...
[2025-11-27T19:50:19.654415] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-11-27T19:50:19.654457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-11-27T19:50:19.665829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-11-27T19:50:19.666211] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-11-27T19:50:19.667072] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-11-27T19:50:19.667143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:19.667213] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:19.667277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:19.667385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:19.723984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:19.724671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:19.724771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:19.724842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:19.836083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:19.836231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:19.836290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:19.836343] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:19.839690] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-11-27T19:50:19.839999] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-11-27T19:50:19.840164] [INFO ] [sig       ] HGBL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:19.973929] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HGBL.txt
[2025-11-27T19:50:19.974070] [INFO ] [sig       ] [1561/3661] Completed HGBL in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:19.974136] [INFO ] [sig       ] [1562/3661] Forecasting HGLB...
[2025-11-27T19:50:19.974232] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-11-27T19:50:19.974321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-11-27T19:50:19.984862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-11-27T19:50:19.985178] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-11-27T19:50:19.986032] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-11-27T19:50:19.986098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:19.986141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:19.986179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:19.986245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:20.044631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:20.045383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:20.045470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:20.045512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:20.165272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:20.165428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:20.165502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:20.165562] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:20.168917] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-11-27T19:50:20.169233] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-11-27T19:50:20.169404] [INFO ] [sig       ] HGLB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:20.304351] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HGLB.txt
[2025-11-27T19:50:20.304503] [INFO ] [sig       ] [1562/3661] Completed HGLB in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:20.304586] [INFO ] [sig       ] [1563/3661] Forecasting HGTY...
[2025-11-27T19:50:20.304656] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-11-27T19:50:20.304772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-11-27T19:50:20.315524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-11-27T19:50:20.315849] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-11-27T19:50:20.316648] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-11-27T19:50:20.316718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:20.316773] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:20.316826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:20.316917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:20.372272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:20.372974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:20.373070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:20.373125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:20.492786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:20.492946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:20.493009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:20.493057] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:20.496244] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-11-27T19:50:20.496550] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-11-27T19:50:20.496715] [INFO ] [sig       ] HGTY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:20.630342] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HGTY.txt
[2025-11-27T19:50:20.630533] [INFO ] [sig       ] [1563/3661] Completed HGTY in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:20.630601] [INFO ] [sig       ] [1564/3661] Forecasting HHH...
[2025-11-27T19:50:20.630643] [INFO ] [sig       ] Generating forecast for: HHH
[2025-11-27T19:50:20.630696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-11-27T19:50:20.641082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-11-27T19:50:20.641419] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-11-27T19:50:20.642231] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-11-27T19:50:20.642293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:20.642334] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:20.642370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:20.642434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:20.696900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:20.697783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:20.697877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:20.697920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:20.817508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:20.817699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:20.817749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:20.817780] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:20.821011] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-11-27T19:50:20.821280] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-11-27T19:50:20.821411] [INFO ] [sig       ] HHH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:20.957113] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HHH.txt
[2025-11-27T19:50:20.957277] [INFO ] [sig       ] [1564/3661] Completed HHH in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:20.957327] [INFO ] [sig       ] [1565/3661] Forecasting HI...
[2025-11-27T19:50:20.957362] [INFO ] [sig       ] Generating forecast for: HI
[2025-11-27T19:50:20.957402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-11-27T19:50:20.968259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-11-27T19:50:20.968526] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-11-27T19:50:20.969306] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-11-27T19:50:20.969369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:20.969411] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:20.969447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:20.969512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:21.023792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:21.024427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:21.024516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:21.024557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:21.141836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:21.141963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:21.142008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:21.142046] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:21.145174] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-11-27T19:50:21.145451] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-11-27T19:50:21.145597] [INFO ] [sig       ] HI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:21.283219] [INFO ] [LOCAL     ] Saved forecast: HI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HI.txt
[2025-11-27T19:50:21.283394] [INFO ] [sig       ] [1565/3661] Completed HI in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:21.283446] [INFO ] [sig       ] [1566/3661] Forecasting HIFS...
[2025-11-27T19:50:21.283480] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-11-27T19:50:21.283514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-11-27T19:50:21.294512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-11-27T19:50:21.294919] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-11-27T19:50:21.295694] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-11-27T19:50:21.295756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:21.295795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:21.295831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:21.295894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:21.350652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:21.351477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:21.351568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:21.351631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:21.463350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:21.463507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:21.463555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:21.463608] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:21.466796] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-11-27T19:50:21.467063] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-11-27T19:50:21.467190] [INFO ] [sig       ] HIFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:21.604511] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HIFS.txt
[2025-11-27T19:50:21.604668] [INFO ] [sig       ] [1566/3661] Completed HIFS in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.7m
[2025-11-27T19:50:21.604718] [INFO ] [sig       ] [1567/3661] Forecasting HIG...
[2025-11-27T19:50:21.604756] [INFO ] [sig       ] Generating forecast for: HIG
[2025-11-27T19:50:21.604809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-11-27T19:50:21.615772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-11-27T19:50:21.616054] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-11-27T19:50:21.616815] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-11-27T19:50:21.616877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:21.616918] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:21.616953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:21.617019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:21.671971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:21.672546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:21.672649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:21.672693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:21.792222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:21.792379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:21.792434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:21.792472] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:21.796026] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=77.18%)
[2025-11-27T19:50:21.796290] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-11-27T19:50:21.796418] [INFO ] [sig       ] HIG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:21.945814] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HIG.txt
[2025-11-27T19:50:21.945988] [INFO ] [sig       ] [1567/3661] Completed HIG in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.6m
[2025-11-27T19:50:21.946041] [INFO ] [sig       ] [1568/3661] Forecasting HII...
[2025-11-27T19:50:21.946100] [INFO ] [sig       ] Generating forecast for: HII
[2025-11-27T19:50:21.946146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-11-27T19:50:21.958686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-11-27T19:50:21.959039] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-11-27T19:50:21.959899] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-11-27T19:50:21.959964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:21.960008] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:21.960059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:21.960167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:22.018465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:22.019277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:22.019382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:22.019449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:22.145482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:22.145675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:22.145722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:22.145764] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:22.149120] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-11-27T19:50:22.149438] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-11-27T19:50:22.149617] [INFO ] [sig       ] HII: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:22.288610] [INFO ] [LOCAL     ] Saved forecast: HII	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HII.txt
[2025-11-27T19:50:22.288777] [INFO ] [sig       ] [1568/3661] Completed HII in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.6m
[2025-11-27T19:50:22.288837] [INFO ] [sig       ] [1569/3661] Forecasting HIMS...
[2025-11-27T19:50:22.288878] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-11-27T19:50:22.288942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-11-27T19:50:22.302362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-11-27T19:50:22.302740] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-11-27T19:50:22.303562] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-11-27T19:50:22.303650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:22.303693] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:22.303729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:22.303797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:22.360003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:22.360687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:22.360777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:22.360820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:22.481607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:22.481772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:22.481821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:22.481858] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:22.485158] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-11-27T19:50:22.485433] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-11-27T19:50:22.485588] [INFO ] [sig       ] HIMS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:22.622261] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HIMS.txt
[2025-11-27T19:50:22.622449] [INFO ] [sig       ] [1569/3661] Completed HIMS in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.6m
[2025-11-27T19:50:22.622520] [INFO ] [sig       ] [1570/3661] Forecasting HIMX...
[2025-11-27T19:50:22.622565] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-11-27T19:50:22.622620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-11-27T19:50:22.633786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-11-27T19:50:22.634126] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-11-27T19:50:22.634934] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-11-27T19:50:22.634995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:22.635036] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:22.635072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:22.635137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:22.689724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:22.690649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:22.690746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:22.690789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:22.811694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:22.811857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:22.811908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:22.811946] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:22.815240] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=61.54%)
[2025-11-27T19:50:22.815513] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-11-27T19:50:22.815660] [INFO ] [sig       ] HIMX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:22.992961] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HIMX.txt
[2025-11-27T19:50:22.993117] [INFO ] [sig       ] [1570/3661] Completed HIMX in 0.4s | 3.00 sym/s | Total: 8.7m | ETA: 11.6m
[2025-11-27T19:50:22.993165] [INFO ] [sig       ] [1571/3661] Forecasting HIO...
[2025-11-27T19:50:22.993205] [INFO ] [sig       ] Generating forecast for: HIO
[2025-11-27T19:50:22.993242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-11-27T19:50:23.004587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-11-27T19:50:23.004978] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-11-27T19:50:23.005794] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-11-27T19:50:23.005868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:23.005910] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:23.005944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:23.006030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:23.062153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:23.063074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:23.063175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:23.063219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:23.184735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:23.184902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:23.184953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:23.184993] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:23.188533] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-11-27T19:50:23.188829] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-11-27T19:50:23.188964] [INFO ] [sig       ] HIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:23.332593] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HIO.txt
[2025-11-27T19:50:23.332769] [INFO ] [sig       ] [1571/3661] Completed HIO in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.6m
[2025-11-27T19:50:23.332821] [INFO ] [sig       ] [1572/3661] Forecasting HIPO...
[2025-11-27T19:50:23.332859] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-11-27T19:50:23.332898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-11-27T19:50:23.343670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-11-27T19:50:23.343923] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-11-27T19:50:23.344709] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-11-27T19:50:23.344770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:23.344811] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:23.344847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:23.344912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:23.399901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:23.400754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:23.400847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:23.400890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:23.520424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:23.520633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:23.520683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:23.520725] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:23.524088] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-11-27T19:50:23.524365] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-11-27T19:50:23.524496] [INFO ] [sig       ] HIPO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:23.661125] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HIPO.txt
[2025-11-27T19:50:23.661295] [INFO ] [sig       ] [1572/3661] Completed HIPO in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.6m
[2025-11-27T19:50:23.661369] [INFO ] [sig       ] [1573/3661] Forecasting HITI...
[2025-11-27T19:50:23.661412] [INFO ] [sig       ] Generating forecast for: HITI
[2025-11-27T19:50:23.661452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-11-27T19:50:23.672456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-11-27T19:50:23.672768] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-11-27T19:50:23.673514] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-11-27T19:50:23.673598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:23.673642] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:23.673675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:23.673739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:23.728981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:23.729775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:23.729867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:23.729910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:23.849097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:23.849239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:23.849286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:23.849323] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:23.852515] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-11-27T19:50:23.852802] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-11-27T19:50:23.852935] [INFO ] [sig       ] HITI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:23.987651] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HITI.txt
[2025-11-27T19:50:23.987794] [INFO ] [sig       ] [1573/3661] Completed HITI in 0.3s | 3.00 sym/s | Total: 8.7m | ETA: 11.6m
[2025-11-27T19:50:23.987854] [INFO ] [sig       ] [1574/3661] Forecasting HIVE...
[2025-11-27T19:50:23.987893] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-11-27T19:50:23.987931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-11-27T19:50:23.998442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-11-27T19:50:23.998728] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-11-27T19:50:23.999466] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-11-27T19:50:23.999531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:23.999595] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:23.999633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:23.999699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:24.054680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:24.055309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:24.055396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:24.055439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:24.176069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:24.176219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:24.176265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:24.176301] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:24.179487] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-11-27T19:50:24.179800] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-11-27T19:50:24.179928] [INFO ] [sig       ] HIVE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:24.315202] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HIVE.txt
[2025-11-27T19:50:24.315351] [INFO ] [sig       ] [1574/3661] Completed HIVE in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:24.315407] [INFO ] [sig       ] [1575/3661] Forecasting HIX...
[2025-11-27T19:50:24.315448] [INFO ] [sig       ] Generating forecast for: HIX
[2025-11-27T19:50:24.315486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-11-27T19:50:24.329048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-11-27T19:50:24.329662] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-11-27T19:50:24.330715] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-11-27T19:50:24.330785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:24.330831] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:24.330885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:24.330983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:24.393197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:24.394398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:24.394520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:24.394598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:24.518191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:24.518451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:24.518507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:24.518541] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:24.522524] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-11-27T19:50:24.522887] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-11-27T19:50:24.523035] [INFO ] [sig       ] HIX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:24.665242] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HIX.txt
[2025-11-27T19:50:24.665486] [INFO ] [sig       ] [1575/3661] Completed HIX in 0.4s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:24.665611] [INFO ] [sig       ] [1576/3661] Forecasting HL...
[2025-11-27T19:50:24.665657] [INFO ] [sig       ] Generating forecast for: HL
[2025-11-27T19:50:24.665700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-11-27T19:50:24.678536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-11-27T19:50:24.679163] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-11-27T19:50:24.680186] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-11-27T19:50:24.680256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:24.680304] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:24.680341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:24.680410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:24.739056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:24.740204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:24.740317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:24.740364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:24.866014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:24.866263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:24.866320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:24.866360] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:24.870121] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-11-27T19:50:24.870464] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-11-27T19:50:24.870632] [INFO ] [sig       ] HL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:25.014210] [INFO ] [LOCAL     ] Saved forecast: HL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HL.txt
[2025-11-27T19:50:25.014429] [INFO ] [sig       ] [1576/3661] Completed HL in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:25.014483] [INFO ] [sig       ] [1577/3661] Forecasting HLAL...
[2025-11-27T19:50:25.014546] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-11-27T19:50:25.014603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-11-27T19:50:25.028894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-11-27T19:50:25.029464] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-11-27T19:50:25.030360] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-11-27T19:50:25.030427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:25.030462] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:25.030495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:25.030613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:25.087900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:25.088792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:25.088887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:25.088942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:25.209962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:25.210137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:25.210187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:25.210225] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:25.213530] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-11-27T19:50:25.213836] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-11-27T19:50:25.213981] [INFO ] [sig       ] HLAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:25.352119] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HLAL.txt
[2025-11-27T19:50:25.352288] [INFO ] [sig       ] [1577/3661] Completed HLAL in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:25.352338] [INFO ] [sig       ] [1578/3661] Forecasting HLF...
[2025-11-27T19:50:25.352422] [INFO ] [sig       ] Generating forecast for: HLF
[2025-11-27T19:50:25.352464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-11-27T19:50:25.363762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-11-27T19:50:25.364098] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-11-27T19:50:25.364902] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-11-27T19:50:25.364967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:25.365011] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:25.365056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:25.365137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:25.420066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:25.420917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:25.421017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:25.421061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:25.544535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:25.544723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:25.544806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:25.544854] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:25.548149] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-11-27T19:50:25.548432] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-11-27T19:50:25.548590] [INFO ] [sig       ] HLF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:25.687196] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HLF.txt
[2025-11-27T19:50:25.687417] [INFO ] [sig       ] [1578/3661] Completed HLF in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:25.687502] [INFO ] [sig       ] [1579/3661] Forecasting HLI...
[2025-11-27T19:50:25.687558] [INFO ] [sig       ] Generating forecast for: HLI
[2025-11-27T19:50:25.687674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-11-27T19:50:25.699170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-11-27T19:50:25.699559] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-11-27T19:50:25.700347] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-11-27T19:50:25.700410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:25.700450] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:25.700485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:25.700549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:25.755461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:25.756334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:25.756423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:25.756468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:25.870618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:25.870786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:25.870831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:25.870870] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:25.874147] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-11-27T19:50:25.874429] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-11-27T19:50:25.874566] [INFO ] [sig       ] HLI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:26.009099] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HLI.txt
[2025-11-27T19:50:26.009255] [INFO ] [sig       ] [1579/3661] Completed HLI in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:26.009306] [INFO ] [sig       ] [1580/3661] Forecasting HLIO...
[2025-11-27T19:50:26.009346] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-11-27T19:50:26.009384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-11-27T19:50:26.022973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-11-27T19:50:26.023309] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-11-27T19:50:26.024097] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-11-27T19:50:26.024160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:26.024202] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:26.024239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:26.024305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:26.080720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:26.081525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:26.081638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:26.081686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:26.202626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:26.202796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:26.202851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:26.202886] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:26.206187] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-11-27T19:50:26.206469] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-11-27T19:50:26.206630] [INFO ] [sig       ] HLIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:26.341968] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HLIO.txt
[2025-11-27T19:50:26.342132] [INFO ] [sig       ] [1580/3661] Completed HLIO in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:26.342183] [INFO ] [sig       ] [1581/3661] Forecasting HLLY...
[2025-11-27T19:50:26.342221] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-11-27T19:50:26.342259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-11-27T19:50:26.354083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-11-27T19:50:26.354380] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-11-27T19:50:26.355183] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-11-27T19:50:26.355248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:26.355282] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:26.355314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:26.355384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:26.412649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:26.413312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:26.413402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:26.413442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:26.530347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:26.530528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:26.530600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:26.530640] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:26.533968] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-11-27T19:50:26.534243] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-11-27T19:50:26.534380] [INFO ] [sig       ] HLLY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:26.670081] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HLLY.txt
[2025-11-27T19:50:26.670278] [INFO ] [sig       ] [1581/3661] Completed HLLY in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:26.670354] [INFO ] [sig       ] [1582/3661] Forecasting HLMN...
[2025-11-27T19:50:26.670433] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-11-27T19:50:26.670473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-11-27T19:50:26.682700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-11-27T19:50:26.683069] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-11-27T19:50:26.683968] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-11-27T19:50:26.684037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:26.684094] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:26.684135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:26.684213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:26.748871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:26.749807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:26.749908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:26.749954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:26.886008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:26.886184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:26.886235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:26.886275] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:26.889602] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-11-27T19:50:26.889882] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-11-27T19:50:26.890018] [INFO ] [sig       ] HLMN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:27.023420] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HLMN.txt
[2025-11-27T19:50:27.023601] [INFO ] [sig       ] [1582/3661] Completed HLMN in 0.4s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:27.023653] [INFO ] [sig       ] [1583/3661] Forecasting HLN...
[2025-11-27T19:50:27.023697] [INFO ] [sig       ] Generating forecast for: HLN
[2025-11-27T19:50:27.023754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-11-27T19:50:27.034829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-11-27T19:50:27.035160] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-11-27T19:50:27.035955] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-11-27T19:50:27.036018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:27.036058] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:27.036095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:27.036159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:27.090327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:27.091035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:27.091125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:27.091168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:27.210492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:27.210673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:27.210723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:27.210768] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:27.213976] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-11-27T19:50:27.214247] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-11-27T19:50:27.214375] [INFO ] [sig       ] HLN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:27.353005] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HLN.txt
[2025-11-27T19:50:27.353188] [INFO ] [sig       ] [1583/3661] Completed HLN in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:27.353246] [INFO ] [sig       ] [1584/3661] Forecasting HLNE...
[2025-11-27T19:50:27.353316] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-11-27T19:50:27.353356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-11-27T19:50:27.367796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-11-27T19:50:27.368216] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-11-27T19:50:27.369056] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-11-27T19:50:27.369121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:27.369166] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:27.369202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:27.369349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:27.423978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:27.424852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:27.424946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:27.425001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:27.540281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:27.540455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:27.540506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:27.540537] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:27.543796] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-11-27T19:50:27.544082] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-11-27T19:50:27.544222] [INFO ] [sig       ] HLNE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:27.684485] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HLNE.txt
[2025-11-27T19:50:27.684682] [INFO ] [sig       ] [1584/3661] Completed HLNE in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.6m
[2025-11-27T19:50:27.684733] [INFO ] [sig       ] [1585/3661] Forecasting HLX...
[2025-11-27T19:50:27.684789] [INFO ] [sig       ] Generating forecast for: HLX
[2025-11-27T19:50:27.684822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-11-27T19:50:27.695276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-11-27T19:50:27.695648] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-11-27T19:50:27.696419] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-11-27T19:50:27.696483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:27.696533] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:27.696595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:27.696669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:27.751703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:27.752566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:27.752676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:27.752729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:27.869797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:27.869978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:27.870029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:27.870068] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:27.873409] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-11-27T19:50:27.873768] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-11-27T19:50:27.873927] [INFO ] [sig       ] HLX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:28.012217] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HLX.txt
[2025-11-27T19:50:28.012404] [INFO ] [sig       ] [1585/3661] Completed HLX in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.5m
[2025-11-27T19:50:28.012461] [INFO ] [sig       ] [1586/3661] Forecasting HMC...
[2025-11-27T19:50:28.012612] [INFO ] [sig       ] Generating forecast for: HMC
[2025-11-27T19:50:28.012657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-11-27T19:50:28.024366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-11-27T19:50:28.024721] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-11-27T19:50:28.025515] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-11-27T19:50:28.025597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:28.025644] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:28.025683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:28.025751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:28.081001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:28.081664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:28.081751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:28.081794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:28.203265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:28.203439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:28.203489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:28.203526] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:28.206884] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-11-27T19:50:28.207175] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-11-27T19:50:28.207321] [INFO ] [sig       ] HMC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:28.361494] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HMC.txt
[2025-11-27T19:50:28.361795] [INFO ] [sig       ] [1586/3661] Completed HMC in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.5m
[2025-11-27T19:50:28.361868] [INFO ] [sig       ] [1587/3661] Forecasting HMN...
[2025-11-27T19:50:28.361914] [INFO ] [sig       ] Generating forecast for: HMN
[2025-11-27T19:50:28.361954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-11-27T19:50:28.374034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-11-27T19:50:28.374400] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-11-27T19:50:28.375301] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-11-27T19:50:28.375371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:28.375416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:28.375480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:28.375605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:28.439031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:28.439920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:28.440027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:28.440075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:28.579035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:28.579221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:28.579280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:28.579355] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:28.583038] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-11-27T19:50:28.583344] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-11-27T19:50:28.583491] [INFO ] [sig       ] HMN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:28.720330] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HMN.txt
[2025-11-27T19:50:28.720518] [INFO ] [sig       ] [1587/3661] Completed HMN in 0.4s | 3.00 sym/s | Total: 8.8m | ETA: 11.5m
[2025-11-27T19:50:28.720596] [INFO ] [sig       ] [1588/3661] Forecasting HMY...
[2025-11-27T19:50:28.720686] [INFO ] [sig       ] Generating forecast for: HMY
[2025-11-27T19:50:28.720729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-11-27T19:50:28.731522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-11-27T19:50:28.731926] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-11-27T19:50:28.732814] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-11-27T19:50:28.732876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:28.732917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:28.732952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:28.733015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:28.787788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:28.788723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:28.788821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:28.788867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:28.912803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:28.912982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:28.913055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:28.913095] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:28.916441] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-11-27T19:50:28.916747] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-11-27T19:50:28.916887] [INFO ] [sig       ] HMY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:29.051384] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HMY.txt
[2025-11-27T19:50:29.051538] [INFO ] [sig       ] [1588/3661] Completed HMY in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.5m
[2025-11-27T19:50:29.051621] [INFO ] [sig       ] [1589/3661] Forecasting HNDL...
[2025-11-27T19:50:29.051659] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-11-27T19:50:29.051697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-11-27T19:50:29.062557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-11-27T19:50:29.062870] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-11-27T19:50:29.063644] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-11-27T19:50:29.063707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:29.063748] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:29.063785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:29.063850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:29.118489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:29.119103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:29.119189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:29.119232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:29.238368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:29.238534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:29.238602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:29.238659] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:29.241921] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-11-27T19:50:29.242194] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-11-27T19:50:29.242327] [INFO ] [sig       ] HNDL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:29.376795] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HNDL.txt
[2025-11-27T19:50:29.376945] [INFO ] [sig       ] [1589/3661] Completed HNDL in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.5m
[2025-11-27T19:50:29.376993] [INFO ] [sig       ] [1590/3661] Forecasting HNI...
[2025-11-27T19:50:29.377026] [INFO ] [sig       ] Generating forecast for: HNI
[2025-11-27T19:50:29.377065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-11-27T19:50:29.387682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-11-27T19:50:29.387996] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-11-27T19:50:29.388813] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-11-27T19:50:29.388875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:29.388917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:29.388961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:29.389041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:29.444129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:29.444894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:29.444983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:29.445025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:29.564897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:29.565063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:29.565113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:29.565151] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:29.568542] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-11-27T19:50:29.568846] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-11-27T19:50:29.568982] [INFO ] [sig       ] HNI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:29.706313] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HNI.txt
[2025-11-27T19:50:29.706547] [INFO ] [sig       ] [1590/3661] Completed HNI in 0.3s | 3.00 sym/s | Total: 8.8m | ETA: 11.5m
[2025-11-27T19:50:29.706686] [INFO ] [sig       ] [1591/3661] Forecasting HNRG...
[2025-11-27T19:50:29.706743] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-11-27T19:50:29.706848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-11-27T19:50:29.718972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-11-27T19:50:29.719339] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-11-27T19:50:29.720160] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-11-27T19:50:29.720224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:29.720267] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:29.720306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:29.720372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:29.776919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:29.777740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:29.777827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:29.777882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:29.898222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:29.898398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:29.898448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:29.898484] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:29.901829] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-11-27T19:50:29.902112] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-11-27T19:50:29.902246] [INFO ] [sig       ] HNRG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:30.038457] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HNRG.txt
[2025-11-27T19:50:30.038670] [INFO ] [sig       ] [1591/3661] Completed HNRG in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:30.038727] [INFO ] [sig       ] [1592/3661] Forecasting HOG...
[2025-11-27T19:50:30.038772] [INFO ] [sig       ] Generating forecast for: HOG
[2025-11-27T19:50:30.038811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-11-27T19:50:30.049820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-11-27T19:50:30.050176] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-11-27T19:50:30.050985] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-11-27T19:50:30.051051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:30.051094] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:30.051133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:30.051199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:30.106235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:30.107103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:30.107198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:30.107243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:30.226005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:30.226208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:30.226268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:30.226313] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:30.230456] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-11-27T19:50:30.230848] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-11-27T19:50:30.231033] [INFO ] [sig       ] HOG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:30.370216] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HOG.txt
[2025-11-27T19:50:30.370391] [INFO ] [sig       ] [1592/3661] Completed HOG in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:30.370447] [INFO ] [sig       ] [1593/3661] Forecasting HOLO...
[2025-11-27T19:50:30.370487] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-11-27T19:50:30.370525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-11-27T19:50:30.381463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-11-27T19:50:30.381813] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-11-27T19:50:30.382594] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-11-27T19:50:30.382656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:30.382698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:30.382735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:30.382810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:30.438022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:30.438871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:30.438971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:30.439015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:30.555491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:30.555670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:30.555722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:30.555760] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:30.558978] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-11-27T19:50:30.559247] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-11-27T19:50:30.559379] [INFO ] [sig       ] HOLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:30.693702] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HOLO.txt
[2025-11-27T19:50:30.693842] [INFO ] [sig       ] [1593/3661] Completed HOLO in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:30.693890] [INFO ] [sig       ] [1594/3661] Forecasting HOLX...
[2025-11-27T19:50:30.693929] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-11-27T19:50:30.693966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-11-27T19:50:30.705531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-11-27T19:50:30.706012] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-11-27T19:50:30.706949] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-11-27T19:50:30.707024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:30.707078] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:30.707130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:30.707217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:30.762442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:30.763345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:30.763448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:30.763502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:30.883983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:30.884153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:30.884221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:30.884276] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:30.887648] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-11-27T19:50:30.887943] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-11-27T19:50:30.888102] [INFO ] [sig       ] HOLX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:31.022927] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HOLX.txt
[2025-11-27T19:50:31.023115] [INFO ] [sig       ] [1594/3661] Completed HOLX in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:31.023201] [INFO ] [sig       ] [1595/3661] Forecasting HOMB...
[2025-11-27T19:50:31.023255] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-11-27T19:50:31.023336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-11-27T19:50:31.034474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-11-27T19:50:31.034805] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-11-27T19:50:31.035642] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-11-27T19:50:31.035727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:31.035805] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:31.035871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:31.035983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:31.093344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:31.094067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:31.094161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:31.094220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:31.217536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:31.217718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:31.217769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:31.217808] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:31.221146] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-11-27T19:50:31.221433] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-11-27T19:50:31.221594] [INFO ] [sig       ] HOMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:31.357338] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HOMB.txt
[2025-11-27T19:50:31.357545] [INFO ] [sig       ] [1595/3661] Completed HOMB in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:31.357658] [INFO ] [sig       ] [1596/3661] Forecasting HON...
[2025-11-27T19:50:31.357724] [INFO ] [sig       ] Generating forecast for: HON
[2025-11-27T19:50:31.357784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-11-27T19:50:31.369159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-11-27T19:50:31.369550] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-11-27T19:50:31.370383] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-11-27T19:50:31.370449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:31.370508] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:31.370591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:31.370705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:31.425769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:31.426613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:31.426713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:31.426785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:31.550099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:31.550292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:31.550370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:31.550426] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:31.553851] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-11-27T19:50:31.554156] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-11-27T19:50:31.554324] [INFO ] [sig       ] HON: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:31.688750] [INFO ] [LOCAL     ] Saved forecast: HON	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HON.txt
[2025-11-27T19:50:31.688891] [INFO ] [sig       ] [1596/3661] Completed HON in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:31.688987] [INFO ] [sig       ] [1597/3661] Forecasting HOOD...
[2025-11-27T19:50:31.689041] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-11-27T19:50:31.689113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-11-27T19:50:31.700199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-11-27T19:50:31.700535] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-11-27T19:50:31.701371] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-11-27T19:50:31.701438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:31.701492] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:31.701568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:31.701715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:31.756612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:31.757259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:31.757353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:31.757409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:31.879729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:31.879894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:31.879963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:31.880022] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:31.883360] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=66.94%)
[2025-11-27T19:50:31.883692] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-11-27T19:50:31.883857] [INFO ] [sig       ] HOOD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:32.017778] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HOOD.txt
[2025-11-27T19:50:32.017927] [INFO ] [sig       ] [1597/3661] Completed HOOD in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:32.018002] [INFO ] [sig       ] [1598/3661] Forecasting HOPE...
[2025-11-27T19:50:32.018056] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-11-27T19:50:32.018177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-11-27T19:50:32.029467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-11-27T19:50:32.029823] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-11-27T19:50:32.030672] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-11-27T19:50:32.030739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:32.030809] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:32.030875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:32.030985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:32.086062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:32.086769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:32.086862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:32.086936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:32.197737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:32.197884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:32.197946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:32.198000] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:32.201334] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-11-27T19:50:32.201683] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-11-27T19:50:32.201842] [INFO ] [sig       ] HOPE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:32.341840] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HOPE.txt
[2025-11-27T19:50:32.342064] [INFO ] [sig       ] [1598/3661] Completed HOPE in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:32.342153] [INFO ] [sig       ] [1599/3661] Forecasting HOTH...
[2025-11-27T19:50:32.342248] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-11-27T19:50:32.342318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-11-27T19:50:32.353220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-11-27T19:50:32.353624] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-11-27T19:50:32.354469] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-11-27T19:50:32.354541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:32.354632] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:32.354700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:32.354806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:32.410122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:32.410986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:32.411087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:32.411159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:32.527854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:32.528032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:32.528099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:32.528199] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:32.531566] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=65.60%)
[2025-11-27T19:50:32.531897] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-11-27T19:50:32.532065] [INFO ] [sig       ] HOTH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:32.670279] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HOTH.txt
[2025-11-27T19:50:32.670483] [INFO ] [sig       ] [1599/3661] Completed HOTH in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:32.670554] [INFO ] [sig       ] [1600/3661] Forecasting HOUS...
[2025-11-27T19:50:32.670703] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-11-27T19:50:32.670784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-11-27T19:50:32.682311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-11-27T19:50:32.682684] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-11-27T19:50:32.683506] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-11-27T19:50:32.683585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:32.683635] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:32.683673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:32.683738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:32.739917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:32.740759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:32.740846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:32.740885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:32.863682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:32.863854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:32.863902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:32.863940] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:32.867173] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-11-27T19:50:32.867447] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-11-27T19:50:32.867596] [INFO ] [sig       ] HOUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:33.002179] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HOUS.txt
[2025-11-27T19:50:33.002337] [INFO ] [sig       ] [1600/3661] Completed HOUS in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:33.002387] [INFO ] [sig       ] [1601/3661] Forecasting HP...
[2025-11-27T19:50:33.002432] [INFO ] [sig       ] Generating forecast for: HP
[2025-11-27T19:50:33.002471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-11-27T19:50:33.013186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-11-27T19:50:33.013498] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-11-27T19:50:33.014293] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-11-27T19:50:33.014355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:33.014395] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:33.014428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:33.014490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:33.071406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:33.072066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:33.072156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:33.072197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:33.187483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:33.187631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:33.187680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:33.187717] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:33.190960] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-11-27T19:50:33.191238] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-11-27T19:50:33.191367] [INFO ] [sig       ] HP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:33.326259] [INFO ] [LOCAL     ] Saved forecast: HP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HP.txt
[2025-11-27T19:50:33.326426] [INFO ] [sig       ] [1601/3661] Completed HP in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:33.326476] [INFO ] [sig       ] [1602/3661] Forecasting HPE...
[2025-11-27T19:50:33.326512] [INFO ] [sig       ] Generating forecast for: HPE
[2025-11-27T19:50:33.326584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-11-27T19:50:33.337834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-11-27T19:50:33.338142] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-11-27T19:50:33.338999] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-11-27T19:50:33.339060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:33.339102] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:33.339155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:33.339229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:33.393968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:33.394609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:33.394694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:33.394736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:33.517940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:33.518191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:33.518280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:33.518335] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:33.523178] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-11-27T19:50:33.523567] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-11-27T19:50:33.523788] [INFO ] [sig       ] HPE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:33.663155] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HPE.txt
[2025-11-27T19:50:33.663302] [INFO ] [sig       ] [1602/3661] Completed HPE in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.5m
[2025-11-27T19:50:33.663377] [INFO ] [sig       ] [1603/3661] Forecasting HPF...
[2025-11-27T19:50:33.663414] [INFO ] [sig       ] Generating forecast for: HPF
[2025-11-27T19:50:33.663452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-11-27T19:50:33.674910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-11-27T19:50:33.675261] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-11-27T19:50:33.676070] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-11-27T19:50:33.676133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:33.676176] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:33.676213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:33.676276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:33.731586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:33.732221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:33.732310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:33.732348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:33.850919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:33.851080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:33.851129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:33.851165] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:33.854391] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-11-27T19:50:33.854700] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-11-27T19:50:33.854833] [INFO ] [sig       ] HPF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:33.990044] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HPF.txt
[2025-11-27T19:50:33.990199] [INFO ] [sig       ] [1603/3661] Completed HPF in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.4m
[2025-11-27T19:50:33.990249] [INFO ] [sig       ] [1604/3661] Forecasting HPI...
[2025-11-27T19:50:33.990294] [INFO ] [sig       ] Generating forecast for: HPI
[2025-11-27T19:50:33.990330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-11-27T19:50:34.004340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-11-27T19:50:34.004723] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-11-27T19:50:34.005521] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-11-27T19:50:34.005601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:34.005641] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:34.005680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:34.005752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:34.061413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:34.062179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:34.062265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:34.062301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:34.182024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:34.182184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:34.182232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:34.182269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:34.185514] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2025-11-27T19:50:34.185800] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-11-27T19:50:34.185931] [INFO ] [sig       ] HPI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:34.322674] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HPI.txt
[2025-11-27T19:50:34.322826] [INFO ] [sig       ] [1604/3661] Completed HPI in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.4m
[2025-11-27T19:50:34.322883] [INFO ] [sig       ] [1605/3661] Forecasting HPK...
[2025-11-27T19:50:34.322917] [INFO ] [sig       ] Generating forecast for: HPK
[2025-11-27T19:50:34.322970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-11-27T19:50:34.334245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-11-27T19:50:34.334562] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-11-27T19:50:34.335382] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-11-27T19:50:34.335447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:34.335490] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:34.335528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:34.335612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:34.394609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:34.395338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:34.395426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:34.395468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:34.517279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:34.517450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:34.517501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:34.517542] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:34.520915] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-11-27T19:50:34.521211] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-11-27T19:50:34.521351] [INFO ] [sig       ] HPK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:34.661651] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HPK.txt
[2025-11-27T19:50:34.661809] [INFO ] [sig       ] [1605/3661] Completed HPK in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.4m
[2025-11-27T19:50:34.661858] [INFO ] [sig       ] [1606/3661] Forecasting HPP...
[2025-11-27T19:50:34.661898] [INFO ] [sig       ] Generating forecast for: HPP
[2025-11-27T19:50:34.661933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-11-27T19:50:34.672874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-11-27T19:50:34.673197] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-11-27T19:50:34.674032] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-11-27T19:50:34.674097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:34.674149] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:34.674189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:34.674254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:34.731252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:34.732078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:34.732169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:34.732214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:34.853481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:34.853663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:34.853714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:34.853749] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:34.857102] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-11-27T19:50:34.857381] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-11-27T19:50:34.857513] [INFO ] [sig       ] HPP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:34.994685] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HPP.txt
[2025-11-27T19:50:34.994876] [INFO ] [sig       ] [1606/3661] Completed HPP in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.4m
[2025-11-27T19:50:34.994932] [INFO ] [sig       ] [1607/3661] Forecasting HPQ...
[2025-11-27T19:50:34.994975] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-11-27T19:50:34.995020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-11-27T19:50:35.005632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-11-27T19:50:35.005922] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-11-27T19:50:35.006704] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-11-27T19:50:35.006778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:35.006824] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:35.006859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:35.006928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:35.063548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:35.064280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:35.064371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:35.064415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:35.188436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:35.188633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:35.188712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:35.188761] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:35.192159] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-11-27T19:50:35.192437] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-11-27T19:50:35.192587] [INFO ] [sig       ] HPQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:35.330215] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HPQ.txt
[2025-11-27T19:50:35.330367] [INFO ] [sig       ] [1607/3661] Completed HPQ in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.4m
[2025-11-27T19:50:35.330418] [INFO ] [sig       ] [1608/3661] Forecasting HPS...
[2025-11-27T19:50:35.330458] [INFO ] [sig       ] Generating forecast for: HPS
[2025-11-27T19:50:35.330494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-11-27T19:50:35.342360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-11-27T19:50:35.342745] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-11-27T19:50:35.343549] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-11-27T19:50:35.343633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:35.343675] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:35.343710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:35.343773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:35.398514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:35.399258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:35.399350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:35.399398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:35.517773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:35.517940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:35.517987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:35.518024] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:35.521406] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2025-11-27T19:50:35.521705] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-11-27T19:50:35.521846] [INFO ] [sig       ] HPS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:35.660093] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HPS.txt
[2025-11-27T19:50:35.660261] [INFO ] [sig       ] [1608/3661] Completed HPS in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.4m
[2025-11-27T19:50:35.660310] [INFO ] [sig       ] [1609/3661] Forecasting HQI...
[2025-11-27T19:50:35.660356] [INFO ] [sig       ] Generating forecast for: HQI
[2025-11-27T19:50:35.660394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-11-27T19:50:35.671987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-11-27T19:50:35.672412] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-11-27T19:50:35.673241] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-11-27T19:50:35.673304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:35.673354] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:35.673398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:35.673466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:35.729461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:35.730326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:35.730416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:35.730469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:35.832933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:35.833097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:35.833153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:35.833185] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:35.836561] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=46.43%)
[2025-11-27T19:50:35.836888] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-11-27T19:50:35.837035] [INFO ] [sig       ] HQI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:35.981192] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HQI.txt
[2025-11-27T19:50:35.981389] [INFO ] [sig       ] [1609/3661] Completed HQI in 0.3s | 3.00 sym/s | Total: 8.9m | ETA: 11.4m
[2025-11-27T19:50:35.981450] [INFO ] [sig       ] [1610/3661] Forecasting HQL...
[2025-11-27T19:50:35.981495] [INFO ] [sig       ] Generating forecast for: HQL
[2025-11-27T19:50:35.981630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-11-27T19:50:35.993263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-11-27T19:50:35.993606] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-11-27T19:50:35.994408] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-11-27T19:50:35.994486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:35.994532] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:35.994585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:35.994652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:36.051188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:36.052072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:36.052166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:36.052209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:36.172334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:36.172498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:36.172548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:36.172605] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:36.175790] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-11-27T19:50:36.176058] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-11-27T19:50:36.176184] [INFO ] [sig       ] HQL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:36.318132] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HQL.txt
[2025-11-27T19:50:36.318306] [INFO ] [sig       ] [1610/3661] Completed HQL in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:36.318357] [INFO ] [sig       ] [1611/3661] Forecasting HQY...
[2025-11-27T19:50:36.318394] [INFO ] [sig       ] Generating forecast for: HQY
[2025-11-27T19:50:36.318465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-11-27T19:50:36.329352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-11-27T19:50:36.329658] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-11-27T19:50:36.330409] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-11-27T19:50:36.330472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:36.330508] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:36.330545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:36.330630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:36.385864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:36.386467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:36.386553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:36.386610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:36.503253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:36.503393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:36.503438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:36.503476] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:36.506639] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-11-27T19:50:36.506908] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-11-27T19:50:36.507036] [INFO ] [sig       ] HQY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:36.649519] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HQY.txt
[2025-11-27T19:50:36.649683] [INFO ] [sig       ] [1611/3661] Completed HQY in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:36.649733] [INFO ] [sig       ] [1612/3661] Forecasting HRB...
[2025-11-27T19:50:36.649774] [INFO ] [sig       ] Generating forecast for: HRB
[2025-11-27T19:50:36.649840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-11-27T19:50:36.660486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-11-27T19:50:36.660770] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-11-27T19:50:36.661515] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-11-27T19:50:36.661599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:36.661642] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:36.661678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:36.661742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:36.716381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:36.717001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:36.717085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:36.717127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:36.836922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:36.837086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:36.837134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:36.837172] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:36.840521] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=38.13%)
[2025-11-27T19:50:36.840810] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-11-27T19:50:36.840941] [INFO ] [sig       ] HRB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:36.986985] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HRB.txt
[2025-11-27T19:50:36.987128] [INFO ] [sig       ] [1612/3661] Completed HRB in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:36.987177] [INFO ] [sig       ] [1613/3661] Forecasting HRL...
[2025-11-27T19:50:36.987218] [INFO ] [sig       ] Generating forecast for: HRL
[2025-11-27T19:50:36.987256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-11-27T19:50:36.998321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-11-27T19:50:36.998626] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-11-27T19:50:36.999403] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-11-27T19:50:36.999468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:36.999510] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:36.999547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:36.999638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:37.057793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:37.058657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:37.058749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:37.058795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:37.181799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:37.181961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:37.182012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:37.182069] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:37.185552] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-11-27T19:50:37.185881] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-11-27T19:50:37.186020] [INFO ] [sig       ] HRL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:37.341098] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HRL.txt
[2025-11-27T19:50:37.341293] [INFO ] [sig       ] [1613/3661] Completed HRL in 0.4s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:37.341347] [INFO ] [sig       ] [1614/3661] Forecasting HRMY...
[2025-11-27T19:50:37.341416] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-11-27T19:50:37.341488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-11-27T19:50:37.353737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-11-27T19:50:37.354107] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-11-27T19:50:37.354989] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-11-27T19:50:37.355055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:37.355098] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:37.355137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:37.355202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:37.414399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:37.415298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:37.415392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:37.415436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:37.529284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:37.529466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:37.529517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:37.529551] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:37.532985] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=45.65%)
[2025-11-27T19:50:37.533305] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-11-27T19:50:37.533453] [INFO ] [sig       ] HRMY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:37.673747] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HRMY.txt
[2025-11-27T19:50:37.673916] [INFO ] [sig       ] [1614/3661] Completed HRMY in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:37.673966] [INFO ] [sig       ] [1615/3661] Forecasting HRTG...
[2025-11-27T19:50:37.674023] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-11-27T19:50:37.674069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-11-27T19:50:37.685835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-11-27T19:50:37.686272] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-11-27T19:50:37.687171] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-11-27T19:50:37.687244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:37.687309] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:37.687366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:37.687469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:37.742746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:37.743593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:37.743691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:37.743780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:37.862503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:37.862697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:37.862760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:37.862814] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:37.866130] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-11-27T19:50:37.866423] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-11-27T19:50:37.866600] [INFO ] [sig       ] HRTG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:38.005195] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HRTG.txt
[2025-11-27T19:50:38.005378] [INFO ] [sig       ] [1615/3661] Completed HRTG in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:38.005429] [INFO ] [sig       ] [1616/3661] Forecasting HRTX...
[2025-11-27T19:50:38.005469] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-11-27T19:50:38.005529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-11-27T19:50:38.016589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-11-27T19:50:38.016903] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-11-27T19:50:38.017694] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-11-27T19:50:38.017755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:38.017795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:38.017830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:38.017894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:38.072391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:38.073244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:38.073340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:38.073381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:38.191389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:38.191561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:38.191626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:38.191684] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:38.194968] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=48.55%)
[2025-11-27T19:50:38.195245] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-11-27T19:50:38.195380] [INFO ] [sig       ] HRTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:38.332323] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HRTX.txt
[2025-11-27T19:50:38.332478] [INFO ] [sig       ] [1616/3661] Completed HRTX in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:38.332528] [INFO ] [sig       ] [1617/3661] Forecasting HRZN...
[2025-11-27T19:50:38.332584] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-11-27T19:50:38.332625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-11-27T19:50:38.343477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-11-27T19:50:38.343890] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-11-27T19:50:38.344710] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-11-27T19:50:38.344774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:38.344817] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:38.344866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:38.344935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:38.401480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:38.402326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:38.402423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:38.402466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:38.520848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:38.521023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:38.521075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:38.521111] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:38.524506] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-11-27T19:50:38.524822] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-11-27T19:50:38.524967] [INFO ] [sig       ] HRZN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:38.659380] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HRZN.txt
[2025-11-27T19:50:38.659545] [INFO ] [sig       ] [1617/3661] Completed HRZN in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:38.659616] [INFO ] [sig       ] [1618/3661] Forecasting HSAI...
[2025-11-27T19:50:38.659659] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-11-27T19:50:38.659699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-11-27T19:50:38.671995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-11-27T19:50:38.672293] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-11-27T19:50:38.673093] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-11-27T19:50:38.673155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:38.673197] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:38.673232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:38.673295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:38.727941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:38.728545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:38.728648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:38.728690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:38.845677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:38.845780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:38.845830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:38.845867] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:38.848843] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-11-27T19:50:38.849108] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-11-27T19:50:38.849237] [INFO ] [sig       ] HSAI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:38.981736] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HSAI.txt
[2025-11-27T19:50:38.981855] [INFO ] [sig       ] [1618/3661] Completed HSAI in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:38.981904] [INFO ] [sig       ] [1619/3661] Forecasting HSBC...
[2025-11-27T19:50:38.981944] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-11-27T19:50:38.981982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-11-27T19:50:38.992509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-11-27T19:50:38.992787] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-11-27T19:50:38.993544] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-11-27T19:50:38.993622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:38.993663] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:38.993699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:38.993762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:39.048319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:39.048910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:39.048998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:39.049038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:39.168175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:39.168281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:39.168317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:39.168356] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:39.171270] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=54.49%)
[2025-11-27T19:50:39.171525] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-11-27T19:50:39.171667] [INFO ] [sig       ] HSBC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:39.304873] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HSBC.txt
[2025-11-27T19:50:39.304989] [INFO ] [sig       ] [1619/3661] Completed HSBC in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:39.305045] [INFO ] [sig       ] [1620/3661] Forecasting HSCS...
[2025-11-27T19:50:39.305081] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-11-27T19:50:39.305121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-11-27T19:50:39.317496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-11-27T19:50:39.317921] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-11-27T19:50:39.318840] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-11-27T19:50:39.318907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:39.318949] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:39.318987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:39.319054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:39.375930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:39.376673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:39.376775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:39.376819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:39.489510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:39.489709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:39.489761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:39.489798] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:39.493155] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2025-11-27T19:50:39.493433] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-11-27T19:50:39.493589] [INFO ] [sig       ] HSCS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:39.643708] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HSCS.txt
[2025-11-27T19:50:39.643919] [INFO ] [sig       ] [1620/3661] Completed HSCS in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.4m
[2025-11-27T19:50:39.643989] [INFO ] [sig       ] [1621/3661] Forecasting HSHP...
[2025-11-27T19:50:39.644054] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-11-27T19:50:39.644109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-11-27T19:50:39.655445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-11-27T19:50:39.655863] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-11-27T19:50:39.656777] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-11-27T19:50:39.656847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:39.656889] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:39.656924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:39.656989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:39.717170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:39.718142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:39.718247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:39.718292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:39.848467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:39.848658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:39.848710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:39.848748] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:39.852617] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-11-27T19:50:39.852998] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-11-27T19:50:39.853179] [INFO ] [sig       ] HSHP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:39.990453] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HSHP.txt
[2025-11-27T19:50:39.990648] [INFO ] [sig       ] [1621/3661] Completed HSHP in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.3m
[2025-11-27T19:50:39.990700] [INFO ] [sig       ] [1622/3661] Forecasting HSIC...
[2025-11-27T19:50:39.990738] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-11-27T19:50:39.990797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-11-27T19:50:40.001682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-11-27T19:50:40.002061] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-11-27T19:50:40.002906] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-11-27T19:50:40.002968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:40.003009] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:40.003046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:40.003112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:40.058633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:40.059471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:40.059566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:40.059626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:40.177467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:40.177651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:40.177700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:40.177739] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:40.180944] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-11-27T19:50:40.181216] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-11-27T19:50:40.181349] [INFO ] [sig       ] HSIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:40.315534] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HSIC.txt
[2025-11-27T19:50:40.315706] [INFO ] [sig       ] [1622/3661] Completed HSIC in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.3m
[2025-11-27T19:50:40.315755] [INFO ] [sig       ] [1623/3661] Forecasting HSII...
[2025-11-27T19:50:40.315797] [INFO ] [sig       ] Generating forecast for: HSII
[2025-11-27T19:50:40.315849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-11-27T19:50:40.326290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-11-27T19:50:40.326598] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-11-27T19:50:40.327359] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-11-27T19:50:40.327422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:40.327463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:40.327500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:40.327563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:40.382856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:40.383464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:40.383550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:40.383610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:40.501455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:40.501635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:40.501684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:40.501719] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:40.504970] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-11-27T19:50:40.505248] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-11-27T19:50:40.505382] [INFO ] [sig       ] HSII: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:40.642018] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HSII.txt
[2025-11-27T19:50:40.642178] [INFO ] [sig       ] [1623/3661] Completed HSII in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.3m
[2025-11-27T19:50:40.642227] [INFO ] [sig       ] [1624/3661] Forecasting HSTM...
[2025-11-27T19:50:40.642283] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-11-27T19:50:40.642318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-11-27T19:50:40.652823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-11-27T19:50:40.653137] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-11-27T19:50:40.653930] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-11-27T19:50:40.653993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:40.654033] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:40.654068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:40.654130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:40.709537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:40.710330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:40.710427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:40.710474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:40.830302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:40.830461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:40.830513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:40.830549] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:40.833919] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-11-27T19:50:40.834203] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-11-27T19:50:40.834333] [INFO ] [sig       ] HSTM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:40.972215] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HSTM.txt
[2025-11-27T19:50:40.972374] [INFO ] [sig       ] [1624/3661] Completed HSTM in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.3m
[2025-11-27T19:50:40.972424] [INFO ] [sig       ] [1625/3661] Forecasting HSY...
[2025-11-27T19:50:40.972464] [INFO ] [sig       ] Generating forecast for: HSY
[2025-11-27T19:50:40.972516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-11-27T19:50:40.983339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-11-27T19:50:40.983645] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-11-27T19:50:40.984400] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-11-27T19:50:40.984461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:40.984495] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:40.984525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:40.984605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:41.041461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:41.042169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:41.042259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:41.042304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:41.170798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:41.170980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:41.171027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:41.171066] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:41.174494] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=57.85%)
[2025-11-27T19:50:41.174812] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-11-27T19:50:41.174954] [INFO ] [sig       ] HSY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:41.313619] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HSY.txt
[2025-11-27T19:50:41.313766] [INFO ] [sig       ] [1625/3661] Completed HSY in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.3m
[2025-11-27T19:50:41.313819] [INFO ] [sig       ] [1626/3661] Forecasting HTBK...
[2025-11-27T19:50:41.313861] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-11-27T19:50:41.313928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-11-27T19:50:41.325096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-11-27T19:50:41.325390] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-11-27T19:50:41.326171] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-11-27T19:50:41.326233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:41.326274] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:41.326309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:41.326373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:41.382164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:41.382777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:41.382871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:41.382913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:41.500120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:41.500280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:41.500330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:41.500367] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:41.503593] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=46.46%)
[2025-11-27T19:50:41.503862] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-11-27T19:50:41.503993] [INFO ] [sig       ] HTBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:41.640248] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HTBK.txt
[2025-11-27T19:50:41.640408] [INFO ] [sig       ] [1626/3661] Completed HTBK in 0.3s | 3.00 sym/s | Total: 9.0m | ETA: 11.3m
[2025-11-27T19:50:41.640461] [INFO ] [sig       ] [1627/3661] Forecasting HTD...
[2025-11-27T19:50:41.640498] [INFO ] [sig       ] Generating forecast for: HTD
[2025-11-27T19:50:41.640556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-11-27T19:50:41.651070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-11-27T19:50:41.651409] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-11-27T19:50:41.652226] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-11-27T19:50:41.652291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:41.652333] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:41.652371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:41.652436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:41.724888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:41.725800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:41.725897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:41.725942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:41.845654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:41.845811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:41.845860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:41.845899] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:41.849133] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-11-27T19:50:41.849403] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-11-27T19:50:41.849536] [INFO ] [sig       ] HTD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:41.988819] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HTD.txt
[2025-11-27T19:50:41.989010] [INFO ] [sig       ] [1627/3661] Completed HTD in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:41.989070] [INFO ] [sig       ] [1628/3661] Forecasting HTGC...
[2025-11-27T19:50:41.989112] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-11-27T19:50:41.989154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-11-27T19:50:42.001006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-11-27T19:50:42.001382] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-11-27T19:50:42.002192] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-11-27T19:50:42.002253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:42.002295] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:42.002331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:42.002407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:42.060890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:42.061680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:42.061771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:42.061816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:42.182940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:42.183107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:42.183158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:42.183197] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:42.186558] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-11-27T19:50:42.186853] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-11-27T19:50:42.186989] [INFO ] [sig       ] HTGC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:42.335022] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HTGC.txt
[2025-11-27T19:50:42.335199] [INFO ] [sig       ] [1628/3661] Completed HTGC in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:42.335251] [INFO ] [sig       ] [1629/3661] Forecasting HTH...
[2025-11-27T19:50:42.335292] [INFO ] [sig       ] Generating forecast for: HTH
[2025-11-27T19:50:42.335325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-11-27T19:50:42.348400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-11-27T19:50:42.348912] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-11-27T19:50:42.349854] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-11-27T19:50:42.349924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:42.349972] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:42.350011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:42.350081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:42.406193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:42.407480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:42.407663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:42.407718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:42.528063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:42.528272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:42.528324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:42.528363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:42.531711] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-11-27T19:50:42.531987] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-11-27T19:50:42.532126] [INFO ] [sig       ] HTH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:42.665038] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HTH.txt
[2025-11-27T19:50:42.665231] [INFO ] [sig       ] [1629/3661] Completed HTH in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:42.665285] [INFO ] [sig       ] [1630/3661] Forecasting HTLD...
[2025-11-27T19:50:42.665324] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-11-27T19:50:42.665375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-11-27T19:50:42.676566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-11-27T19:50:42.676942] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-11-27T19:50:42.677751] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-11-27T19:50:42.677826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:42.677868] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:42.677903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:42.677967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:42.731960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:42.732712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:42.732799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:42.732835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:42.848701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:42.848873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:42.848928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:42.848961] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:42.852185] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-11-27T19:50:42.852461] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-11-27T19:50:42.852621] [INFO ] [sig       ] HTLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:42.985792] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HTLD.txt
[2025-11-27T19:50:42.985953] [INFO ] [sig       ] [1630/3661] Completed HTLD in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:42.986003] [INFO ] [sig       ] [1631/3661] Forecasting HTOO...
[2025-11-27T19:50:42.986043] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-11-27T19:50:42.986099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-11-27T19:50:42.997410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-11-27T19:50:42.997761] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-11-27T19:50:42.998602] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-11-27T19:50:42.998663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:42.998705] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:42.998741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:42.998805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:43.054464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:43.055284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:43.055380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:43.055425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:43.170365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:43.170551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:43.170618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:43.170658] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:43.173920] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-11-27T19:50:43.174194] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-11-27T19:50:43.174330] [INFO ] [sig       ] HTOO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:43.310061] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HTOO.txt
[2025-11-27T19:50:43.310238] [INFO ] [sig       ] [1631/3661] Completed HTOO in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:43.310292] [INFO ] [sig       ] [1632/3661] Forecasting HTZ...
[2025-11-27T19:50:43.310354] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-11-27T19:50:43.310401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-11-27T19:50:43.322541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-11-27T19:50:43.322912] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-11-27T19:50:43.323710] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-11-27T19:50:43.323776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:43.323820] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:43.323858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:43.323926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:43.381300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:43.382169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:43.382264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:43.382321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:43.503620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:43.503792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:43.503842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:43.503882] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:43.507212] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-11-27T19:50:43.507489] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-11-27T19:50:43.507645] [INFO ] [sig       ] HTZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:43.645157] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HTZ.txt
[2025-11-27T19:50:43.645304] [INFO ] [sig       ] [1632/3661] Completed HTZ in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:43.645357] [INFO ] [sig       ] [1633/3661] Forecasting HUBB...
[2025-11-27T19:50:43.645398] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-11-27T19:50:43.645456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-11-27T19:50:43.656716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-11-27T19:50:43.657031] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-11-27T19:50:43.657872] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-11-27T19:50:43.657940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:43.657983] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:43.658014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:43.658079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:43.716966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:43.717755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:43.717857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:43.717902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:43.835340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:43.835517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:43.835585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:43.835628] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:43.838999] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-11-27T19:50:43.839271] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-11-27T19:50:43.839399] [INFO ] [sig       ] HUBB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:43.977487] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HUBB.txt
[2025-11-27T19:50:43.977682] [INFO ] [sig       ] [1633/3661] Completed HUBB in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:43.977743] [INFO ] [sig       ] [1634/3661] Forecasting HUBG...
[2025-11-27T19:50:43.977811] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-11-27T19:50:43.977848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-11-27T19:50:43.989588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-11-27T19:50:43.990002] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-11-27T19:50:43.990815] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-11-27T19:50:43.990881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:43.990924] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:43.990963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:43.991031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:44.048355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:44.049080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:44.049172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:44.049217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:44.167151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:44.167334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:44.167380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:44.167422] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:44.170778] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-11-27T19:50:44.171061] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-11-27T19:50:44.171199] [INFO ] [sig       ] HUBG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:44.312521] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HUBG.txt
[2025-11-27T19:50:44.312706] [INFO ] [sig       ] [1634/3661] Completed HUBG in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:44.312759] [INFO ] [sig       ] [1635/3661] Forecasting HUBS...
[2025-11-27T19:50:44.312800] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-11-27T19:50:44.312840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-11-27T19:50:44.324793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-11-27T19:50:44.325170] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-11-27T19:50:44.325985] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-11-27T19:50:44.326051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:44.326096] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:44.326136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:44.326205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:44.384551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:44.385378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:44.385473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:44.385519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:44.511096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:44.511280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:44.511332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:44.511374] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:44.514760] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-11-27T19:50:44.515069] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-11-27T19:50:44.515211] [INFO ] [sig       ] HUBS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:44.659012] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HUBS.txt
[2025-11-27T19:50:44.659193] [INFO ] [sig       ] [1635/3661] Completed HUBS in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:44.659246] [INFO ] [sig       ] [1636/3661] Forecasting HUM...
[2025-11-27T19:50:44.659289] [INFO ] [sig       ] Generating forecast for: HUM
[2025-11-27T19:50:44.659357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-11-27T19:50:44.673638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-11-27T19:50:44.674234] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-11-27T19:50:44.675198] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-11-27T19:50:44.675268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:44.675316] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:44.675357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:44.675427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:44.735757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:44.736994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:44.737132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:44.737179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:44.863188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:44.863453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:44.863509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:44.863550] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:44.867476] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2025-11-27T19:50:44.867828] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-11-27T19:50:44.867982] [INFO ] [sig       ] HUM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:45.008737] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HUM.txt
[2025-11-27T19:50:45.008999] [INFO ] [sig       ] [1636/3661] Completed HUM in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:45.009092] [INFO ] [sig       ] [1637/3661] Forecasting HUMA...
[2025-11-27T19:50:45.009132] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-11-27T19:50:45.009177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-11-27T19:50:45.024064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-11-27T19:50:45.024819] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-11-27T19:50:45.025735] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-11-27T19:50:45.025808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:45.025853] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:45.025891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:45.025960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:45.087096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:45.088089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:45.088227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:45.088273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:45.233678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:45.233859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:45.233947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:45.234007] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:45.238385] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-11-27T19:50:45.238773] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-11-27T19:50:45.238932] [INFO ] [sig       ] HUMA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:45.398150] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HUMA.txt
[2025-11-27T19:50:45.398340] [INFO ] [sig       ] [1637/3661] Completed HUMA in 0.4s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:45.398391] [INFO ] [sig       ] [1638/3661] Forecasting HUN...
[2025-11-27T19:50:45.398450] [INFO ] [sig       ] Generating forecast for: HUN
[2025-11-27T19:50:45.398485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-11-27T19:50:45.410454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-11-27T19:50:45.410867] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-11-27T19:50:45.411693] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-11-27T19:50:45.411757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:45.411800] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:45.411836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:45.411902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:45.468842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:45.469779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:45.469874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:45.469923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:45.590521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:45.590706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:45.590758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:45.590801] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:45.594121] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=84.91%)
[2025-11-27T19:50:45.594407] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-11-27T19:50:45.594542] [INFO ] [sig       ] HUN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:45.730957] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HUN.txt
[2025-11-27T19:50:45.731117] [INFO ] [sig       ] [1638/3661] Completed HUN in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.3m
[2025-11-27T19:50:45.731170] [INFO ] [sig       ] [1639/3661] Forecasting HURC...
[2025-11-27T19:50:45.731207] [INFO ] [sig       ] Generating forecast for: HURC
[2025-11-27T19:50:45.731271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-11-27T19:50:45.742194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-11-27T19:50:45.742511] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-11-27T19:50:45.743279] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-11-27T19:50:45.743343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:45.743384] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:45.743419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:45.743483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:45.800373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:45.801075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:45.801171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:45.801213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:45.914515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:45.914745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:45.914803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:45.914843] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:45.918236] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-11-27T19:50:45.918513] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-11-27T19:50:45.918665] [INFO ] [sig       ] HURC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:46.054141] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HURC.txt
[2025-11-27T19:50:46.054280] [INFO ] [sig       ] [1639/3661] Completed HURC in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.2m
[2025-11-27T19:50:46.054329] [INFO ] [sig       ] [1640/3661] Forecasting HURN...
[2025-11-27T19:50:46.054368] [INFO ] [sig       ] Generating forecast for: HURN
[2025-11-27T19:50:46.054400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-11-27T19:50:46.066454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-11-27T19:50:46.066868] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-11-27T19:50:46.067735] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-11-27T19:50:46.067804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:46.067862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:46.067919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:46.068013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:46.123891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:46.124881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:46.125001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:46.125063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:46.242710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:46.242903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:46.242977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:46.243032] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:46.246501] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=21.22%)
[2025-11-27T19:50:46.246844] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-11-27T19:50:46.247013] [INFO ] [sig       ] HURN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:46.385725] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HURN.txt
[2025-11-27T19:50:46.385917] [INFO ] [sig       ] [1640/3661] Completed HURN in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.2m
[2025-11-27T19:50:46.386016] [INFO ] [sig       ] [1641/3661] Forecasting HUYA...
[2025-11-27T19:50:46.386068] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-11-27T19:50:46.386111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-11-27T19:50:46.397140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-11-27T19:50:46.397485] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-11-27T19:50:46.398350] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-11-27T19:50:46.398420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:46.398493] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:46.398543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:46.398654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:46.454154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:46.455027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:46.455135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:46.455190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:46.581821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:46.582026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:46.582095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:46.582150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:46.585551] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-11-27T19:50:46.585860] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-11-27T19:50:46.586021] [INFO ] [sig       ] HUYA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:46.725406] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HUYA.txt
[2025-11-27T19:50:46.725626] [INFO ] [sig       ] [1641/3661] Completed HUYA in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.2m
[2025-11-27T19:50:46.725699] [INFO ] [sig       ] [1642/3661] Forecasting HWC...
[2025-11-27T19:50:46.725755] [INFO ] [sig       ] Generating forecast for: HWC
[2025-11-27T19:50:46.725821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-11-27T19:50:46.737344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-11-27T19:50:46.737721] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-11-27T19:50:46.738592] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-11-27T19:50:46.738657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:46.738699] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:46.738736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:46.738802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:46.794712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:46.795623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:46.795719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:46.795762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:46.920325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:46.920522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:46.920588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:46.920628] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:46.923989] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=49.12%)
[2025-11-27T19:50:46.924275] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-11-27T19:50:46.924416] [INFO ] [sig       ] HWC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:47.058791] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HWC.txt
[2025-11-27T19:50:47.058943] [INFO ] [sig       ] [1642/3661] Completed HWC in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.2m
[2025-11-27T19:50:47.058993] [INFO ] [sig       ] [1643/3661] Forecasting HWH...
[2025-11-27T19:50:47.059053] [INFO ] [sig       ] Generating forecast for: HWH
[2025-11-27T19:50:47.059093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-11-27T19:50:47.071534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-11-27T19:50:47.071985] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-11-27T19:50:47.072874] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-11-27T19:50:47.072939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:47.072981] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:47.073018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:47.073094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:47.128078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:47.128959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:47.129062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:47.129106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:47.255005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:47.255205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:47.255265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:47.255305] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:47.258802] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-11-27T19:50:47.259086] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-11-27T19:50:47.259229] [INFO ] [sig       ] HWH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:47.395047] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HWH.txt
[2025-11-27T19:50:47.395210] [INFO ] [sig       ] [1643/3661] Completed HWH in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.2m
[2025-11-27T19:50:47.395260] [INFO ] [sig       ] [1644/3661] Forecasting HWKN...
[2025-11-27T19:50:47.395326] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-11-27T19:50:47.395362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-11-27T19:50:47.407331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-11-27T19:50:47.407698] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-11-27T19:50:47.408719] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-11-27T19:50:47.408794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:47.408843] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:47.408881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:47.408949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:47.466437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:47.467110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:47.467202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:47.467245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:47.586844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:47.587008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:47.587057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:47.587095] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:47.591049] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=63.31%)
[2025-11-27T19:50:47.591329] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-11-27T19:50:47.591462] [INFO ] [sig       ] HWKN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:47.737013] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HWKN.txt
[2025-11-27T19:50:47.737138] [INFO ] [sig       ] [1644/3661] Completed HWKN in 0.3s | 3.00 sym/s | Total: 9.1m | ETA: 11.2m
[2025-11-27T19:50:47.737194] [INFO ] [sig       ] [1645/3661] Forecasting HWM...
[2025-11-27T19:50:47.737235] [INFO ] [sig       ] Generating forecast for: HWM
[2025-11-27T19:50:47.737290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-11-27T19:50:47.750814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-11-27T19:50:47.751288] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-11-27T19:50:47.752220] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-11-27T19:50:47.752286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:47.752329] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:47.752367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:47.752430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:47.812925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:47.813847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:47.813948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:47.813993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:47.944670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:47.944898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:47.944957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:47.945004] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:47.948934] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-11-27T19:50:47.949307] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-11-27T19:50:47.949482] [INFO ] [sig       ] HWM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:48.084013] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HWM.txt
[2025-11-27T19:50:48.084176] [INFO ] [sig       ] [1645/3661] Completed HWM in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:48.084222] [INFO ] [sig       ] [1646/3661] Forecasting HXL...
[2025-11-27T19:50:48.084265] [INFO ] [sig       ] Generating forecast for: HXL
[2025-11-27T19:50:48.084308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-11-27T19:50:48.097927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-11-27T19:50:48.098681] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-11-27T19:50:48.099974] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-11-27T19:50:48.100041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:48.100082] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:48.100118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:48.100183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:48.157227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:48.158179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:48.158284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:48.158330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:48.286218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:48.286398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:48.286448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:48.286491] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:48.289948] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-11-27T19:50:48.290245] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-11-27T19:50:48.290390] [INFO ] [sig       ] HXL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:48.432534] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HXL.txt
[2025-11-27T19:50:48.432735] [INFO ] [sig       ] [1646/3661] Completed HXL in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:48.432786] [INFO ] [sig       ] [1647/3661] Forecasting HY...
[2025-11-27T19:50:48.432824] [INFO ] [sig       ] Generating forecast for: HY
[2025-11-27T19:50:48.432863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-11-27T19:50:48.444442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-11-27T19:50:48.444798] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-11-27T19:50:48.445562] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-11-27T19:50:48.445646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:48.445687] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:48.445722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:48.445785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:48.501027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:48.501757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:48.501847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:48.501892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:48.624802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:48.624981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:48.625035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:48.625074] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:48.628367] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=61.04%)
[2025-11-27T19:50:48.628662] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-11-27T19:50:48.628796] [INFO ] [sig       ] HY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:48.767545] [INFO ] [LOCAL     ] Saved forecast: HY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HY.txt
[2025-11-27T19:50:48.767748] [INFO ] [sig       ] [1647/3661] Completed HY in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:48.767801] [INFO ] [sig       ] [1648/3661] Forecasting HYFM...
[2025-11-27T19:50:48.767867] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-11-27T19:50:48.767912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-11-27T19:50:48.779331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-11-27T19:50:48.779745] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-11-27T19:50:48.780590] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-11-27T19:50:48.780659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:48.780705] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:48.780743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:48.780812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:48.837443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:48.838317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:48.838413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:48.838459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:48.958346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:48.958549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:48.958624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:48.958691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:48.962174] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=33.32%)
[2025-11-27T19:50:48.962488] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-11-27T19:50:48.962654] [INFO ] [sig       ] HYFM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:49.098064] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HYFM.txt
[2025-11-27T19:50:49.098225] [INFO ] [sig       ] [1648/3661] Completed HYFM in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:49.098290] [INFO ] [sig       ] [1649/3661] Forecasting HYI...
[2025-11-27T19:50:49.098332] [INFO ] [sig       ] Generating forecast for: HYI
[2025-11-27T19:50:49.098370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-11-27T19:50:49.108768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-11-27T19:50:49.109065] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-11-27T19:50:49.109844] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-11-27T19:50:49.109907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:49.109948] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:49.109984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:49.110046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:49.165749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:49.166366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:49.166453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:49.166489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:49.284324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:49.284491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:49.284543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:49.284602] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:49.287908] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-11-27T19:50:49.291056] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-11-27T19:50:49.291231] [INFO ] [sig       ] HYI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:49.426844] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HYI.txt
[2025-11-27T19:50:49.427017] [INFO ] [sig       ] [1649/3661] Completed HYI in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:49.427099] [INFO ] [sig       ] [1650/3661] Forecasting HYLS...
[2025-11-27T19:50:49.427144] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-11-27T19:50:49.427180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-11-27T19:50:49.438257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-11-27T19:50:49.438559] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-11-27T19:50:49.439331] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-11-27T19:50:49.439394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:49.439436] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:49.439473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:49.439536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:49.494630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:49.495363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:49.495468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:49.495527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:49.612508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:49.612695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:49.612744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:49.612782] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:49.616115] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-11-27T19:50:49.616389] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-11-27T19:50:49.616522] [INFO ] [sig       ] HYLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:49.756080] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HYLS.txt
[2025-11-27T19:50:49.756260] [INFO ] [sig       ] [1650/3661] Completed HYLS in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:49.756309] [INFO ] [sig       ] [1651/3661] Forecasting HYMC...
[2025-11-27T19:50:49.756346] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-11-27T19:50:49.756383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-11-27T19:50:49.767053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-11-27T19:50:49.767344] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-11-27T19:50:49.768138] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-11-27T19:50:49.768201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:49.768242] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:49.768277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:49.768339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:49.824600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:49.825439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:49.825548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:49.825624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:49.946645] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:49.946824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:49.946878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:49.946918] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:49.950318] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-11-27T19:50:49.950623] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-11-27T19:50:49.950764] [INFO ] [sig       ] HYMC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:50.102833] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HYMC.txt
[2025-11-27T19:50:50.103013] [INFO ] [sig       ] [1651/3661] Completed HYMC in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:50.103064] [INFO ] [sig       ] [1652/3661] Forecasting HYXF...
[2025-11-27T19:50:50.103110] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-11-27T19:50:50.103150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-11-27T19:50:50.115844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-11-27T19:50:50.116253] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-11-27T19:50:50.117108] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-11-27T19:50:50.117174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:50.117218] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:50.117292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:50.117394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:50.174797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:50.175729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:50.175822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:50.175878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:50.278765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:50.278907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:50.278957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:50.278996] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:50.282360] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-11-27T19:50:50.282671] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-11-27T19:50:50.282818] [INFO ] [sig       ] HYXF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:50.430148] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HYXF.txt
[2025-11-27T19:50:50.430300] [INFO ] [sig       ] [1652/3661] Completed HYXF in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:50.430352] [INFO ] [sig       ] [1653/3661] Forecasting HYZD...
[2025-11-27T19:50:50.430391] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-11-27T19:50:50.430431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-11-27T19:50:50.443962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-11-27T19:50:50.444462] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-11-27T19:50:50.445307] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-11-27T19:50:50.445369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:50.445410] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:50.445446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:50.445509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:50.501127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:50.502102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:50.502200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:50.502242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:50.620508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:50.620734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:50.620788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:50.620827] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:50.624295] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2025-11-27T19:50:50.624598] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-11-27T19:50:50.624740] [INFO ] [sig       ] HYZD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:50.763387] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/HYZD.txt
[2025-11-27T19:50:50.763588] [INFO ] [sig       ] [1653/3661] Completed HYZD in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:50.763635] [INFO ] [sig       ] [1654/3661] Forecasting HZO...
[2025-11-27T19:50:50.763694] [INFO ] [sig       ] Generating forecast for: HZO
[2025-11-27T19:50:50.763730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-11-27T19:50:50.775459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-11-27T19:50:50.775776] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-11-27T19:50:50.776609] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-11-27T19:50:50.776670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:50.776712] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:50.776747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:50.776811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:50.832727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:50.833363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:50.833455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:50.833499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:50.951350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:50.951518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:50.951582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:50.951621] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:50.954848] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-11-27T19:50:50.955130] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-11-27T19:50:50.955267] [INFO ] [sig       ] HZO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:51.094259] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/HZO.txt
[2025-11-27T19:50:51.094412] [INFO ] [sig       ] [1654/3661] Completed HZO in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:51.094468] [INFO ] [sig       ] [1655/3661] Forecasting IAC...
[2025-11-27T19:50:51.094508] [INFO ] [sig       ] Generating forecast for: IAC
[2025-11-27T19:50:51.094554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-11-27T19:50:51.106647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-11-27T19:50:51.106949] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-11-27T19:50:51.107738] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-11-27T19:50:51.107800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:51.107842] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:51.107880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:51.107953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:51.162358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:51.162956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:51.163048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:51.163093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:51.281858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:51.282025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:51.282076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:51.282116] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:51.285396] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-11-27T19:50:51.285696] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-11-27T19:50:51.285834] [INFO ] [sig       ] IAC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:51.422537] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IAC.txt
[2025-11-27T19:50:51.422712] [INFO ] [sig       ] [1655/3661] Completed IAC in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:51.422764] [INFO ] [sig       ] [1656/3661] Forecasting IAE...
[2025-11-27T19:50:51.422805] [INFO ] [sig       ] Generating forecast for: IAE
[2025-11-27T19:50:51.422871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-11-27T19:50:51.435762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-11-27T19:50:51.436269] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-11-27T19:50:51.437213] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-11-27T19:50:51.437277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:51.437319] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:51.437352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:51.437413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:51.493108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:51.494069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:51.494185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:51.494229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:51.611163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:51.611360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:51.611425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:51.611480] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:51.615118] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-11-27T19:50:51.615474] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-11-27T19:50:51.615682] [INFO ] [sig       ] IAE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:51.759312] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IAE.txt
[2025-11-27T19:50:51.759503] [INFO ] [sig       ] [1656/3661] Completed IAE in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.2m
[2025-11-27T19:50:51.759595] [INFO ] [sig       ] [1657/3661] Forecasting IAG...
[2025-11-27T19:50:51.759639] [INFO ] [sig       ] Generating forecast for: IAG
[2025-11-27T19:50:51.759698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-11-27T19:50:51.771411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-11-27T19:50:51.771777] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-11-27T19:50:51.772563] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-11-27T19:50:51.772646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:51.772689] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:51.772724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:51.772788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:51.831096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:51.831799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:51.831891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:51.831934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:51.955110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:51.955290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:51.955340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:51.955379] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:51.958710] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-11-27T19:50:51.958983] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-11-27T19:50:51.959117] [INFO ] [sig       ] IAG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:52.097044] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IAG.txt
[2025-11-27T19:50:52.097194] [INFO ] [sig       ] [1657/3661] Completed IAG in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.1m
[2025-11-27T19:50:52.097247] [INFO ] [sig       ] [1658/3661] Forecasting IAS...
[2025-11-27T19:50:52.097284] [INFO ] [sig       ] Generating forecast for: IAS
[2025-11-27T19:50:52.097334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-11-27T19:50:52.109285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-11-27T19:50:52.109728] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-11-27T19:50:52.110558] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-11-27T19:50:52.110641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:52.110682] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:52.110718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:52.110783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:52.164978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:52.165738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:52.165830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:52.165874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:52.282339] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:52.282561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:52.282630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:52.282665] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:52.286151] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-11-27T19:50:52.286448] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-11-27T19:50:52.286613] [INFO ] [sig       ] IAS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:52.420651] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IAS.txt
[2025-11-27T19:50:52.420826] [INFO ] [sig       ] [1658/3661] Completed IAS in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.1m
[2025-11-27T19:50:52.420888] [INFO ] [sig       ] [1659/3661] Forecasting IBB...
[2025-11-27T19:50:52.420919] [INFO ] [sig       ] Generating forecast for: IBB
[2025-11-27T19:50:52.420964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-11-27T19:50:52.432177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-11-27T19:50:52.432477] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-11-27T19:50:52.433306] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-11-27T19:50:52.433368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:52.433408] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:52.433442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:52.433505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:52.491230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:52.491930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:52.492019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:52.492062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:52.614982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:52.615173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:52.615225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:52.615268] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:52.618745] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-11-27T19:50:52.619066] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-11-27T19:50:52.619218] [INFO ] [sig       ] IBB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:52.753994] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBB.txt
[2025-11-27T19:50:52.754160] [INFO ] [sig       ] [1659/3661] Completed IBB in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.1m
[2025-11-27T19:50:52.754212] [INFO ] [sig       ] [1660/3661] Forecasting IBBQ...
[2025-11-27T19:50:52.754252] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-11-27T19:50:52.754288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-11-27T19:50:52.765532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-11-27T19:50:52.765927] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-11-27T19:50:52.766786] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-11-27T19:50:52.766849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:52.766892] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:52.766930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:52.767003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:52.830814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:52.831677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:52.831780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:52.831825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:52.945536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:52.945735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:52.945794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:52.945828] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:52.949471] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2025-11-27T19:50:52.949815] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-11-27T19:50:52.949965] [INFO ] [sig       ] IBBQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:53.084268] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBBQ.txt
[2025-11-27T19:50:53.084414] [INFO ] [sig       ] [1660/3661] Completed IBBQ in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.1m
[2025-11-27T19:50:53.084466] [INFO ] [sig       ] [1661/3661] Forecasting IBCP...
[2025-11-27T19:50:53.084500] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-11-27T19:50:53.084538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-11-27T19:50:53.095324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-11-27T19:50:53.095621] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-11-27T19:50:53.096381] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-11-27T19:50:53.096444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:53.096485] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:53.096521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:53.096610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:53.151677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:53.152322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:53.152408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:53.152450] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:53.269243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:53.269440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:53.269489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:53.269520] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:53.272859] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-11-27T19:50:53.273144] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-11-27T19:50:53.273274] [INFO ] [sig       ] IBCP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:53.407540] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBCP.txt
[2025-11-27T19:50:53.407698] [INFO ] [sig       ] [1661/3661] Completed IBCP in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.1m
[2025-11-27T19:50:53.407747] [INFO ] [sig       ] [1662/3661] Forecasting IBEX...
[2025-11-27T19:50:53.407788] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-11-27T19:50:53.407839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-11-27T19:50:53.418721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-11-27T19:50:53.419024] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-11-27T19:50:53.419853] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-11-27T19:50:53.419914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:53.419956] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:53.419993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:53.420057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:53.475725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:53.476328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:53.476624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:53.476667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:53.601826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:53.602007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:53.602057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:53.602097] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:53.605414] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-11-27T19:50:53.605707] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-11-27T19:50:53.605837] [INFO ] [sig       ] IBEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:53.743026] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBEX.txt
[2025-11-27T19:50:53.743206] [INFO ] [sig       ] [1662/3661] Completed IBEX in 0.3s | 3.00 sym/s | Total: 9.2m | ETA: 11.1m
[2025-11-27T19:50:53.743256] [INFO ] [sig       ] [1663/3661] Forecasting IBM...
[2025-11-27T19:50:53.743293] [INFO ] [sig       ] Generating forecast for: IBM
[2025-11-27T19:50:53.743332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-11-27T19:50:53.754271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-11-27T19:50:53.754557] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-11-27T19:50:53.755329] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-11-27T19:50:53.755391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:53.755432] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:53.755468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:53.755530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:53.810641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:53.811293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:53.811381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:53.811424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:53.932301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:53.932682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:53.932730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:53.932761] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:53.936174] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=88.64%)
[2025-11-27T19:50:53.936456] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-11-27T19:50:53.936712] [INFO ] [sig       ] IBM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:54.071022] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IBM.txt
[2025-11-27T19:50:54.071181] [INFO ] [sig       ] [1663/3661] Completed IBM in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:54.071231] [INFO ] [sig       ] [1664/3661] Forecasting IBN...
[2025-11-27T19:50:54.071287] [INFO ] [sig       ] Generating forecast for: IBN
[2025-11-27T19:50:54.071319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-11-27T19:50:54.082933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-11-27T19:50:54.083313] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-11-27T19:50:54.084154] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-11-27T19:50:54.084229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:54.084282] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:54.084332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:54.084428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:54.140315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:54.140982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:54.141079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:54.141135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:54.266020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:54.266213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:54.266276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:54.266327] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:54.269738] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-11-27T19:50:54.270036] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-11-27T19:50:54.270186] [INFO ] [sig       ] IBN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:54.408526] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBN.txt
[2025-11-27T19:50:54.408704] [INFO ] [sig       ] [1664/3661] Completed IBN in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:54.408769] [INFO ] [sig       ] [1665/3661] Forecasting IBOC...
[2025-11-27T19:50:54.408822] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-11-27T19:50:54.408905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-11-27T19:50:54.419862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-11-27T19:50:54.420177] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-11-27T19:50:54.421046] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-11-27T19:50:54.421111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:54.421169] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:54.421209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:54.421285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:54.478485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:54.479395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:54.479490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:54.479534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:54.596250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:54.596419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:54.596495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:54.596558] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:54.599918] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-11-27T19:50:54.600200] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-11-27T19:50:54.600343] [INFO ] [sig       ] IBOC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:54.739803] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IBOC.txt
[2025-11-27T19:50:54.739968] [INFO ] [sig       ] [1665/3661] Completed IBOC in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:54.740030] [INFO ] [sig       ] [1666/3661] Forecasting IBP...
[2025-11-27T19:50:54.740081] [INFO ] [sig       ] Generating forecast for: IBP
[2025-11-27T19:50:54.740162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-11-27T19:50:54.750757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-11-27T19:50:54.751069] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-11-27T19:50:54.751882] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-11-27T19:50:54.751945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:54.751980] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:54.752012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:54.752079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:54.809312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:54.810082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:54.810180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:54.810223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:54.930809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:54.930969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:54.931023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:54.931062] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:54.934413] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-11-27T19:50:54.934745] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-11-27T19:50:54.934887] [INFO ] [sig       ] IBP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:55.072628] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBP.txt
[2025-11-27T19:50:55.072774] [INFO ] [sig       ] [1666/3661] Completed IBP in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:55.072825] [INFO ] [sig       ] [1667/3661] Forecasting IBRX...
[2025-11-27T19:50:55.072864] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-11-27T19:50:55.072905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-11-27T19:50:55.086110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-11-27T19:50:55.086499] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-11-27T19:50:55.087372] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-11-27T19:50:55.087437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:55.087481] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:55.087517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:55.087597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:55.142420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:55.143356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:55.143476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:55.143520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:55.261943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:55.262121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:55.262175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:55.262213] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:55.265486] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=79.04%)
[2025-11-27T19:50:55.265773] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-11-27T19:50:55.265903] [INFO ] [sig       ] IBRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:55.402489] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IBRX.txt
[2025-11-27T19:50:55.402672] [INFO ] [sig       ] [1667/3661] Completed IBRX in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:55.402726] [INFO ] [sig       ] [1668/3661] Forecasting IBTF...
[2025-11-27T19:50:55.402765] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-11-27T19:50:55.402803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-11-27T19:50:55.413926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-11-27T19:50:55.414282] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-11-27T19:50:55.415073] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-11-27T19:50:55.415135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:55.415177] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:55.415213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:55.415277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:55.470570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:55.471285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:55.471377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:55.471421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:55.582187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:55.582371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:55.582419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:55.582456] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:55.585708] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-11-27T19:50:55.585979] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-11-27T19:50:55.586109] [INFO ] [sig       ] IBTF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:55.723375] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBTF.txt
[2025-11-27T19:50:55.723560] [INFO ] [sig       ] [1668/3661] Completed IBTF in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:55.723637] [INFO ] [sig       ] [1669/3661] Forecasting IBTG...
[2025-11-27T19:50:55.723679] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-11-27T19:50:55.723715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-11-27T19:50:55.734753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-11-27T19:50:55.735117] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-11-27T19:50:55.735900] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-11-27T19:50:55.735962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:55.735996] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:55.736029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:55.736095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:55.791374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:55.792328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:55.792438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:55.792484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:55.916666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:55.916858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:55.916909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:55.916944] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:55.920432] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=61.20%)
[2025-11-27T19:50:55.920727] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-11-27T19:50:55.920857] [INFO ] [sig       ] IBTG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:56.056497] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IBTG.txt
[2025-11-27T19:50:56.056689] [INFO ] [sig       ] [1669/3661] Completed IBTG in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:56.056741] [INFO ] [sig       ] [1670/3661] Forecasting IBTH...
[2025-11-27T19:50:56.056780] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-11-27T19:50:56.056819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-11-27T19:50:56.067887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-11-27T19:50:56.068211] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-11-27T19:50:56.069010] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-11-27T19:50:56.069074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:56.069110] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:56.069144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:56.069214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:56.126473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:56.127395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:56.127498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:56.127542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:56.250677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:56.250854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:56.250905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:56.250944] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:56.254351] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-11-27T19:50:56.254689] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-11-27T19:50:56.254854] [INFO ] [sig       ] IBTH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:56.393736] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBTH.txt
[2025-11-27T19:50:56.393918] [INFO ] [sig       ] [1670/3661] Completed IBTH in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:56.393970] [INFO ] [sig       ] [1671/3661] Forecasting IBTI...
[2025-11-27T19:50:56.394004] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-11-27T19:50:56.394059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-11-27T19:50:56.405376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-11-27T19:50:56.405777] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-11-27T19:50:56.406560] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-11-27T19:50:56.406644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:56.406681] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:56.406717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:56.406781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:56.465744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:56.466637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:56.466733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:56.466778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:56.590780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:56.590964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:56.591018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:56.591057] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:56.594781] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=91.97%)
[2025-11-27T19:50:56.595074] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-11-27T19:50:56.595214] [INFO ] [sig       ] IBTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:56.739725] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IBTI.txt
[2025-11-27T19:50:56.739902] [INFO ] [sig       ] [1671/3661] Completed IBTI in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:56.739956] [INFO ] [sig       ] [1672/3661] Forecasting IBTJ...
[2025-11-27T19:50:56.739997] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-11-27T19:50:56.740036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-11-27T19:50:56.751741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-11-27T19:50:56.752124] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-11-27T19:50:56.752998] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-11-27T19:50:56.753063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:56.753106] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:56.753144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:56.753213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:56.809214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:56.810062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:56.810154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:56.810196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:56.931142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:56.931299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:56.931371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:56.931411] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:56.934634] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2025-11-27T19:50:56.934904] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-11-27T19:50:56.935042] [INFO ] [sig       ] IBTJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:57.069486] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBTJ.txt
[2025-11-27T19:50:57.069650] [INFO ] [sig       ] [1672/3661] Completed IBTJ in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:57.069696] [INFO ] [sig       ] [1673/3661] Forecasting IBTK...
[2025-11-27T19:50:57.069739] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-11-27T19:50:57.069778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-11-27T19:50:57.092758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-11-27T19:50:57.093449] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-11-27T19:50:57.094714] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-11-27T19:50:57.094795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:57.094857] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:57.094911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:57.095010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:57.154442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:57.155645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:57.155751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:57.155798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:57.285391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:57.285661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:57.285729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:57.285780] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:57.290411] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2025-11-27T19:50:57.290773] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-11-27T19:50:57.290941] [INFO ] [sig       ] IBTK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:50:57.427649] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IBTK.txt
[2025-11-27T19:50:57.427849] [INFO ] [sig       ] [1673/3661] Completed IBTK in 0.4s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:57.427903] [INFO ] [sig       ] [1674/3661] Forecasting IBTL...
[2025-11-27T19:50:57.427942] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-11-27T19:50:57.428001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-11-27T19:50:57.439664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-11-27T19:50:57.440058] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-11-27T19:50:57.440869] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-11-27T19:50:57.440931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:57.440966] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:57.440998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:57.441062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:57.498806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:57.499776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:57.499888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:57.499950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:57.618697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:57.618886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:57.618934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:57.618972] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:57.622229] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-11-27T19:50:57.622504] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-11-27T19:50:57.622657] [INFO ] [sig       ] IBTL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:57.762165] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IBTL.txt
[2025-11-27T19:50:57.762350] [INFO ] [sig       ] [1674/3661] Completed IBTL in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.1m
[2025-11-27T19:50:57.762402] [INFO ] [sig       ] [1675/3661] Forecasting IBTM...
[2025-11-27T19:50:57.762462] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-11-27T19:50:57.762509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-11-27T19:50:57.772923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-11-27T19:50:57.773243] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-11-27T19:50:57.774025] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-11-27T19:50:57.774088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:57.774129] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:57.774165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:57.774230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:57.828533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:57.829379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:57.829474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:57.829516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:57.947526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:57.947719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:57.947768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:57.947806] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:57.951076] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-11-27T19:50:57.951349] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-11-27T19:50:57.951479] [INFO ] [sig       ] IBTM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:58.087204] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IBTM.txt
[2025-11-27T19:50:58.087349] [INFO ] [sig       ] [1675/3661] Completed IBTM in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.0m
[2025-11-27T19:50:58.087399] [INFO ] [sig       ] [1676/3661] Forecasting IBTO...
[2025-11-27T19:50:58.087438] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-11-27T19:50:58.087476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-11-27T19:50:58.098299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-11-27T19:50:58.098598] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-11-27T19:50:58.099352] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-11-27T19:50:58.099418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:58.099468] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:58.099507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:58.099588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:58.155090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:58.155681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:58.155765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:58.155807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:58.278357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:58.278472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:58.278518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:58.278556] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:58.281597] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2025-11-27T19:50:58.281862] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-11-27T19:50:58.281992] [INFO ] [sig       ] IBTO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:58.419159] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IBTO.txt
[2025-11-27T19:50:58.419304] [INFO ] [sig       ] [1676/3661] Completed IBTO in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.0m
[2025-11-27T19:50:58.419355] [INFO ] [sig       ] [1677/3661] Forecasting ICE...
[2025-11-27T19:50:58.419420] [INFO ] [sig       ] Generating forecast for: ICE
[2025-11-27T19:50:58.419466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-11-27T19:50:58.430628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-11-27T19:50:58.430887] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-11-27T19:50:58.431650] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-11-27T19:50:58.431712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:58.431753] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:58.431788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:58.431852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:58.486863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:58.487435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:58.487521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:58.487562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:58.604316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:58.604447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:58.604489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:58.604527] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:58.607610] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-11-27T19:50:58.607881] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-11-27T19:50:58.608011] [INFO ] [sig       ] ICE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:58.742160] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ICE.txt
[2025-11-27T19:50:58.742282] [INFO ] [sig       ] [1677/3661] Completed ICE in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.0m
[2025-11-27T19:50:58.742335] [INFO ] [sig       ] [1678/3661] Forecasting ICFI...
[2025-11-27T19:50:58.742374] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-11-27T19:50:58.742411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-11-27T19:50:58.758474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-11-27T19:50:58.758795] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-11-27T19:50:58.759544] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-11-27T19:50:58.759627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:58.759668] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:58.759704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:58.759768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:58.814673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:58.815247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:58.815333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:58.815374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:58.934325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:58.934443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:58.934490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:58.934528] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:58.937590] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-11-27T19:50:58.937852] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-11-27T19:50:58.937984] [INFO ] [sig       ] ICFI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:59.071364] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ICFI.txt
[2025-11-27T19:50:59.071533] [INFO ] [sig       ] [1678/3661] Completed ICFI in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.0m
[2025-11-27T19:50:59.071603] [INFO ] [sig       ] [1679/3661] Forecasting ICL...
[2025-11-27T19:50:59.071646] [INFO ] [sig       ] Generating forecast for: ICL
[2025-11-27T19:50:59.071706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-11-27T19:50:59.082396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-11-27T19:50:59.082680] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-11-27T19:50:59.083428] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-11-27T19:50:59.083491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:59.083531] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:59.083566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:59.083653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:59.141120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:59.141738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:59.141823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:59.141865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:59.260246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:59.260358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:59.260403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:59.260445] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:59.263449] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-11-27T19:50:59.263728] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-11-27T19:50:59.263856] [INFO ] [sig       ] ICL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:59.396869] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ICL.txt
[2025-11-27T19:50:59.396998] [INFO ] [sig       ] [1679/3661] Completed ICL in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.0m
[2025-11-27T19:50:59.397046] [INFO ] [sig       ] [1680/3661] Forecasting ICLN...
[2025-11-27T19:50:59.397094] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-11-27T19:50:59.397136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-11-27T19:50:59.408367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-11-27T19:50:59.408675] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-11-27T19:50:59.409448] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-11-27T19:50:59.409511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:59.409552] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:59.409611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:59.409679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:59.464245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:59.464858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:59.464945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:59.464992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:59.588168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:59.588315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:59.588366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:59.588404] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:59.591710] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-11-27T19:50:59.591994] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-11-27T19:50:59.592128] [INFO ] [sig       ] ICLN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:50:59.726590] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ICLN.txt
[2025-11-27T19:50:59.726714] [INFO ] [sig       ] [1680/3661] Completed ICLN in 0.3s | 3.00 sym/s | Total: 9.3m | ETA: 11.0m
[2025-11-27T19:50:59.726762] [INFO ] [sig       ] [1681/3661] Forecasting ICMB...
[2025-11-27T19:50:59.726799] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-11-27T19:50:59.726835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-11-27T19:50:59.738070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-11-27T19:50:59.738425] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-11-27T19:50:59.739223] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-11-27T19:50:59.739289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:50:59.739346] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:50:59.739398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:50:59.739489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:50:59.794110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:50:59.794754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:50:59.794840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:50:59.794881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:50:59.902377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:50:59.902557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:50:59.902624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:50:59.902663] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:50:59.905991] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-11-27T19:50:59.906300] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-11-27T19:50:59.906459] [INFO ] [sig       ] ICMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:00.041735] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ICMB.txt
[2025-11-27T19:51:00.041925] [INFO ] [sig       ] [1681/3661] Completed ICMB in 0.3s | 3.00 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:00.041975] [INFO ] [sig       ] [1682/3661] Forecasting ICOP...
[2025-11-27T19:51:00.042014] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-11-27T19:51:00.042073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-11-27T19:51:00.057601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-11-27T19:51:00.058100] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-11-27T19:51:00.059342] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-11-27T19:51:00.059427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:00.059486] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:00.059538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:00.059658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:00.140944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:00.141856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:00.141955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:00.142001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:00.255567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:00.255763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:00.255819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:00.255861] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:00.259703] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=51.75%)
[2025-11-27T19:51:00.260040] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-11-27T19:51:00.260210] [INFO ] [sig       ] ICOP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:00.406967] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ICOP.txt
[2025-11-27T19:51:00.407161] [INFO ] [sig       ] [1682/3661] Completed ICOP in 0.4s | 3.00 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:00.407224] [INFO ] [sig       ] [1683/3661] Forecasting ICUI...
[2025-11-27T19:51:00.407296] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-11-27T19:51:00.407346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-11-27T19:51:00.421012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-11-27T19:51:00.421448] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-11-27T19:51:00.422435] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-11-27T19:51:00.422505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:00.422548] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:00.422602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:00.422666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:00.482417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:00.483357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:00.483476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:00.483537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:00.626334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:00.626471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:00.626523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:00.626595] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:00.630830] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-11-27T19:51:00.631270] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-11-27T19:51:00.631463] [INFO ] [sig       ] ICUI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:00.814808] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ICUI.txt
[2025-11-27T19:51:00.814985] [INFO ] [sig       ] [1683/3661] Completed ICUI in 0.4s | 3.00 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:00.815030] [INFO ] [sig       ] [1684/3661] Forecasting IDA...
[2025-11-27T19:51:00.815064] [INFO ] [sig       ] Generating forecast for: IDA
[2025-11-27T19:51:00.815115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-11-27T19:51:00.827751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-11-27T19:51:00.828201] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-11-27T19:51:00.829191] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-11-27T19:51:00.829253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:00.829293] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:00.829328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:00.829425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:00.889755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:00.892554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:00.892702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:00.892760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:01.041913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:01.042083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:01.042165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:01.042225] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:01.047383] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2025-11-27T19:51:01.047859] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-11-27T19:51:01.048078] [INFO ] [sig       ] IDA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:01.202468] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IDA.txt
[2025-11-27T19:51:01.202693] [INFO ] [sig       ] [1684/3661] Completed IDA in 0.4s | 3.00 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:01.202783] [INFO ] [sig       ] [1685/3661] Forecasting IDAI...
[2025-11-27T19:51:01.202836] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-11-27T19:51:01.202889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-11-27T19:51:01.214724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-11-27T19:51:01.215122] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-11-27T19:51:01.216230] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-11-27T19:51:01.216299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:01.216342] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:01.216378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:01.216442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:01.277847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:01.278743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:01.278845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:01.278908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:01.403564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:01.403765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:01.403817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:01.403862] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:01.407380] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-11-27T19:51:01.407724] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-11-27T19:51:01.407877] [INFO ] [sig       ] IDAI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:01.555265] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IDAI.txt
[2025-11-27T19:51:01.555517] [INFO ] [sig       ] [1685/3661] Completed IDAI in 0.4s | 3.00 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:01.555658] [INFO ] [sig       ] [1686/3661] Forecasting IDCC...
[2025-11-27T19:51:01.555729] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-11-27T19:51:01.555789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-11-27T19:51:01.571078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-11-27T19:51:01.571811] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-11-27T19:51:01.572998] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-11-27T19:51:01.573077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:01.573131] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:01.573213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:01.573326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:01.637766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:01.638702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:01.638801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:01.638854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:01.760963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:01.761138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:01.761211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:01.761262] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:01.764874] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-11-27T19:51:01.765214] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-11-27T19:51:01.765374] [INFO ] [sig       ] IDCC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:01.905383] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IDCC.txt
[2025-11-27T19:51:01.905564] [INFO ] [sig       ] [1686/3661] Completed IDCC in 0.3s | 3.00 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:01.905628] [INFO ] [sig       ] [1687/3661] Forecasting IDE...
[2025-11-27T19:51:01.905668] [INFO ] [sig       ] Generating forecast for: IDE
[2025-11-27T19:51:01.905728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-11-27T19:51:01.919812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-11-27T19:51:01.920306] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-11-27T19:51:01.921384] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-11-27T19:51:01.921464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:01.921525] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:01.921614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:01.921714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:01.990055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:01.991184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:01.991302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:01.991371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:02.117530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:02.117706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:02.117755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:02.117793] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:02.121120] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-11-27T19:51:02.121413] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-11-27T19:51:02.121557] [INFO ] [sig       ] IDE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:02.259111] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IDE.txt
[2025-11-27T19:51:02.259262] [INFO ] [sig       ] [1687/3661] Completed IDE in 0.4s | 3.00 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:02.259352] [INFO ] [sig       ] [1688/3661] Forecasting IDN...
[2025-11-27T19:51:02.259420] [INFO ] [sig       ] Generating forecast for: IDN
[2025-11-27T19:51:02.259463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-11-27T19:51:02.270281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-11-27T19:51:02.270616] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-11-27T19:51:02.271460] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-11-27T19:51:02.271527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:02.271585] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:02.271624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:02.271690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:02.328471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:02.329332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:02.329425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:02.329471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:02.449030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:02.449201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:02.449251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:02.449288] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:02.452657] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2025-11-27T19:51:02.452941] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-11-27T19:51:02.453077] [INFO ] [sig       ] IDN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:02.596360] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IDN.txt
[2025-11-27T19:51:02.596523] [INFO ] [sig       ] [1688/3661] Completed IDN in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:02.596590] [INFO ] [sig       ] [1689/3661] Forecasting IDXX...
[2025-11-27T19:51:02.596630] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-11-27T19:51:02.596666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-11-27T19:51:02.607520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-11-27T19:51:02.607900] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-11-27T19:51:02.608816] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-11-27T19:51:02.608881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:02.608923] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:02.608958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:02.609026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:02.666941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:02.667719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:02.667819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:02.667865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:02.792005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:02.792187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:02.792236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:02.792290] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:02.796278] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2025-11-27T19:51:02.796700] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-11-27T19:51:02.796895] [INFO ] [sig       ] IDXX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:02.937507] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IDXX.txt
[2025-11-27T19:51:02.937741] [INFO ] [sig       ] [1689/3661] Completed IDXX in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:02.937802] [INFO ] [sig       ] [1690/3661] Forecasting IDYA...
[2025-11-27T19:51:02.937846] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-11-27T19:51:02.937932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-11-27T19:51:02.952587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-11-27T19:51:02.953018] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-11-27T19:51:02.953983] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-11-27T19:51:02.954058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:02.954111] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:02.954166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:02.954269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:03.011002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:03.011879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:03.011991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:03.012043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:03.129564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:03.129718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:03.129785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:03.129840] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:03.133235] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-11-27T19:51:03.133536] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-11-27T19:51:03.133714] [INFO ] [sig       ] IDYA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:03.268427] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IDYA.txt
[2025-11-27T19:51:03.268589] [INFO ] [sig       ] [1690/3661] Completed IDYA in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:03.268641] [INFO ] [sig       ] [1691/3661] Forecasting IEF...
[2025-11-27T19:51:03.268690] [INFO ] [sig       ] Generating forecast for: IEF
[2025-11-27T19:51:03.268785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-11-27T19:51:03.279673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-11-27T19:51:03.280002] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-11-27T19:51:03.280823] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-11-27T19:51:03.280885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:03.280946] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:03.280998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:03.281088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:03.342325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:03.343208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:03.343319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:03.343371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:03.463059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:03.463216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:03.463280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:03.463335] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:03.466643] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-11-27T19:51:03.466939] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-11-27T19:51:03.467078] [INFO ] [sig       ] IEF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:03.609605] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IEF.txt
[2025-11-27T19:51:03.609771] [INFO ] [sig       ] [1691/3661] Completed IEF in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:03.609833] [INFO ] [sig       ] [1692/3661] Forecasting IEI...
[2025-11-27T19:51:03.609880] [INFO ] [sig       ] Generating forecast for: IEI
[2025-11-27T19:51:03.609940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-11-27T19:51:03.621739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-11-27T19:51:03.622067] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-11-27T19:51:03.622864] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-11-27T19:51:03.622927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:03.622969] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:03.623005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:03.623070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:03.677701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:03.678336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:03.678429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:03.678472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:03.802419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:03.802610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:03.802659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:03.802701] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:03.805929] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=75.01%)
[2025-11-27T19:51:03.806199] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-11-27T19:51:03.806330] [INFO ] [sig       ] IEI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:03.941988] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IEI.txt
[2025-11-27T19:51:03.942163] [INFO ] [sig       ] [1692/3661] Completed IEI in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:03.942214] [INFO ] [sig       ] [1693/3661] Forecasting IEP...
[2025-11-27T19:51:03.942246] [INFO ] [sig       ] Generating forecast for: IEP
[2025-11-27T19:51:03.942283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-11-27T19:51:03.954019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-11-27T19:51:03.954407] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-11-27T19:51:03.955288] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-11-27T19:51:03.955352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:03.955393] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:03.955430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:03.955495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:04.013505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:04.014468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:04.014567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:04.014628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:04.139304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:04.139466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:04.139518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:04.139565] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:04.142895] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=52.02%)
[2025-11-27T19:51:04.143205] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-11-27T19:51:04.143359] [INFO ] [sig       ] IEP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:04.286028] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IEP.txt
[2025-11-27T19:51:04.286204] [INFO ] [sig       ] [1693/3661] Completed IEP in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 11.0m
[2025-11-27T19:51:04.286255] [INFO ] [sig       ] [1694/3661] Forecasting IESC...
[2025-11-27T19:51:04.286327] [INFO ] [sig       ] Generating forecast for: IESC
[2025-11-27T19:51:04.286378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-11-27T19:51:04.297284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-11-27T19:51:04.297630] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-11-27T19:51:04.298510] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-11-27T19:51:04.298595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:04.298659] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:04.298711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:04.298808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:04.356736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:04.357608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:04.357711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:04.357772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:04.477522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:04.477731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:04.477804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:04.477857] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:04.481542] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-11-27T19:51:04.481922] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-11-27T19:51:04.482093] [INFO ] [sig       ] IESC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:04.631314] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IESC.txt
[2025-11-27T19:51:04.631493] [INFO ] [sig       ] [1694/3661] Completed IESC in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 10.9m
[2025-11-27T19:51:04.631596] [INFO ] [sig       ] [1695/3661] Forecasting IEX...
[2025-11-27T19:51:04.631685] [INFO ] [sig       ] Generating forecast for: IEX
[2025-11-27T19:51:04.631753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-11-27T19:51:04.643241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-11-27T19:51:04.643562] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-11-27T19:51:04.644396] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-11-27T19:51:04.644466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:04.644526] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:04.644600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:04.644694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:04.701151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:04.701816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:04.701928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:04.701991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:04.817073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:04.817215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:04.817282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:04.817341] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:04.820734] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-11-27T19:51:04.821030] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-11-27T19:51:04.821187] [INFO ] [sig       ] IEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:04.962241] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IEX.txt
[2025-11-27T19:51:04.962402] [INFO ] [sig       ] [1695/3661] Completed IEX in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 10.9m
[2025-11-27T19:51:04.962474] [INFO ] [sig       ] [1696/3661] Forecasting IFF...
[2025-11-27T19:51:04.962533] [INFO ] [sig       ] Generating forecast for: IFF
[2025-11-27T19:51:04.962619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-11-27T19:51:04.973539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-11-27T19:51:04.973833] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-11-27T19:51:04.974612] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-11-27T19:51:04.974674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:04.974717] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:04.974754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:04.974856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:05.032275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:05.032963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:05.033055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:05.033100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:05.157116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:05.157315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:05.157367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:05.157406] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:05.160859] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=45.63%)
[2025-11-27T19:51:05.161166] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-11-27T19:51:05.161318] [INFO ] [sig       ] IFF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:05.297654] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IFF.txt
[2025-11-27T19:51:05.297829] [INFO ] [sig       ] [1696/3661] Completed IFF in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 10.9m
[2025-11-27T19:51:05.297949] [INFO ] [sig       ] [1697/3661] Forecasting IFN...
[2025-11-27T19:51:05.298021] [INFO ] [sig       ] Generating forecast for: IFN
[2025-11-27T19:51:05.298093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-11-27T19:51:05.310116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-11-27T19:51:05.310414] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-11-27T19:51:05.311214] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-11-27T19:51:05.311278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:05.311319] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:05.311356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:05.311420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:05.367940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:05.368628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:05.368718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:05.368762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:05.483785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:05.483953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:05.484002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:05.484041] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:05.487377] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=16.66%)
[2025-11-27T19:51:05.487682] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-11-27T19:51:05.487824] [INFO ] [sig       ] IFN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:05.633037] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IFN.txt
[2025-11-27T19:51:05.633196] [INFO ] [sig       ] [1697/3661] Completed IFN in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 10.9m
[2025-11-27T19:51:05.633248] [INFO ] [sig       ] [1698/3661] Forecasting IFRX...
[2025-11-27T19:51:05.633290] [INFO ] [sig       ] Generating forecast for: IFRX
[2025-11-27T19:51:05.633355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFRX' from 'https://tdm.silogroup.org/data/derivative_storage/IFRX.csv'.
[2025-11-27T19:51:05.644787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFRX'.
[2025-11-27T19:51:05.645065] [INFO ] [FORECASTER] Starting predict_future for IFRX
[2025-11-27T19:51:05.645868] [DEBUG] [LOCAL     ] No optimal features file found for IFRX: ./output/feature-sets/IFRX.txt
[2025-11-27T19:51:05.645930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:05.645971] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:05.646007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:05.646075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:05.701539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:05.702212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:05.702304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:05.702348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:05.822065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:05.822223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:05.822270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:05.822307] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:05.825619] [DEBUG] [FORECASTER] IFRX: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-11-27T19:51:05.825909] [INFO ] [FORECASTER] Completed predict_future for IFRX
[2025-11-27T19:51:05.826041] [INFO ] [sig       ] IFRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:05.965769] [INFO ] [LOCAL     ] Saved forecast: IFRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IFRX.txt
[2025-11-27T19:51:05.965920] [INFO ] [sig       ] [1698/3661] Completed IFRX in 0.3s | 2.99 sym/s | Total: 9.4m | ETA: 10.9m
[2025-11-27T19:51:05.965970] [INFO ] [sig       ] [1699/3661] Forecasting IFS...
[2025-11-27T19:51:05.966011] [INFO ] [sig       ] Generating forecast for: IFS
[2025-11-27T19:51:05.966048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-11-27T19:51:05.979951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-11-27T19:51:05.980228] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-11-27T19:51:05.980997] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-11-27T19:51:05.981058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:05.981099] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:05.981135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:05.981196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:06.035690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:06.036457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:06.036548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:06.036605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:06.163069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:06.163222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:06.163269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:06.163304] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:06.166487] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-11-27T19:51:06.166769] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-11-27T19:51:06.166907] [INFO ] [sig       ] IFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:06.304686] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IFS.txt
[2025-11-27T19:51:06.304844] [INFO ] [sig       ] [1699/3661] Completed IFS in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:06.304894] [INFO ] [sig       ] [1700/3661] Forecasting IGA...
[2025-11-27T19:51:06.304931] [INFO ] [sig       ] Generating forecast for: IGA
[2025-11-27T19:51:06.304974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-11-27T19:51:06.315970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-11-27T19:51:06.316311] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-11-27T19:51:06.317095] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-11-27T19:51:06.317157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:06.317205] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:06.317243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:06.317313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:06.372265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:06.372890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:06.372973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:06.373009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:06.491646] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:06.491798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:06.491845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:06.491877] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:06.495063] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-11-27T19:51:06.495337] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-11-27T19:51:06.495473] [INFO ] [sig       ] IGA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:06.630374] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IGA.txt
[2025-11-27T19:51:06.630504] [INFO ] [sig       ] [1700/3661] Completed IGA in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:06.630552] [INFO ] [sig       ] [1701/3661] Forecasting IGD...
[2025-11-27T19:51:06.630605] [INFO ] [sig       ] Generating forecast for: IGD
[2025-11-27T19:51:06.630641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-11-27T19:51:06.646349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-11-27T19:51:06.646676] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-11-27T19:51:06.647434] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-11-27T19:51:06.647498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:06.647540] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:06.647592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:06.647658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:06.702257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:06.702893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:06.702983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:06.703020] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:06.816959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:06.817097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:06.817142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:06.817177] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:06.820323] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=23.57%)
[2025-11-27T19:51:06.820621] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-11-27T19:51:06.820753] [INFO ] [sig       ] IGD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:06.996809] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IGD.txt
[2025-11-27T19:51:06.996969] [INFO ] [sig       ] [1701/3661] Completed IGD in 0.4s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:06.997028] [INFO ] [sig       ] [1702/3661] Forecasting IGF...
[2025-11-27T19:51:06.997064] [INFO ] [sig       ] Generating forecast for: IGF
[2025-11-27T19:51:06.997100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-11-27T19:51:07.009927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-11-27T19:51:07.010215] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-11-27T19:51:07.010995] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-11-27T19:51:07.011057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:07.011099] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:07.011136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:07.011199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:07.069714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:07.070379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:07.070464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:07.070505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:07.189547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:07.189715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:07.189763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:07.189800] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:07.192983] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-11-27T19:51:07.193258] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-11-27T19:51:07.193390] [INFO ] [sig       ] IGF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:07.328460] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IGF.txt
[2025-11-27T19:51:07.328618] [INFO ] [sig       ] [1702/3661] Completed IGF in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:07.328669] [INFO ] [sig       ] [1703/3661] Forecasting IGI...
[2025-11-27T19:51:07.328706] [INFO ] [sig       ] Generating forecast for: IGI
[2025-11-27T19:51:07.328742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-11-27T19:51:07.343078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-11-27T19:51:07.343421] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-11-27T19:51:07.344232] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-11-27T19:51:07.344297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:07.344341] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:07.344379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:07.344446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:07.400139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:07.400782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:07.400880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:07.400923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:07.501783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:07.501943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:07.501992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:07.502025] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:07.505240] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=84.23%)
[2025-11-27T19:51:07.505511] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-11-27T19:51:07.505658] [INFO ] [sig       ] IGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:07.641621] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IGI.txt
[2025-11-27T19:51:07.641770] [INFO ] [sig       ] [1703/3661] Completed IGI in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:07.641834] [INFO ] [sig       ] [1704/3661] Forecasting IGIB...
[2025-11-27T19:51:07.641881] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-11-27T19:51:07.641919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-11-27T19:51:07.657838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-11-27T19:51:07.658160] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-11-27T19:51:07.658961] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-11-27T19:51:07.659022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:07.659062] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:07.659115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:07.659190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:07.716050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:07.716744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:07.716833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:07.716877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:07.839340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:07.839519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:07.839616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:07.839664] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:07.843105] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=58.84%)
[2025-11-27T19:51:07.843395] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-11-27T19:51:07.843549] [INFO ] [sig       ] IGIB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:07.978638] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IGIB.txt
[2025-11-27T19:51:07.978781] [INFO ] [sig       ] [1704/3661] Completed IGIB in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:07.978828] [INFO ] [sig       ] [1705/3661] Forecasting IGIC...
[2025-11-27T19:51:07.978868] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-11-27T19:51:07.978904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-11-27T19:51:07.990661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-11-27T19:51:07.990993] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-11-27T19:51:07.991844] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-11-27T19:51:07.991912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:07.991972] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:07.992028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:07.992152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:08.049467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:08.050174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:08.050279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:08.050348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:08.172311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:08.172484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:08.172583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:08.172657] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:08.175987] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-11-27T19:51:08.176306] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-11-27T19:51:08.176485] [INFO ] [sig       ] IGIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:08.314998] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IGIC.txt
[2025-11-27T19:51:08.315145] [INFO ] [sig       ] [1705/3661] Completed IGIC in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:08.315194] [INFO ] [sig       ] [1706/3661] Forecasting IGSB...
[2025-11-27T19:51:08.315227] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-11-27T19:51:08.315280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-11-27T19:51:08.325824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-11-27T19:51:08.326115] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-11-27T19:51:08.326911] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-11-27T19:51:08.326972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:08.327012] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:08.327048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:08.327124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:08.382365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:08.383121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:08.383209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:08.383245] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:08.499624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:08.499779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:08.499827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:08.499863] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:08.503069] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-11-27T19:51:08.503348] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-11-27T19:51:08.503484] [INFO ] [sig       ] IGSB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:08.638695] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IGSB.txt
[2025-11-27T19:51:08.638827] [INFO ] [sig       ] [1706/3661] Completed IGSB in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:08.638876] [INFO ] [sig       ] [1707/3661] Forecasting IHD...
[2025-11-27T19:51:08.638918] [INFO ] [sig       ] Generating forecast for: IHD
[2025-11-27T19:51:08.638969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-11-27T19:51:08.648766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-11-27T19:51:08.649078] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-11-27T19:51:08.649857] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-11-27T19:51:08.649919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:08.649959] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:08.649994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:08.650057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:08.708100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:08.708780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:08.708869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:08.708913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:08.828188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:08.828349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:08.828401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:08.828460] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:08.831734] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2025-11-27T19:51:08.832004] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-11-27T19:51:08.832132] [INFO ] [sig       ] IHD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:08.967977] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IHD.txt
[2025-11-27T19:51:08.968121] [INFO ] [sig       ] [1707/3661] Completed IHD in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:08.968170] [INFO ] [sig       ] [1708/3661] Forecasting IHG...
[2025-11-27T19:51:08.968208] [INFO ] [sig       ] Generating forecast for: IHG
[2025-11-27T19:51:08.968243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-11-27T19:51:08.979120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-11-27T19:51:08.979422] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-11-27T19:51:08.980205] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-11-27T19:51:08.980269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:08.980309] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:08.980345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:08.980409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:09.034638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:09.035350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:09.035445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:09.035494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:09.154232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:09.154403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:09.154453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:09.154487] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:09.157779] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-11-27T19:51:09.158054] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-11-27T19:51:09.158216] [INFO ] [sig       ] IHG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:09.296977] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IHG.txt
[2025-11-27T19:51:09.297121] [INFO ] [sig       ] [1708/3661] Completed IHG in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:09.297172] [INFO ] [sig       ] [1709/3661] Forecasting IHS...
[2025-11-27T19:51:09.297234] [INFO ] [sig       ] Generating forecast for: IHS
[2025-11-27T19:51:09.297277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-11-27T19:51:09.308755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-11-27T19:51:09.309115] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-11-27T19:51:09.309947] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-11-27T19:51:09.310011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:09.310069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:09.310125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:09.310221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:09.364749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:09.365566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:09.365703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:09.365753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:09.492154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:09.492334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:09.492414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:09.492476] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:09.496131] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-11-27T19:51:09.496444] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-11-27T19:51:09.496655] [INFO ] [sig       ] IHS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:09.632128] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IHS.txt
[2025-11-27T19:51:09.632325] [INFO ] [sig       ] [1709/3661] Completed IHS in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:09.632390] [INFO ] [sig       ] [1710/3661] Forecasting IIF...
[2025-11-27T19:51:09.632470] [INFO ] [sig       ] Generating forecast for: IIF
[2025-11-27T19:51:09.632539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-11-27T19:51:09.643416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-11-27T19:51:09.643815] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-11-27T19:51:09.644805] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-11-27T19:51:09.644880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:09.644936] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:09.644987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:09.645075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:09.701716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:09.702656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:09.702750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:09.702794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:09.820745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:09.820946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:09.821000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:09.821057] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:09.824656] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=81.72%)
[2025-11-27T19:51:09.825024] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-11-27T19:51:09.825196] [INFO ] [sig       ] IIF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:09.964139] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IIF.txt
[2025-11-27T19:51:09.964318] [INFO ] [sig       ] [1710/3661] Completed IIF in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:09.964404] [INFO ] [sig       ] [1711/3661] Forecasting III...
[2025-11-27T19:51:09.964451] [INFO ] [sig       ] Generating forecast for: III
[2025-11-27T19:51:09.964553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-11-27T19:51:09.974891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-11-27T19:51:09.975182] [INFO ] [FORECASTER] Starting predict_future for III
[2025-11-27T19:51:09.975967] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-11-27T19:51:09.976029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:09.976070] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:09.976116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:09.976253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:10.032071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:10.032944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:10.033040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:10.033084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:10.148076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:10.148266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:10.148317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:10.148356] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:10.151726] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2025-11-27T19:51:10.152027] [INFO ] [FORECASTER] Completed predict_future for III
[2025-11-27T19:51:10.152173] [INFO ] [sig       ] III: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:10.287877] [INFO ] [LOCAL     ] Saved forecast: III	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/III.txt
[2025-11-27T19:51:10.288030] [INFO ] [sig       ] [1711/3661] Completed III in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.9m
[2025-11-27T19:51:10.288080] [INFO ] [sig       ] [1712/3661] Forecasting IIIN...
[2025-11-27T19:51:10.288149] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-11-27T19:51:10.288204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-11-27T19:51:10.299827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-11-27T19:51:10.300281] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-11-27T19:51:10.301149] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-11-27T19:51:10.301216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:10.301259] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:10.301297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:10.301362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:10.358743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:10.359655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:10.359756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:10.359813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:10.480110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:10.480276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:10.480326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:10.480363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:10.483676] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-11-27T19:51:10.483949] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-11-27T19:51:10.484081] [INFO ] [sig       ] IIIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:10.621546] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IIIN.txt
[2025-11-27T19:51:10.621715] [INFO ] [sig       ] [1712/3661] Completed IIIN in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.8m
[2025-11-27T19:51:10.621766] [INFO ] [sig       ] [1713/3661] Forecasting IIM...
[2025-11-27T19:51:10.621805] [INFO ] [sig       ] Generating forecast for: IIM
[2025-11-27T19:51:10.621873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-11-27T19:51:10.632958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-11-27T19:51:10.633228] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-11-27T19:51:10.634053] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-11-27T19:51:10.634115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:10.634150] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:10.634192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:10.634294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:10.691771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:10.692477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:10.692568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:10.692628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:10.808611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:10.808769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:10.808819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:10.808859] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:10.812238] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-11-27T19:51:10.812542] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-11-27T19:51:10.812696] [INFO ] [sig       ] IIM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:10.953040] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IIM.txt
[2025-11-27T19:51:10.953191] [INFO ] [sig       ] [1713/3661] Completed IIM in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.8m
[2025-11-27T19:51:10.953241] [INFO ] [sig       ] [1714/3661] Forecasting ILMN...
[2025-11-27T19:51:10.953279] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-11-27T19:51:10.953311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-11-27T19:51:10.965032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-11-27T19:51:10.965424] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-11-27T19:51:10.966245] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-11-27T19:51:10.966310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:10.966352] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:10.966390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:10.966455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:11.021214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:11.022082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:11.022177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:11.022220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:11.145310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:11.145486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:11.145537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:11.145593] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:11.148889] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-11-27T19:51:11.149174] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-11-27T19:51:11.149309] [INFO ] [sig       ] ILMN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:11.289698] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ILMN.txt
[2025-11-27T19:51:11.289862] [INFO ] [sig       ] [1714/3661] Completed ILMN in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.8m
[2025-11-27T19:51:11.289914] [INFO ] [sig       ] [1715/3661] Forecasting IMAX...
[2025-11-27T19:51:11.289955] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-11-27T19:51:11.290001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-11-27T19:51:11.301546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-11-27T19:51:11.301938] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-11-27T19:51:11.302753] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-11-27T19:51:11.302818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:11.302861] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:11.302897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:11.302961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:11.358968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:11.359618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:11.359703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:11.359745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:11.479504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:11.479701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:11.479753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:11.479791] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:11.483243] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=47.65%)
[2025-11-27T19:51:11.483531] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-11-27T19:51:11.483687] [INFO ] [sig       ] IMAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:11.619652] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IMAX.txt
[2025-11-27T19:51:11.619784] [INFO ] [sig       ] [1715/3661] Completed IMAX in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.8m
[2025-11-27T19:51:11.619832] [INFO ] [sig       ] [1716/3661] Forecasting IMKTA...
[2025-11-27T19:51:11.619871] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-11-27T19:51:11.619908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-11-27T19:51:11.631292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-11-27T19:51:11.631561] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-11-27T19:51:11.632405] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-11-27T19:51:11.632470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:11.632514] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:11.632557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:11.632658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:11.688550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:11.689139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:11.689226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:11.689267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:11.813374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:11.813545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:11.813615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:11.813654] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:11.817053] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-11-27T19:51:11.817341] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-11-27T19:51:11.817478] [INFO ] [sig       ] IMKTA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:11.956474] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IMKTA.txt
[2025-11-27T19:51:11.956655] [INFO ] [sig       ] [1716/3661] Completed IMKTA in 0.3s | 2.99 sym/s | Total: 9.5m | ETA: 10.8m
[2025-11-27T19:51:11.956708] [INFO ] [sig       ] [1717/3661] Forecasting IMMP...
[2025-11-27T19:51:11.956746] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-11-27T19:51:11.956802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-11-27T19:51:11.967400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-11-27T19:51:11.967713] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-11-27T19:51:11.968513] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-11-27T19:51:11.968611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:11.968663] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:11.968701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:11.968761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:12.025143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:12.025994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:12.026084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:12.026131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:12.140660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:12.140813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:12.140864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:12.140902] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:12.144125] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-11-27T19:51:12.144395] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-11-27T19:51:12.144525] [INFO ] [sig       ] IMMP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:12.280330] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IMMP.txt
[2025-11-27T19:51:12.280489] [INFO ] [sig       ] [1717/3661] Completed IMMP in 0.3s | 2.99 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:12.280556] [INFO ] [sig       ] [1718/3661] Forecasting IMMX...
[2025-11-27T19:51:12.280612] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-11-27T19:51:12.280650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-11-27T19:51:12.291420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-11-27T19:51:12.291760] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-11-27T19:51:12.292516] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-11-27T19:51:12.292598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:12.292641] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:12.292677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:12.292740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:12.347236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:12.348011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:12.348101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:12.348179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:12.466612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:12.466782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:12.466832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:12.466871] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:12.470246] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-11-27T19:51:12.470523] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-11-27T19:51:12.470679] [INFO ] [sig       ] IMMX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:12.606250] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IMMX.txt
[2025-11-27T19:51:12.606400] [INFO ] [sig       ] [1718/3661] Completed IMMX in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:12.606451] [INFO ] [sig       ] [1719/3661] Forecasting IMNM...
[2025-11-27T19:51:12.606494] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-11-27T19:51:12.606552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-11-27T19:51:12.618541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-11-27T19:51:12.618892] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-11-27T19:51:12.619696] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-11-27T19:51:12.619760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:12.619802] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:12.619849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:12.619938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:12.679445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:12.680268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:12.680373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:12.680421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:12.804805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:12.804978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:12.805036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:12.805076] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:12.808404] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-11-27T19:51:12.808715] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-11-27T19:51:12.808863] [INFO ] [sig       ] IMNM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:12.944398] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IMNM.txt
[2025-11-27T19:51:12.944551] [INFO ] [sig       ] [1719/3661] Completed IMNM in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:12.944622] [INFO ] [sig       ] [1720/3661] Forecasting IMNN...
[2025-11-27T19:51:12.944663] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-11-27T19:51:12.944746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-11-27T19:51:12.956612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-11-27T19:51:12.956909] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-11-27T19:51:12.957701] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-11-27T19:51:12.957764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:12.957815] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:12.957861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:12.957942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:13.013166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:13.013907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:13.013995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:13.014048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:13.137005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:13.137178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:13.137227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:13.137265] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:13.140544] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-11-27T19:51:13.140842] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-11-27T19:51:13.140982] [INFO ] [sig       ] IMNN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:13.276085] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IMNN.txt
[2025-11-27T19:51:13.276235] [INFO ] [sig       ] [1720/3661] Completed IMNN in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:13.276284] [INFO ] [sig       ] [1721/3661] Forecasting IMOS...
[2025-11-27T19:51:13.276384] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-11-27T19:51:13.276429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-11-27T19:51:13.287513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-11-27T19:51:13.287884] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-11-27T19:51:13.288708] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-11-27T19:51:13.288770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:13.288820] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:13.288865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:13.288944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:13.343492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:13.344219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:13.344308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:13.344350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:13.465107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:13.465284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:13.465363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:13.465414] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:13.468888] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-11-27T19:51:13.469246] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-11-27T19:51:13.469407] [INFO ] [sig       ] IMOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:13.605890] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IMOS.txt
[2025-11-27T19:51:13.606049] [INFO ] [sig       ] [1721/3661] Completed IMOS in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:13.606099] [INFO ] [sig       ] [1722/3661] Forecasting IMPP...
[2025-11-27T19:51:13.606162] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-11-27T19:51:13.606244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-11-27T19:51:13.617027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-11-27T19:51:13.617335] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-11-27T19:51:13.618150] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-11-27T19:51:13.618217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:13.618258] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:13.618294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:13.618395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:13.674516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:13.675274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:13.675365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:13.675409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:13.795383] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:13.795557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:13.795623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:13.795658] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:13.798922] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-11-27T19:51:13.799206] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-11-27T19:51:13.799349] [INFO ] [sig       ] IMPP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:13.934495] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IMPP.txt
[2025-11-27T19:51:13.934663] [INFO ] [sig       ] [1722/3661] Completed IMPP in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:13.934715] [INFO ] [sig       ] [1723/3661] Forecasting IMRX...
[2025-11-27T19:51:13.934751] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-11-27T19:51:13.934802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-11-27T19:51:13.945535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-11-27T19:51:13.945883] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-11-27T19:51:13.946667] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-11-27T19:51:13.946730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:13.946771] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:13.946806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:13.946880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:14.001231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:14.002053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:14.002146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:14.002188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:14.119857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:14.120032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:14.120082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:14.120127] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:14.123347] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=67.58%)
[2025-11-27T19:51:14.123644] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-11-27T19:51:14.123774] [INFO ] [sig       ] IMRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:14.263027] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IMRX.txt
[2025-11-27T19:51:14.263228] [INFO ] [sig       ] [1723/3661] Completed IMRX in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:14.263281] [INFO ] [sig       ] [1724/3661] Forecasting IMTX...
[2025-11-27T19:51:14.263336] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-11-27T19:51:14.263370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-11-27T19:51:14.274921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-11-27T19:51:14.275253] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-11-27T19:51:14.276057] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-11-27T19:51:14.276129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:14.276181] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:14.276229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:14.276309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:14.333187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:14.334062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:14.334156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:14.334211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:14.456342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:14.456513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:14.456595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:14.456668] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:14.460101] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-11-27T19:51:14.460382] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-11-27T19:51:14.460518] [INFO ] [sig       ] IMTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:14.596509] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IMTX.txt
[2025-11-27T19:51:14.596680] [INFO ] [sig       ] [1724/3661] Completed IMTX in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:14.596732] [INFO ] [sig       ] [1725/3661] Forecasting IMXI...
[2025-11-27T19:51:14.596768] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-11-27T19:51:14.596859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-11-27T19:51:14.607771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-11-27T19:51:14.608094] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-11-27T19:51:14.608962] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-11-27T19:51:14.609024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:14.609065] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:14.609100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:14.609162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:14.664121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:14.664837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:14.664924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:14.664967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:14.786634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:14.786801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:14.786849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:14.786887] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:14.790269] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-11-27T19:51:14.790549] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-11-27T19:51:14.790716] [INFO ] [sig       ] IMXI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:14.930971] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IMXI.txt
[2025-11-27T19:51:14.931151] [INFO ] [sig       ] [1725/3661] Completed IMXI in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:14.931211] [INFO ] [sig       ] [1726/3661] Forecasting INAB...
[2025-11-27T19:51:14.931275] [INFO ] [sig       ] Generating forecast for: INAB
[2025-11-27T19:51:14.931321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-11-27T19:51:14.945157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-11-27T19:51:14.945740] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-11-27T19:51:14.946740] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-11-27T19:51:14.946805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:14.946850] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:14.946885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:14.946952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:15.004326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:15.005522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:15.005651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:15.005697] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:15.123507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:15.123770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:15.123828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:15.123869] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:15.127673] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-11-27T19:51:15.128058] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-11-27T19:51:15.128243] [INFO ] [sig       ] INAB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:15.265477] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INAB.txt
[2025-11-27T19:51:15.265693] [INFO ] [sig       ] [1726/3661] Completed INAB in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:15.265750] [INFO ] [sig       ] [1727/3661] Forecasting INBK...
[2025-11-27T19:51:15.265792] [INFO ] [sig       ] Generating forecast for: INBK
[2025-11-27T19:51:15.265831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-11-27T19:51:15.279746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-11-27T19:51:15.280264] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-11-27T19:51:15.281238] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-11-27T19:51:15.281307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:15.281353] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:15.281394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:15.281466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:15.339735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:15.340925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:15.341036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:15.341082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:15.464029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:15.464236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:15.464291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:15.464339] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:15.467936] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-11-27T19:51:15.468263] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-11-27T19:51:15.468414] [INFO ] [sig       ] INBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:15.604547] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INBK.txt
[2025-11-27T19:51:15.604726] [INFO ] [sig       ] [1727/3661] Completed INBK in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:15.604778] [INFO ] [sig       ] [1728/3661] Forecasting INBX...
[2025-11-27T19:51:15.604836] [INFO ] [sig       ] Generating forecast for: INBX
[2025-11-27T19:51:15.604876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-11-27T19:51:15.616964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-11-27T19:51:15.617292] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-11-27T19:51:15.618099] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-11-27T19:51:15.618192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:15.618239] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:15.618277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:15.618343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:15.675323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:15.676074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:15.676169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:15.676215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:15.798262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:15.798440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:15.798493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:15.798536] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:15.801914] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=49.45%)
[2025-11-27T19:51:15.802192] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-11-27T19:51:15.802330] [INFO ] [sig       ] INBX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:15.936326] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INBX.txt
[2025-11-27T19:51:15.936511] [INFO ] [sig       ] [1728/3661] Completed INBX in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:15.936568] [INFO ] [sig       ] [1729/3661] Forecasting INCY...
[2025-11-27T19:51:15.936654] [INFO ] [sig       ] Generating forecast for: INCY
[2025-11-27T19:51:15.936698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-11-27T19:51:15.950354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-11-27T19:51:15.950957] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-11-27T19:51:15.951947] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-11-27T19:51:15.952014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:15.952069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:15.952116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:15.952202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:16.008693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:16.009826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:16.009941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:16.010014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:16.132967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:16.133219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:16.133272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:16.133313] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:16.137157] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-11-27T19:51:16.137523] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-11-27T19:51:16.137706] [INFO ] [sig       ] INCY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:16.273658] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INCY.txt
[2025-11-27T19:51:16.273881] [INFO ] [sig       ] [1729/3661] Completed INCY in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.8m
[2025-11-27T19:51:16.273942] [INFO ] [sig       ] [1730/3661] Forecasting INDB...
[2025-11-27T19:51:16.274059] [INFO ] [sig       ] Generating forecast for: INDB
[2025-11-27T19:51:16.274101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-11-27T19:51:16.287466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-11-27T19:51:16.287959] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-11-27T19:51:16.288917] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-11-27T19:51:16.288983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:16.289026] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:16.289062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:16.289130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:16.344363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:16.345428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:16.345539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:16.345603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:16.462789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:16.463047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:16.463102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:16.463142] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:16.467010] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-11-27T19:51:16.467346] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-11-27T19:51:16.467512] [INFO ] [sig       ] INDB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:16.607416] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INDB.txt
[2025-11-27T19:51:16.607723] [INFO ] [sig       ] [1730/3661] Completed INDB in 0.3s | 3.00 sym/s | Total: 9.6m | ETA: 10.7m
[2025-11-27T19:51:16.607788] [INFO ] [sig       ] [1731/3661] Forecasting INDI...
[2025-11-27T19:51:16.607835] [INFO ] [sig       ] Generating forecast for: INDI
[2025-11-27T19:51:16.607881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-11-27T19:51:16.622632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-11-27T19:51:16.623284] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-11-27T19:51:16.624296] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-11-27T19:51:16.624431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:16.624484] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:16.624523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:16.624614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:16.681770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:16.682855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:16.682962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:16.683007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:16.807443] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:16.807742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:16.807802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:16.807843] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:16.811667] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-11-27T19:51:16.811993] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-11-27T19:51:16.812140] [INFO ] [sig       ] INDI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:16.955744] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INDI.txt
[2025-11-27T19:51:16.956026] [INFO ] [sig       ] [1731/3661] Completed INDI in 0.3s | 2.99 sym/s | Total: 9.6m | ETA: 10.7m
[2025-11-27T19:51:16.956086] [INFO ] [sig       ] [1732/3661] Forecasting INDP...
[2025-11-27T19:51:16.956127] [INFO ] [sig       ] Generating forecast for: INDP
[2025-11-27T19:51:16.956168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-11-27T19:51:16.969164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-11-27T19:51:16.969764] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-11-27T19:51:16.970726] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-11-27T19:51:16.970794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:16.970837] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:16.970875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:16.970943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:17.028536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:17.029703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:17.029817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:17.029864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:17.144744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:17.144994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:17.145053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:17.145101] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:17.149124] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-11-27T19:51:17.149439] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-11-27T19:51:17.149608] [INFO ] [sig       ] INDP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:17.291959] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INDP.txt
[2025-11-27T19:51:17.292194] [INFO ] [sig       ] [1732/3661] Completed INDP in 0.3s | 2.99 sym/s | Total: 9.6m | ETA: 10.7m
[2025-11-27T19:51:17.292253] [INFO ] [sig       ] [1733/3661] Forecasting INDY...
[2025-11-27T19:51:17.292321] [INFO ] [sig       ] Generating forecast for: INDY
[2025-11-27T19:51:17.292373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-11-27T19:51:17.307550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-11-27T19:51:17.308003] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-11-27T19:51:17.308967] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-11-27T19:51:17.309035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:17.309080] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:17.309123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:17.309193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:17.366467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:17.367648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:17.367758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:17.367807] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:17.493463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:17.493751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:17.493817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:17.493857] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:17.497836] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-11-27T19:51:17.498216] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-11-27T19:51:17.498394] [INFO ] [sig       ] INDY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:17.639958] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INDY.txt
[2025-11-27T19:51:17.640196] [INFO ] [sig       ] [1733/3661] Completed INDY in 0.3s | 2.99 sym/s | Total: 9.6m | ETA: 10.7m
[2025-11-27T19:51:17.640275] [INFO ] [sig       ] [1734/3661] Forecasting INFY...
[2025-11-27T19:51:17.640309] [INFO ] [sig       ] Generating forecast for: INFY
[2025-11-27T19:51:17.640357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-11-27T19:51:17.653812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-11-27T19:51:17.654386] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-11-27T19:51:17.655348] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-11-27T19:51:17.655416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:17.655461] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:17.655497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:17.655606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:17.716307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:17.717261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:17.717371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:17.717420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:17.838705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:17.838944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:17.838996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:17.839036] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:17.842659] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2025-11-27T19:51:17.842966] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-11-27T19:51:17.843114] [INFO ] [sig       ] INFY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:17.983251] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INFY.txt
[2025-11-27T19:51:17.983489] [INFO ] [sig       ] [1734/3661] Completed INFY in 0.3s | 2.99 sym/s | Total: 9.6m | ETA: 10.7m
[2025-11-27T19:51:17.983547] [INFO ] [sig       ] [1735/3661] Forecasting ING...
[2025-11-27T19:51:17.983600] [INFO ] [sig       ] Generating forecast for: ING
[2025-11-27T19:51:17.983665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-11-27T19:51:17.996867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-11-27T19:51:17.997273] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-11-27T19:51:17.998163] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-11-27T19:51:17.998241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:17.998286] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:17.998325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:17.998397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:18.054864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:18.055989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:18.056091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:18.056136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:18.186994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:18.187252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:18.187308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:18.187341] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:18.191157] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-11-27T19:51:18.191464] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-11-27T19:51:18.191635] [INFO ] [sig       ] ING: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:18.334342] [INFO ] [LOCAL     ] Saved forecast: ING	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ING.txt
[2025-11-27T19:51:18.334566] [INFO ] [sig       ] [1735/3661] Completed ING in 0.4s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:18.334667] [INFO ] [sig       ] [1736/3661] Forecasting INGN...
[2025-11-27T19:51:18.334713] [INFO ] [sig       ] Generating forecast for: INGN
[2025-11-27T19:51:18.334757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-11-27T19:51:18.347018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-11-27T19:51:18.347434] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-11-27T19:51:18.348418] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-11-27T19:51:18.348485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:18.348533] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:18.348592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:18.348663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:18.405271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:18.406397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:18.406505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:18.406548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:18.526321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:18.526596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:18.526651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:18.526698] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:18.534075] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-11-27T19:51:18.534434] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-11-27T19:51:18.534623] [INFO ] [sig       ] INGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:18.674236] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INGN.txt
[2025-11-27T19:51:18.674449] [INFO ] [sig       ] [1736/3661] Completed INGN in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:18.674532] [INFO ] [sig       ] [1737/3661] Forecasting INM...
[2025-11-27T19:51:18.674586] [INFO ] [sig       ] Generating forecast for: INM
[2025-11-27T19:51:18.674627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-11-27T19:51:18.687824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-11-27T19:51:18.688432] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-11-27T19:51:18.689354] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-11-27T19:51:18.689420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:18.689464] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:18.689501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:18.689569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:18.745774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:18.747063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:18.747195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:18.747255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:18.869322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:18.869592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:18.869643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:18.869686] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:18.873558] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2025-11-27T19:51:18.873949] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-11-27T19:51:18.874101] [INFO ] [sig       ] INM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:19.015733] [INFO ] [LOCAL     ] Saved forecast: INM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INM.txt
[2025-11-27T19:51:19.015980] [INFO ] [sig       ] [1737/3661] Completed INM in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:19.016037] [INFO ] [sig       ] [1738/3661] Forecasting INMB...
[2025-11-27T19:51:19.016099] [INFO ] [sig       ] Generating forecast for: INMB
[2025-11-27T19:51:19.016135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-11-27T19:51:19.028016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-11-27T19:51:19.028484] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-11-27T19:51:19.029464] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-11-27T19:51:19.029531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:19.029590] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:19.029630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:19.029696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:19.084792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:19.085736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:19.085838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:19.085883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:19.206798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:19.206982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:19.207030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:19.207068] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:19.210392] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-11-27T19:51:19.210711] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-11-27T19:51:19.210862] [INFO ] [sig       ] INMB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:19.345524] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INMB.txt
[2025-11-27T19:51:19.345712] [INFO ] [sig       ] [1738/3661] Completed INMB in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:19.345770] [INFO ] [sig       ] [1739/3661] Forecasting INMD...
[2025-11-27T19:51:19.345809] [INFO ] [sig       ] Generating forecast for: INMD
[2025-11-27T19:51:19.345848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-11-27T19:51:19.356982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-11-27T19:51:19.357343] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-11-27T19:51:19.361023] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-11-27T19:51:19.361144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:19.361195] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:19.361230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:19.361329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:19.416504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:19.417319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:19.417422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:19.417465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:19.535117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:19.535296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:19.535340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:19.535380] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:19.538674] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=34.48%)
[2025-11-27T19:51:19.538954] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-11-27T19:51:19.539086] [INFO ] [sig       ] INMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:19.672827] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INMD.txt
[2025-11-27T19:51:19.673007] [INFO ] [sig       ] [1739/3661] Completed INMD in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:19.673059] [INFO ] [sig       ] [1740/3661] Forecasting INN...
[2025-11-27T19:51:19.673099] [INFO ] [sig       ] Generating forecast for: INN
[2025-11-27T19:51:19.673137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-11-27T19:51:19.684043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-11-27T19:51:19.684389] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-11-27T19:51:19.685207] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-11-27T19:51:19.685270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:19.685311] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:19.685345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:19.685410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:19.739842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:19.740515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:19.740620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:19.740663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:19.859729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:19.859913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:19.859964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:19.860001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:19.863344] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-11-27T19:51:19.863666] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-11-27T19:51:19.863808] [INFO ] [sig       ] INN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:20.021998] [INFO ] [LOCAL     ] Saved forecast: INN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INN.txt
[2025-11-27T19:51:20.022182] [INFO ] [sig       ] [1740/3661] Completed INN in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:20.022235] [INFO ] [sig       ] [1741/3661] Forecasting INO...
[2025-11-27T19:51:20.022293] [INFO ] [sig       ] Generating forecast for: INO
[2025-11-27T19:51:20.022329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-11-27T19:51:20.033309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-11-27T19:51:20.033634] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-11-27T19:51:20.034442] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-11-27T19:51:20.034508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:20.034596] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:20.034641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:20.034718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:20.097667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:20.098588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:20.098684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:20.098739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:20.220881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:20.221055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:20.221115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:20.221178] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:20.224528] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2025-11-27T19:51:20.224830] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-11-27T19:51:20.224969] [INFO ] [sig       ] INO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:20.359293] [INFO ] [LOCAL     ] Saved forecast: INO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INO.txt
[2025-11-27T19:51:20.359440] [INFO ] [sig       ] [1741/3661] Completed INO in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:20.359490] [INFO ] [sig       ] [1742/3661] Forecasting INOD...
[2025-11-27T19:51:20.359529] [INFO ] [sig       ] Generating forecast for: INOD
[2025-11-27T19:51:20.359567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-11-27T19:51:20.371124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-11-27T19:51:20.371505] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-11-27T19:51:20.372328] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-11-27T19:51:20.372394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:20.372437] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:20.372474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:20.372541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:20.426990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:20.427853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:20.427953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:20.427997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:20.544026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:20.544193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:20.544260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:20.544300] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:20.547520] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-11-27T19:51:20.547811] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-11-27T19:51:20.547941] [INFO ] [sig       ] INOD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:20.681049] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INOD.txt
[2025-11-27T19:51:20.681198] [INFO ] [sig       ] [1742/3661] Completed INOD in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:20.681250] [INFO ] [sig       ] [1743/3661] Forecasting INSE...
[2025-11-27T19:51:20.681289] [INFO ] [sig       ] Generating forecast for: INSE
[2025-11-27T19:51:20.681326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-11-27T19:51:20.692820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-11-27T19:51:20.693229] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-11-27T19:51:20.694078] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-11-27T19:51:20.694144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:20.694188] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:20.694225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:20.694293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:20.750658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:20.751310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:20.751403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:20.751447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:20.875295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:20.875458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:20.875507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:20.875546] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:20.878829] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-11-27T19:51:20.879116] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-11-27T19:51:20.879256] [INFO ] [sig       ] INSE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:21.018325] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INSE.txt
[2025-11-27T19:51:21.018502] [INFO ] [sig       ] [1743/3661] Completed INSE in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:21.018553] [INFO ] [sig       ] [1744/3661] Forecasting INSG...
[2025-11-27T19:51:21.018611] [INFO ] [sig       ] Generating forecast for: INSG
[2025-11-27T19:51:21.018673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-11-27T19:51:21.029699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-11-27T19:51:21.030017] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-11-27T19:51:21.030786] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-11-27T19:51:21.030848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:21.030890] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:21.030926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:21.030991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:21.086208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:21.086908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:21.086994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:21.087036] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:21.203506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:21.203703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:21.203754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:21.203790] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:21.207274] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=31.13%)
[2025-11-27T19:51:21.207645] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-11-27T19:51:21.207798] [INFO ] [sig       ] INSG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:21.347800] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INSG.txt
[2025-11-27T19:51:21.347986] [INFO ] [sig       ] [1744/3661] Completed INSG in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:21.348073] [INFO ] [sig       ] [1745/3661] Forecasting INSM...
[2025-11-27T19:51:21.348142] [INFO ] [sig       ] Generating forecast for: INSM
[2025-11-27T19:51:21.348199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-11-27T19:51:21.359426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-11-27T19:51:21.359799] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-11-27T19:51:21.360614] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-11-27T19:51:21.360677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:21.360730] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:21.360781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:21.360871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:21.418635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:21.419303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:21.419392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:21.419432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:21.536247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:21.536423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:21.536475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:21.536511] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:21.540088] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-11-27T19:51:21.540375] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-11-27T19:51:21.540515] [INFO ] [sig       ] INSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:21.676386] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INSM.txt
[2025-11-27T19:51:21.676564] [INFO ] [sig       ] [1745/3661] Completed INSM in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:21.676635] [INFO ] [sig       ] [1746/3661] Forecasting INSP...
[2025-11-27T19:51:21.676668] [INFO ] [sig       ] Generating forecast for: INSP
[2025-11-27T19:51:21.676723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-11-27T19:51:21.687933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-11-27T19:51:21.688443] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-11-27T19:51:21.689431] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-11-27T19:51:21.689499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:21.689559] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:21.689625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:21.689688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:21.750609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:21.751528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:21.751647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:21.751695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:21.871551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:21.871755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:21.871808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:21.871848] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:21.875062] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-11-27T19:51:21.875343] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-11-27T19:51:21.875472] [INFO ] [sig       ] INSP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:22.008722] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INSP.txt
[2025-11-27T19:51:22.008862] [INFO ] [sig       ] [1746/3661] Completed INSP in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:22.008918] [INFO ] [sig       ] [1747/3661] Forecasting INTA...
[2025-11-27T19:51:22.008958] [INFO ] [sig       ] Generating forecast for: INTA
[2025-11-27T19:51:22.009012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-11-27T19:51:22.019504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-11-27T19:51:22.019826] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-11-27T19:51:22.020608] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-11-27T19:51:22.020669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:22.020703] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:22.020735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:22.020799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:22.075814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:22.076664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:22.076757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:22.076795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:22.202115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:22.202297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:22.202347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:22.202384] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:22.205657] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-11-27T19:51:22.205928] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-11-27T19:51:22.206063] [INFO ] [sig       ] INTA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:22.339620] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INTA.txt
[2025-11-27T19:51:22.339791] [INFO ] [sig       ] [1747/3661] Completed INTA in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.7m
[2025-11-27T19:51:22.339844] [INFO ] [sig       ] [1748/3661] Forecasting INTC...
[2025-11-27T19:51:22.339883] [INFO ] [sig       ] Generating forecast for: INTC
[2025-11-27T19:51:22.339922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-11-27T19:51:22.351231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-11-27T19:51:22.351529] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-11-27T19:51:22.352301] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-11-27T19:51:22.352365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:22.352406] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:22.352441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:22.352507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:22.408987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:22.409861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:22.409954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:22.409998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:22.530226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:22.530393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:22.530452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:22.530492] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:22.533794] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=40.19%)
[2025-11-27T19:51:22.534077] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-11-27T19:51:22.534212] [INFO ] [sig       ] INTC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:22.672009] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INTC.txt
[2025-11-27T19:51:22.672160] [INFO ] [sig       ] [1748/3661] Completed INTC in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.6m
[2025-11-27T19:51:22.672203] [INFO ] [sig       ] [1749/3661] Forecasting INTZ...
[2025-11-27T19:51:22.672243] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-11-27T19:51:22.672297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-11-27T19:51:22.682961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-11-27T19:51:22.683259] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-11-27T19:51:22.684048] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-11-27T19:51:22.684110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:22.684158] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:22.684202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:22.684275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:22.740074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:22.740948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:22.741061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:22.741112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:22.866368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:22.866540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:22.866607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:22.866650] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:22.870019] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-11-27T19:51:22.870308] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-11-27T19:51:22.870442] [INFO ] [sig       ] INTZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:23.028178] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INTZ.txt
[2025-11-27T19:51:23.028373] [INFO ] [sig       ] [1749/3661] Completed INTZ in 0.4s | 2.99 sym/s | Total: 9.7m | ETA: 10.6m
[2025-11-27T19:51:23.028443] [INFO ] [sig       ] [1750/3661] Forecasting INVA...
[2025-11-27T19:51:23.028482] [INFO ] [sig       ] Generating forecast for: INVA
[2025-11-27T19:51:23.028521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-11-27T19:51:23.039999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-11-27T19:51:23.040299] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-11-27T19:51:23.041123] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-11-27T19:51:23.041188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:23.041232] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:23.041269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:23.041335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:23.097403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:23.098039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:23.098150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:23.098196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:23.217365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:23.217522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:23.217586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:23.217624] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:23.220867] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=67.10%)
[2025-11-27T19:51:23.221137] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-11-27T19:51:23.221266] [INFO ] [sig       ] INVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:23.358597] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INVA.txt
[2025-11-27T19:51:23.358754] [INFO ] [sig       ] [1750/3661] Completed INVA in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.6m
[2025-11-27T19:51:23.358835] [INFO ] [sig       ] [1751/3661] Forecasting INVE...
[2025-11-27T19:51:23.358884] [INFO ] [sig       ] Generating forecast for: INVE
[2025-11-27T19:51:23.358926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-11-27T19:51:23.369775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-11-27T19:51:23.370123] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-11-27T19:51:23.370957] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-11-27T19:51:23.371021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:23.371066] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:23.371104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:23.371171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:23.429747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:23.430458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:23.430543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:23.430602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:23.545958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:23.546111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:23.546161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:23.546200] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:23.549535] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-11-27T19:51:23.549833] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-11-27T19:51:23.549983] [INFO ] [sig       ] INVE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:23.688787] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INVE.txt
[2025-11-27T19:51:23.688932] [INFO ] [sig       ] [1751/3661] Completed INVE in 0.3s | 2.99 sym/s | Total: 9.7m | ETA: 10.6m
[2025-11-27T19:51:23.688991] [INFO ] [sig       ] [1752/3661] Forecasting INVH...
[2025-11-27T19:51:23.689061] [INFO ] [sig       ] Generating forecast for: INVH
[2025-11-27T19:51:23.689104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-11-27T19:51:23.699997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-11-27T19:51:23.700341] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-11-27T19:51:23.701295] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-11-27T19:51:23.701363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:23.701409] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:23.701448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:23.701514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:23.759027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:23.759696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:23.759782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:23.759829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:23.879937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:23.880111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:23.880162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:23.880200] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:23.883941] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-11-27T19:51:23.884299] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-11-27T19:51:23.884463] [INFO ] [sig       ] INVH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:24.023874] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/INVH.txt
[2025-11-27T19:51:24.024035] [INFO ] [sig       ] [1752/3661] Completed INVH in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:24.024083] [INFO ] [sig       ] [1753/3661] Forecasting INVZ...
[2025-11-27T19:51:24.024123] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-11-27T19:51:24.024162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-11-27T19:51:24.036030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-11-27T19:51:24.036404] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-11-27T19:51:24.037245] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-11-27T19:51:24.037312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:24.037370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:24.037436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:24.037561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:24.094742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:24.095438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:24.095540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:24.095623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:24.211768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:24.211940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:24.211989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:24.212052] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:24.215527] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-11-27T19:51:24.215832] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-11-27T19:51:24.215975] [INFO ] [sig       ] INVZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:24.357554] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/INVZ.txt
[2025-11-27T19:51:24.357719] [INFO ] [sig       ] [1753/3661] Completed INVZ in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:24.357774] [INFO ] [sig       ] [1754/3661] Forecasting IONS...
[2025-11-27T19:51:24.357817] [INFO ] [sig       ] Generating forecast for: IONS
[2025-11-27T19:51:24.357894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-11-27T19:51:24.368520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-11-27T19:51:24.368856] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-11-27T19:51:24.369663] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-11-27T19:51:24.369724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:24.369764] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:24.369802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:24.369867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:24.427051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:24.427713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:24.427800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:24.427843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:24.552517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:24.552700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:24.552766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:24.552806] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:24.556224] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-11-27T19:51:24.556518] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-11-27T19:51:24.556672] [INFO ] [sig       ] IONS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:24.692721] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IONS.txt
[2025-11-27T19:51:24.692867] [INFO ] [sig       ] [1754/3661] Completed IONS in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:24.692915] [INFO ] [sig       ] [1755/3661] Forecasting IOSP...
[2025-11-27T19:51:24.692949] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-11-27T19:51:24.692999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-11-27T19:51:24.704096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-11-27T19:51:24.704419] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-11-27T19:51:24.705290] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-11-27T19:51:24.705355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:24.705397] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:24.705434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:24.705559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:24.760872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:24.761493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:24.761615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:24.761671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:24.875502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:24.875688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:24.875738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:24.875785] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:24.879024] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2025-11-27T19:51:24.879300] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-11-27T19:51:24.879437] [INFO ] [sig       ] IOSP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:25.014145] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IOSP.txt
[2025-11-27T19:51:25.014303] [INFO ] [sig       ] [1755/3661] Completed IOSP in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:25.014359] [INFO ] [sig       ] [1756/3661] Forecasting IOVA...
[2025-11-27T19:51:25.014408] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-11-27T19:51:25.014454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-11-27T19:51:25.024115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-11-27T19:51:25.024381] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-11-27T19:51:25.025154] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-11-27T19:51:25.025217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:25.025258] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:25.025294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:25.025355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:25.082501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:25.083236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:25.083325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:25.083370] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:25.202352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:25.202530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:25.202602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:25.202664] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:25.206069] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-11-27T19:51:25.206359] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-11-27T19:51:25.206508] [INFO ] [sig       ] IOVA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:25.345828] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IOVA.txt
[2025-11-27T19:51:25.345983] [INFO ] [sig       ] [1756/3661] Completed IOVA in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:25.346030] [INFO ] [sig       ] [1757/3661] Forecasting IPG...
[2025-11-27T19:51:25.346071] [INFO ] [sig       ] Generating forecast for: IPG
[2025-11-27T19:51:25.346108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'.
[2025-11-27T19:51:25.357169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPG'.
[2025-11-27T19:51:25.357476] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-11-27T19:51:25.358290] [DEBUG] [LOCAL     ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt
[2025-11-27T19:51:25.358353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:25.358404] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:25.358441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:25.358521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:25.415875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:25.416547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:25.416651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:25.416696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:25.531968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:25.532129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:25.532187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:25.532230] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:25.535648] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: UP (p=56.17%)
[2025-11-27T19:51:25.535981] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-11-27T19:51:25.536136] [INFO ] [sig       ] IPG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:25.675896] [INFO ] [LOCAL     ] Saved forecast: IPG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IPG.txt
[2025-11-27T19:51:25.676041] [INFO ] [sig       ] [1757/3661] Completed IPG in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:25.676090] [INFO ] [sig       ] [1758/3661] Forecasting IPGP...
[2025-11-27T19:51:25.676126] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-11-27T19:51:25.676162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-11-27T19:51:25.690218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-11-27T19:51:25.690515] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-11-27T19:51:25.691344] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-11-27T19:51:25.691406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:25.691447] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:25.691484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:25.691548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:25.747335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:25.748006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:25.748094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:25.748153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:25.864783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:25.864958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:25.865007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:25.865045] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:25.868508] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-11-27T19:51:25.868862] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-11-27T19:51:25.869017] [INFO ] [sig       ] IPGP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:26.009857] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IPGP.txt
[2025-11-27T19:51:26.010015] [INFO ] [sig       ] [1758/3661] Completed IPGP in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:26.010063] [INFO ] [sig       ] [1759/3661] Forecasting IPI...
[2025-11-27T19:51:26.010104] [INFO ] [sig       ] Generating forecast for: IPI
[2025-11-27T19:51:26.010167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-11-27T19:51:26.020949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-11-27T19:51:26.021249] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-11-27T19:51:26.022026] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-11-27T19:51:26.022089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:26.022130] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:26.022166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:26.022231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:26.078610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:26.079287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:26.079377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:26.079418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:26.199855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:26.200047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:26.200099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:26.200138] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:26.203444] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=88.73%)
[2025-11-27T19:51:26.203774] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-11-27T19:51:26.203911] [INFO ] [sig       ] IPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:26.342244] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IPI.txt
[2025-11-27T19:51:26.342408] [INFO ] [sig       ] [1759/3661] Completed IPI in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:26.342477] [INFO ] [sig       ] [1760/3661] Forecasting IQ...
[2025-11-27T19:51:26.342543] [INFO ] [sig       ] Generating forecast for: IQ
[2025-11-27T19:51:26.342599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-11-27T19:51:26.353703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-11-27T19:51:26.353991] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-11-27T19:51:26.354754] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-11-27T19:51:26.354817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:26.354859] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:26.354896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:26.354961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:26.409919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:26.410511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:26.410614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:26.410659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:26.528672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:26.528818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:26.528868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:26.528914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:26.532105] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-11-27T19:51:26.532375] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-11-27T19:51:26.532506] [INFO ] [sig       ] IQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:26.670283] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IQ.txt
[2025-11-27T19:51:26.670439] [INFO ] [sig       ] [1760/3661] Completed IQ in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:26.670488] [INFO ] [sig       ] [1761/3661] Forecasting IQI...
[2025-11-27T19:51:26.670526] [INFO ] [sig       ] Generating forecast for: IQI
[2025-11-27T19:51:26.670620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-11-27T19:51:26.681519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-11-27T19:51:26.681833] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-11-27T19:51:26.682608] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-11-27T19:51:26.682671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:26.682711] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:26.682747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:26.682815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:26.738435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:26.739072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:26.739158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:26.739200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:26.854001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:26.854159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:26.854208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:26.854245] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:26.857426] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-11-27T19:51:26.857712] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-11-27T19:51:26.857843] [INFO ] [sig       ] IQI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:26.994688] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IQI.txt
[2025-11-27T19:51:26.994864] [INFO ] [sig       ] [1761/3661] Completed IQI in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:26.994916] [INFO ] [sig       ] [1762/3661] Forecasting IQQQ...
[2025-11-27T19:51:26.994981] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-11-27T19:51:26.995024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-11-27T19:51:27.005740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-11-27T19:51:27.006077] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-11-27T19:51:27.006855] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-11-27T19:51:27.006918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:27.006960] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:27.006998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:27.007062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:27.066169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:27.067077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:27.067171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:27.067212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:27.184813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:27.184974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:27.185025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:27.185064] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:27.188256] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-11-27T19:51:27.188528] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-11-27T19:51:27.188678] [INFO ] [sig       ] IQQQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:27.323511] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IQQQ.txt
[2025-11-27T19:51:27.323719] [INFO ] [sig       ] [1762/3661] Completed IQQQ in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:27.323773] [INFO ] [sig       ] [1763/3661] Forecasting IRDM...
[2025-11-27T19:51:27.323830] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-11-27T19:51:27.323875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-11-27T19:51:27.334938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-11-27T19:51:27.335310] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-11-27T19:51:27.336087] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-11-27T19:51:27.336150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:27.336191] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:27.336227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:27.336292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:27.391667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:27.392512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:27.392617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:27.392661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:27.510429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:27.510626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:27.510679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:27.510713] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:27.514027] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-11-27T19:51:27.514310] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-11-27T19:51:27.514442] [INFO ] [sig       ] IRDM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:27.648224] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IRDM.txt
[2025-11-27T19:51:27.648396] [INFO ] [sig       ] [1763/3661] Completed IRDM in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:27.648447] [INFO ] [sig       ] [1764/3661] Forecasting IREN...
[2025-11-27T19:51:27.648485] [INFO ] [sig       ] Generating forecast for: IREN
[2025-11-27T19:51:27.648522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-11-27T19:51:27.659655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-11-27T19:51:27.659959] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-11-27T19:51:27.660760] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-11-27T19:51:27.660822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:27.660863] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:27.660900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:27.660968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:27.715391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:27.716060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:27.716149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:27.716191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:27.838386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:27.838552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:27.838622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:27.838661] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:27.842025] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-11-27T19:51:27.842294] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-11-27T19:51:27.842425] [INFO ] [sig       ] IREN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:27.979402] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IREN.txt
[2025-11-27T19:51:27.979588] [INFO ] [sig       ] [1764/3661] Completed IREN in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:27.979642] [INFO ] [sig       ] [1765/3661] Forecasting IRM...
[2025-11-27T19:51:27.979700] [INFO ] [sig       ] Generating forecast for: IRM
[2025-11-27T19:51:27.979741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-11-27T19:51:27.990863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-11-27T19:51:27.991193] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-11-27T19:51:27.992004] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-11-27T19:51:27.992067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:27.992110] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:27.992145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:27.992268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:28.046374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:28.047116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:28.047203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:28.047256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:28.167373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:28.167545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:28.167611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:28.167669] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:28.171076] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=60.40%)
[2025-11-27T19:51:28.171384] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-11-27T19:51:28.171528] [INFO ] [sig       ] IRM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:28.308667] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IRM.txt
[2025-11-27T19:51:28.308823] [INFO ] [sig       ] [1765/3661] Completed IRM in 0.3s | 2.99 sym/s | Total: 9.8m | ETA: 10.6m
[2025-11-27T19:51:28.308873] [INFO ] [sig       ] [1766/3661] Forecasting IRMD...
[2025-11-27T19:51:28.308911] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-11-27T19:51:28.308946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-11-27T19:51:28.319842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-11-27T19:51:28.320176] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-11-27T19:51:28.320988] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-11-27T19:51:28.321052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:28.321094] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:28.321123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:28.321188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:28.376989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:28.377892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:28.377987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:28.378032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:28.498094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:28.498292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:28.498343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:28.498383] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:28.501751] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=32.10%)
[2025-11-27T19:51:28.502067] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-11-27T19:51:28.502211] [INFO ] [sig       ] IRMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:28.635403] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IRMD.txt
[2025-11-27T19:51:28.635552] [INFO ] [sig       ] [1766/3661] Completed IRMD in 0.3s | 3.00 sym/s | Total: 9.8m | ETA: 10.5m
[2025-11-27T19:51:28.635619] [INFO ] [sig       ] [1767/3661] Forecasting IRON...
[2025-11-27T19:51:28.635661] [INFO ] [sig       ] Generating forecast for: IRON
[2025-11-27T19:51:28.635699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-11-27T19:51:28.646967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-11-27T19:51:28.647235] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-11-27T19:51:28.648013] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-11-27T19:51:28.648077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:28.648149] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:28.648190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:28.648249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:28.706242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:28.706839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:28.706932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:28.706977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:28.825803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:28.825935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:28.825982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:28.826021] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:28.829133] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2025-11-27T19:51:28.829402] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-11-27T19:51:28.829534] [INFO ] [sig       ] IRON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:28.963076] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IRON.txt
[2025-11-27T19:51:28.963199] [INFO ] [sig       ] [1767/3661] Completed IRON in 0.3s | 3.00 sym/s | Total: 9.8m | ETA: 10.5m
[2025-11-27T19:51:28.963245] [INFO ] [sig       ] [1768/3661] Forecasting IRTC...
[2025-11-27T19:51:28.963284] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-11-27T19:51:28.963322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-11-27T19:51:28.975444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-11-27T19:51:28.975862] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-11-27T19:51:28.976689] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-11-27T19:51:28.976752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:28.976805] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:28.976850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:28.976945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:29.032447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:29.033349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:29.033444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:29.033497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:29.157864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:29.158057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:29.158152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:29.158208] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:29.162612] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=52.89%)
[2025-11-27T19:51:29.162945] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-11-27T19:51:29.163110] [INFO ] [sig       ] IRTC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:29.302701] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IRTC.txt
[2025-11-27T19:51:29.302862] [INFO ] [sig       ] [1768/3661] Completed IRTC in 0.3s | 3.00 sym/s | Total: 9.8m | ETA: 10.5m
[2025-11-27T19:51:29.302910] [INFO ] [sig       ] [1769/3661] Forecasting IRWD...
[2025-11-27T19:51:29.302943] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-11-27T19:51:29.302979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-11-27T19:51:29.313901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-11-27T19:51:29.314222] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-11-27T19:51:29.315041] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-11-27T19:51:29.315104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:29.315145] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:29.315182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:29.315244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:29.369867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:29.370511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:29.370613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:29.370654] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:29.492989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:29.493167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:29.493215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:29.493253] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:29.496509] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-11-27T19:51:29.496814] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-11-27T19:51:29.496947] [INFO ] [sig       ] IRWD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:29.632185] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IRWD.txt
[2025-11-27T19:51:29.632325] [INFO ] [sig       ] [1769/3661] Completed IRWD in 0.3s | 3.00 sym/s | Total: 9.8m | ETA: 10.5m
[2025-11-27T19:51:29.632373] [INFO ] [sig       ] [1770/3661] Forecasting ISD...
[2025-11-27T19:51:29.632407] [INFO ] [sig       ] Generating forecast for: ISD
[2025-11-27T19:51:29.632444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-11-27T19:51:29.642954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-11-27T19:51:29.643243] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-11-27T19:51:29.644013] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-11-27T19:51:29.644085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:29.644124] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:29.644161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:29.644223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:29.702198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:29.703049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:29.703155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:29.703215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:29.842278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:29.842448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:29.842498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:29.842537] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:29.845827] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-11-27T19:51:29.846103] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-11-27T19:51:29.846233] [INFO ] [sig       ] ISD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:29.983858] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ISD.txt
[2025-11-27T19:51:29.984033] [INFO ] [sig       ] [1770/3661] Completed ISD in 0.4s | 2.99 sym/s | Total: 9.8m | ETA: 10.5m
[2025-11-27T19:51:29.984087] [INFO ] [sig       ] [1771/3661] Forecasting ISPO...
[2025-11-27T19:51:29.984131] [INFO ] [sig       ] Generating forecast for: ISPO
[2025-11-27T19:51:29.984171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'.
[2025-11-27T19:51:29.996178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISPO'.
[2025-11-27T19:51:29.996538] [INFO ] [FORECASTER] Starting predict_future for ISPO
[2025-11-27T19:51:29.997344] [DEBUG] [LOCAL     ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt
[2025-11-27T19:51:29.997405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:29.997446] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:29.997482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:29.997544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:30.070692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:30.071853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:30.071970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:30.072037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:30.186719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:30.186894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:30.186947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:30.186988] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:30.190902] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2025-11-27T19:51:30.191293] [INFO ] [FORECASTER] Completed predict_future for ISPO
[2025-11-27T19:51:30.191488] [INFO ] [sig       ] ISPO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:30.330701] [INFO ] [LOCAL     ] Saved forecast: ISPO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ISPO.txt
[2025-11-27T19:51:30.330863] [INFO ] [sig       ] [1771/3661] Completed ISPO in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:30.330915] [INFO ] [sig       ] [1772/3661] Forecasting ISRG...
[2025-11-27T19:51:30.330959] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-11-27T19:51:30.331004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-11-27T19:51:30.344541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-11-27T19:51:30.345072] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-11-27T19:51:30.345900] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-11-27T19:51:30.345963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:30.346009] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:30.346044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:30.346107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:30.400321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:30.401039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:30.401134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:30.401177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:30.517683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:30.517875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:30.517925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:30.517962] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:30.521345] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-11-27T19:51:30.521647] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-11-27T19:51:30.521787] [INFO ] [sig       ] ISRG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:30.655036] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ISRG.txt
[2025-11-27T19:51:30.655214] [INFO ] [sig       ] [1772/3661] Completed ISRG in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:30.655272] [INFO ] [sig       ] [1773/3661] Forecasting ISSC...
[2025-11-27T19:51:30.655321] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-11-27T19:51:30.655362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-11-27T19:51:30.666454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-11-27T19:51:30.666783] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-11-27T19:51:30.667553] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-11-27T19:51:30.667637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:30.667678] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:30.667715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:30.667778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:30.721973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:30.722750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:30.722842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:30.722885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:30.838964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:30.839144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:30.839195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:30.839232] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:30.842489] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-11-27T19:51:30.842787] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-11-27T19:51:30.842923] [INFO ] [sig       ] ISSC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:30.978917] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ISSC.txt
[2025-11-27T19:51:30.979077] [INFO ] [sig       ] [1773/3661] Completed ISSC in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:30.979127] [INFO ] [sig       ] [1774/3661] Forecasting ISTB...
[2025-11-27T19:51:30.979165] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-11-27T19:51:30.979203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-11-27T19:51:30.990430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-11-27T19:51:30.990764] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-11-27T19:51:30.991535] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-11-27T19:51:30.991627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:30.991669] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:30.991707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:30.991771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:31.047068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:31.047789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:31.047876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:31.047919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:31.165135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:31.165311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:31.165362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:31.165401] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:31.169228] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-11-27T19:51:31.169507] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-11-27T19:51:31.169659] [INFO ] [sig       ] ISTB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:31.307014] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ISTB.txt
[2025-11-27T19:51:31.307199] [INFO ] [sig       ] [1774/3661] Completed ISTB in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:31.307249] [INFO ] [sig       ] [1775/3661] Forecasting ITIC...
[2025-11-27T19:51:31.307308] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-11-27T19:51:31.307341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-11-27T19:51:31.320736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-11-27T19:51:31.321369] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-11-27T19:51:31.322592] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-11-27T19:51:31.322659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:31.322719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:31.322771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:31.322861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:31.381619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:31.382616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:31.382719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:31.382794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:31.487258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:31.487447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:31.487511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:31.487565] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:31.491230] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-11-27T19:51:31.491568] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-11-27T19:51:31.491756] [INFO ] [sig       ] ITIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:31.625157] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ITIC.txt
[2025-11-27T19:51:31.625332] [INFO ] [sig       ] [1775/3661] Completed ITIC in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:31.625399] [INFO ] [sig       ] [1776/3661] Forecasting ITRI...
[2025-11-27T19:51:31.625455] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-11-27T19:51:31.625514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-11-27T19:51:31.636910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-11-27T19:51:31.637273] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-11-27T19:51:31.638140] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-11-27T19:51:31.638208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:31.638263] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:31.638319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:31.638415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:31.692828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:31.693774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:31.693880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:31.693940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:31.816475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:31.816673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:31.816739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:31.816793] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:31.820640] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-11-27T19:51:31.820958] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-11-27T19:51:31.821117] [INFO ] [sig       ] ITRI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:31.955475] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ITRI.txt
[2025-11-27T19:51:31.955664] [INFO ] [sig       ] [1776/3661] Completed ITRI in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:31.955753] [INFO ] [sig       ] [1777/3661] Forecasting ITRN...
[2025-11-27T19:51:31.955815] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-11-27T19:51:31.955875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-11-27T19:51:31.966400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-11-27T19:51:31.966678] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-11-27T19:51:31.967440] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-11-27T19:51:31.967502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:31.967543] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:31.967597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:31.967665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:32.027414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:32.028041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:32.028146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:32.028197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:32.146399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:32.146594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:32.146645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:32.146679] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:32.149946] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-27T19:51:32.150220] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-11-27T19:51:32.150351] [INFO ] [sig       ] ITRN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:32.284727] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ITRN.txt
[2025-11-27T19:51:32.284890] [INFO ] [sig       ] [1777/3661] Completed ITRN in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:32.284938] [INFO ] [sig       ] [1778/3661] Forecasting ITUB...
[2025-11-27T19:51:32.284979] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-11-27T19:51:32.285015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-11-27T19:51:32.296706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-11-27T19:51:32.297125] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-11-27T19:51:32.297970] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-11-27T19:51:32.298040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:32.298101] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:32.298168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:32.298265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:32.354892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:32.355847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:32.355958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:32.356017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:32.480206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:32.480411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:32.480480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:32.480554] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:32.483926] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2025-11-27T19:51:32.484235] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-11-27T19:51:32.484421] [INFO ] [sig       ] ITUB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:32.622271] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ITUB.txt
[2025-11-27T19:51:32.622419] [INFO ] [sig       ] [1778/3661] Completed ITUB in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:32.622467] [INFO ] [sig       ] [1779/3661] Forecasting IUS...
[2025-11-27T19:51:32.622501] [INFO ] [sig       ] Generating forecast for: IUS
[2025-11-27T19:51:32.622537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-11-27T19:51:32.633941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-11-27T19:51:32.634274] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-11-27T19:51:32.635097] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-11-27T19:51:32.635160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:32.635201] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:32.635238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:32.635300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:32.689987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:32.690645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:32.690734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:32.690776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:32.810392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:32.810562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:32.810627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:32.810667] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:32.813953] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-11-27T19:51:32.814219] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-11-27T19:51:32.814347] [INFO ] [sig       ] IUS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:32.948126] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IUS.txt
[2025-11-27T19:51:32.948307] [INFO ] [sig       ] [1779/3661] Completed IUS in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:32.948366] [INFO ] [sig       ] [1780/3661] Forecasting IUSB...
[2025-11-27T19:51:32.948410] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-11-27T19:51:32.948446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-11-27T19:51:32.961096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-11-27T19:51:32.961536] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-11-27T19:51:32.962371] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-11-27T19:51:32.962436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:32.962479] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:32.962534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:32.962625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:33.020357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:33.021253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:33.021349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:33.021407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:33.143874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:33.144016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:33.144072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:33.144111] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:33.147448] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-11-27T19:51:33.147755] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-11-27T19:51:33.147894] [INFO ] [sig       ] IUSB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:33.282171] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IUSB.txt
[2025-11-27T19:51:33.282321] [INFO ] [sig       ] [1780/3661] Completed IUSB in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:33.282370] [INFO ] [sig       ] [1781/3661] Forecasting IUSG...
[2025-11-27T19:51:33.282416] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-11-27T19:51:33.282451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-11-27T19:51:33.293716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-11-27T19:51:33.294021] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-11-27T19:51:33.294818] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-11-27T19:51:33.294880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:33.294933] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:33.294970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:33.295078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:33.350966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:33.351682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:33.351771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:33.351813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:33.477373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:33.477546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:33.477615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:33.477657] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:33.481120] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=86.95%)
[2025-11-27T19:51:33.481401] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-11-27T19:51:33.481532] [INFO ] [sig       ] IUSG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:33.616741] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IUSG.txt
[2025-11-27T19:51:33.616885] [INFO ] [sig       ] [1781/3661] Completed IUSG in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:33.616949] [INFO ] [sig       ] [1782/3661] Forecasting IVAL...
[2025-11-27T19:51:33.616994] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-11-27T19:51:33.617069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-11-27T19:51:33.628062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-11-27T19:51:33.628420] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-11-27T19:51:33.629277] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-11-27T19:51:33.629343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:33.629387] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:33.629426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:33.629538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:33.685375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:33.686033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:33.686128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:33.686173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:33.804954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:33.805122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:33.805171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:33.805208] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:33.808537] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-11-27T19:51:33.808836] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-11-27T19:51:33.808973] [INFO ] [sig       ] IVAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:33.944435] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IVAL.txt
[2025-11-27T19:51:33.944594] [INFO ] [sig       ] [1782/3661] Completed IVAL in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:33.944647] [INFO ] [sig       ] [1783/3661] Forecasting IVZ...
[2025-11-27T19:51:33.944688] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-11-27T19:51:33.944786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-11-27T19:51:33.956693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-11-27T19:51:33.957077] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-11-27T19:51:33.958004] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-11-27T19:51:33.958089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:33.958173] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:33.958227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:33.958319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:34.016037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:34.016883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:34.016982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:34.017030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:34.142301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:34.142492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:34.142547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:34.142609] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:34.145852] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=15.79%)
[2025-11-27T19:51:34.146123] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-11-27T19:51:34.146253] [INFO ] [sig       ] IVZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:34.283267] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IVZ.txt
[2025-11-27T19:51:34.283455] [INFO ] [sig       ] [1783/3661] Completed IVZ in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.5m
[2025-11-27T19:51:34.283520] [INFO ] [sig       ] [1784/3661] Forecasting IX...
[2025-11-27T19:51:34.283613] [INFO ] [sig       ] Generating forecast for: IX
[2025-11-27T19:51:34.283672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-11-27T19:51:34.295127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-11-27T19:51:34.295455] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-11-27T19:51:34.296249] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-11-27T19:51:34.296314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:34.296357] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:34.296395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:34.296463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:34.351497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:34.352222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:34.352313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:34.352358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:34.470951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:34.471095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:34.471141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:34.471174] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:34.474331] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-11-27T19:51:34.474619] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-11-27T19:51:34.474750] [INFO ] [sig       ] IX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:34.611699] [INFO ] [LOCAL     ] Saved forecast: IX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IX.txt
[2025-11-27T19:51:34.611845] [INFO ] [sig       ] [1784/3661] Completed IX in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.4m
[2025-11-27T19:51:34.611907] [INFO ] [sig       ] [1785/3661] Forecasting IXUS...
[2025-11-27T19:51:34.611949] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-11-27T19:51:34.611986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-11-27T19:51:34.622883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-11-27T19:51:34.623184] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-11-27T19:51:34.623979] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-11-27T19:51:34.624042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:34.624085] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:34.624124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:34.624231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:34.678425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:34.679061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:34.679149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:34.679191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:34.798404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:34.798554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:34.798617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:34.798657] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:34.801880] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=35.49%)
[2025-11-27T19:51:34.802159] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-11-27T19:51:34.802291] [INFO ] [sig       ] IXUS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:34.940157] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/IXUS.txt
[2025-11-27T19:51:34.940314] [INFO ] [sig       ] [1785/3661] Completed IXUS in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.4m
[2025-11-27T19:51:34.940363] [INFO ] [sig       ] [1786/3661] Forecasting IZEA...
[2025-11-27T19:51:34.940399] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-11-27T19:51:34.940438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-11-27T19:51:34.951246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-11-27T19:51:34.951594] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-11-27T19:51:34.952349] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-11-27T19:51:34.952410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:34.952452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:34.952488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:34.952553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:35.007267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:35.007988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:35.008076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:35.008134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:35.121241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:35.121396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:35.121443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:35.121482] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:35.124701] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=65.38%)
[2025-11-27T19:51:35.124972] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-11-27T19:51:35.125124] [INFO ] [sig       ] IZEA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:35.263285] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/IZEA.txt
[2025-11-27T19:51:35.263445] [INFO ] [sig       ] [1786/3661] Completed IZEA in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.4m
[2025-11-27T19:51:35.263496] [INFO ] [sig       ] [1787/3661] Forecasting J...
[2025-11-27T19:51:35.263541] [INFO ] [sig       ] Generating forecast for: J
[2025-11-27T19:51:35.263613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-11-27T19:51:35.275296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-11-27T19:51:35.275706] [INFO ] [FORECASTER] Starting predict_future for J
[2025-11-27T19:51:35.276532] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-11-27T19:51:35.276613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:35.276655] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:35.276688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:35.276753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:35.331617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:35.332485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:35.332594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:35.332637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:35.447283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:35.447475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:35.447524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:35.447562] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:35.450906] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=66.57%)
[2025-11-27T19:51:35.451187] [INFO ] [FORECASTER] Completed predict_future for J
[2025-11-27T19:51:35.451325] [INFO ] [sig       ] J: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:35.584875] [INFO ] [LOCAL     ] Saved forecast: J	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/J.txt
[2025-11-27T19:51:35.585052] [INFO ] [sig       ] [1787/3661] Completed J in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.4m
[2025-11-27T19:51:35.585105] [INFO ] [sig       ] [1788/3661] Forecasting JACK...
[2025-11-27T19:51:35.585145] [INFO ] [sig       ] Generating forecast for: JACK
[2025-11-27T19:51:35.585181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-11-27T19:51:35.596263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-11-27T19:51:35.596641] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-11-27T19:51:35.597410] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-11-27T19:51:35.597471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:35.597511] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:35.597547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:35.597630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:35.652370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:35.653140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:35.653230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:35.653272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:35.774517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:35.774702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:35.774757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:35.774812] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:35.778154] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-11-27T19:51:35.778429] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-11-27T19:51:35.778559] [INFO ] [sig       ] JACK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:35.911977] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JACK.txt
[2025-11-27T19:51:35.912125] [INFO ] [sig       ] [1788/3661] Completed JACK in 0.3s | 3.00 sym/s | Total: 9.9m | ETA: 10.4m
[2025-11-27T19:51:35.912172] [INFO ] [sig       ] [1789/3661] Forecasting JAGX...
[2025-11-27T19:51:35.912227] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-11-27T19:51:35.912265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-11-27T19:51:35.922858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-11-27T19:51:35.923132] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-11-27T19:51:35.923914] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-11-27T19:51:35.923977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:35.924017] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:35.924053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:35.924120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:35.978921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:35.979544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:35.979645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:35.979688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:36.093971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:36.094159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:36.094206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:36.094244] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:36.097632] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-11-27T19:51:36.097953] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-11-27T19:51:36.098098] [INFO ] [sig       ] JAGX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:36.235124] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JAGX.txt
[2025-11-27T19:51:36.235304] [INFO ] [sig       ] [1789/3661] Completed JAGX in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:36.235373] [INFO ] [sig       ] [1790/3661] Forecasting JAKK...
[2025-11-27T19:51:36.235415] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-11-27T19:51:36.235452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-11-27T19:51:36.246557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-11-27T19:51:36.246956] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-11-27T19:51:36.247737] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-11-27T19:51:36.247801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:36.247841] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:36.247877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:36.247945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:36.302896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:36.303763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:36.303874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:36.303918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:36.425590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:36.425759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:36.425809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:36.425851] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:36.429202] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-11-27T19:51:36.429479] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-11-27T19:51:36.429630] [INFO ] [sig       ] JAKK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:36.573291] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JAKK.txt
[2025-11-27T19:51:36.573535] [INFO ] [sig       ] [1790/3661] Completed JAKK in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:36.573653] [INFO ] [sig       ] [1791/3661] Forecasting JAMF...
[2025-11-27T19:51:36.573711] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-11-27T19:51:36.573757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-11-27T19:51:36.585018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-11-27T19:51:36.585395] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-11-27T19:51:36.586234] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-11-27T19:51:36.586299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:36.586342] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:36.586380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:36.586443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:36.642151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:36.642993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:36.643087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:36.643132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:36.760888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:36.761056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:36.761108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:36.761149] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:36.764621] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=27.41%)
[2025-11-27T19:51:36.764912] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-11-27T19:51:36.765046] [INFO ] [sig       ] JAMF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:36.910205] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JAMF.txt
[2025-11-27T19:51:36.910358] [INFO ] [sig       ] [1791/3661] Completed JAMF in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:36.910413] [INFO ] [sig       ] [1792/3661] Forecasting JANX...
[2025-11-27T19:51:36.910446] [INFO ] [sig       ] Generating forecast for: JANX
[2025-11-27T19:51:36.910482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-11-27T19:51:36.921153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-11-27T19:51:36.921442] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-11-27T19:51:36.922303] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-11-27T19:51:36.922368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:36.922420] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:36.922467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:36.922547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:36.979655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:36.980389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:36.980496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:36.980550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:37.100818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:37.100987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:37.101035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:37.101074] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:37.104518] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-11-27T19:51:37.104848] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-11-27T19:51:37.105006] [INFO ] [sig       ] JANX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:37.249678] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JANX.txt
[2025-11-27T19:51:37.249858] [INFO ] [sig       ] [1792/3661] Completed JANX in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:37.249914] [INFO ] [sig       ] [1793/3661] Forecasting JAZZ...
[2025-11-27T19:51:37.249967] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-11-27T19:51:37.250010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-11-27T19:51:37.261098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-11-27T19:51:37.261406] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-11-27T19:51:37.262209] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-11-27T19:51:37.262272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:37.262312] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:37.262354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:37.262437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:37.317130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:37.318009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:37.318141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:37.318203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:37.437598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:37.437782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:37.437848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:37.437907] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:37.441177] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-11-27T19:51:37.441476] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-11-27T19:51:37.441658] [INFO ] [sig       ] JAZZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:37.577920] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JAZZ.txt
[2025-11-27T19:51:37.578081] [INFO ] [sig       ] [1793/3661] Completed JAZZ in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:37.578374] [INFO ] [sig       ] [1794/3661] Forecasting JBGS...
[2025-11-27T19:51:37.578497] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-11-27T19:51:37.578538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-11-27T19:51:37.590202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-11-27T19:51:37.590592] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-11-27T19:51:37.591430] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-11-27T19:51:37.591501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:37.591545] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:37.591604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:37.591673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:37.652178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:37.653073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:37.653182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:37.653228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:37.771373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:37.771544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:37.771611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:37.771651] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:37.774889] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-11-27T19:51:37.775166] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-11-27T19:51:37.775299] [INFO ] [sig       ] JBGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:37.911461] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JBGS.txt
[2025-11-27T19:51:37.911674] [INFO ] [sig       ] [1794/3661] Completed JBGS in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:37.911727] [INFO ] [sig       ] [1795/3661] Forecasting JBI...
[2025-11-27T19:51:37.911766] [INFO ] [sig       ] Generating forecast for: JBI
[2025-11-27T19:51:37.911825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-11-27T19:51:37.922987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-11-27T19:51:37.923307] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-11-27T19:51:37.924148] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-11-27T19:51:37.924210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:37.924251] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:37.924286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:37.924350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:37.981223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:37.982035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:37.982130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:37.982174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:38.098815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:38.098994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:38.099048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:38.099088] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:38.102395] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-11-27T19:51:38.102698] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-11-27T19:51:38.102836] [INFO ] [sig       ] JBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:38.240127] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JBI.txt
[2025-11-27T19:51:38.240292] [INFO ] [sig       ] [1795/3661] Completed JBI in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:38.240341] [INFO ] [sig       ] [1796/3661] Forecasting JBL...
[2025-11-27T19:51:38.240386] [INFO ] [sig       ] Generating forecast for: JBL
[2025-11-27T19:51:38.240445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-11-27T19:51:38.252102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-11-27T19:51:38.252693] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-11-27T19:51:38.253520] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-11-27T19:51:38.253601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:38.253652] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:38.253698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:38.253776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:38.311900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:38.312728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:38.312820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:38.312871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:38.440099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:38.440270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:38.440320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:38.440359] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:38.444032] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-11-27T19:51:38.444343] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-11-27T19:51:38.444498] [INFO ] [sig       ] JBL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:38.597397] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JBL.txt
[2025-11-27T19:51:38.597588] [INFO ] [sig       ] [1796/3661] Completed JBL in 0.4s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:38.597636] [INFO ] [sig       ] [1797/3661] Forecasting JBND...
[2025-11-27T19:51:38.597680] [INFO ] [sig       ] Generating forecast for: JBND
[2025-11-27T19:51:38.597744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-11-27T19:51:38.609550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-11-27T19:51:38.609942] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-11-27T19:51:38.610755] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-11-27T19:51:38.610820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:38.610862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:38.610899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:38.610985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:38.671742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:38.672514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:38.672623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:38.672669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:38.799023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:38.799194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:38.799244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:38.799283] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:38.802788] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=32.29%)
[2025-11-27T19:51:38.803075] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-11-27T19:51:38.803228] [INFO ] [sig       ] JBND: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:38.956587] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JBND.txt
[2025-11-27T19:51:38.956789] [INFO ] [sig       ] [1797/3661] Completed JBND in 0.4s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:38.956845] [INFO ] [sig       ] [1798/3661] Forecasting JBSS...
[2025-11-27T19:51:38.956881] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-11-27T19:51:38.956947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-11-27T19:51:38.969530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-11-27T19:51:38.969887] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-11-27T19:51:38.970831] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-11-27T19:51:38.970902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:38.970971] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:38.971033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:38.971139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:39.031676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:39.032450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:39.032546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:39.032614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:39.152326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:39.152512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:39.152634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:39.152694] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:39.156005] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-11-27T19:51:39.156315] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-11-27T19:51:39.156483] [INFO ] [sig       ] JBSS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:39.290386] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JBSS.txt
[2025-11-27T19:51:39.290605] [INFO ] [sig       ] [1798/3661] Completed JBSS in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:39.290753] [INFO ] [sig       ] [1799/3661] Forecasting JCE...
[2025-11-27T19:51:39.290814] [INFO ] [sig       ] Generating forecast for: JCE
[2025-11-27T19:51:39.290872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-11-27T19:51:39.301948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-11-27T19:51:39.302316] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-11-27T19:51:39.303164] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-11-27T19:51:39.303235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:39.303306] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:39.303368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:39.303477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:39.360723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:39.361589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:39.361714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:39.361775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:39.479747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:39.479937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:39.480006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:39.480093] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:39.483442] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-11-27T19:51:39.483776] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-11-27T19:51:39.483947] [INFO ] [sig       ] JCE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:39.618742] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JCE.txt
[2025-11-27T19:51:39.618920] [INFO ] [sig       ] [1799/3661] Completed JCE in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:39.619007] [INFO ] [sig       ] [1800/3661] Forecasting JCI...
[2025-11-27T19:51:39.619094] [INFO ] [sig       ] Generating forecast for: JCI
[2025-11-27T19:51:39.619143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-11-27T19:51:39.630005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-11-27T19:51:39.630370] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-11-27T19:51:39.631212] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-11-27T19:51:39.631275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:39.631316] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:39.631352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:39.631414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:39.688672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:39.689500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:39.689612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:39.689662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:39.808912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:39.809082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:39.809133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:39.809169] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:39.812556] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-11-27T19:51:39.812849] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-11-27T19:51:39.812982] [INFO ] [sig       ] JCI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:39.946519] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JCI.txt
[2025-11-27T19:51:39.946685] [INFO ] [sig       ] [1800/3661] Completed JCI in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.4m
[2025-11-27T19:51:39.946731] [INFO ] [sig       ] [1801/3661] Forecasting JD...
[2025-11-27T19:51:39.946772] [INFO ] [sig       ] Generating forecast for: JD
[2025-11-27T19:51:39.946831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-11-27T19:51:39.958178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-11-27T19:51:39.958520] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-11-27T19:51:39.959365] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-11-27T19:51:39.959434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:39.959493] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:39.959559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:39.959660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:40.014216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:40.014954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:40.015054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:40.015123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:40.136090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:40.136268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:40.136343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:40.136397] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:40.139958] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=75.65%)
[2025-11-27T19:51:40.140308] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-11-27T19:51:40.140481] [INFO ] [sig       ] JD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:40.275764] [INFO ] [LOCAL     ] Saved forecast: JD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JD.txt
[2025-11-27T19:51:40.275927] [INFO ] [sig       ] [1801/3661] Completed JD in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.3m
[2025-11-27T19:51:40.275991] [INFO ] [sig       ] [1802/3661] Forecasting JDZG...
[2025-11-27T19:51:40.276043] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-11-27T19:51:40.276109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-11-27T19:51:40.287109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-11-27T19:51:40.287438] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-11-27T19:51:40.288251] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-11-27T19:51:40.288315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:40.288356] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:40.288389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:40.288450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:40.344384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:40.345067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:40.345154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:40.345193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:40.460463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:40.460615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:40.460662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:40.460700] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:40.463916] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-11-27T19:51:40.464191] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-11-27T19:51:40.464329] [INFO ] [sig       ] JDZG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:40.603101] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JDZG.txt
[2025-11-27T19:51:40.603271] [INFO ] [sig       ] [1802/3661] Completed JDZG in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.3m
[2025-11-27T19:51:40.603321] [INFO ] [sig       ] [1803/3661] Forecasting JEF...
[2025-11-27T19:51:40.603360] [INFO ] [sig       ] Generating forecast for: JEF
[2025-11-27T19:51:40.603411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-11-27T19:51:40.614608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-11-27T19:51:40.614925] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-11-27T19:51:40.615719] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-11-27T19:51:40.615781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:40.615840] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:40.615896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:40.615998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:40.670349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:40.670970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:40.671054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:40.671093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:40.792519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:40.792680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:40.792749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:40.792803] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:40.796005] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=33.15%)
[2025-11-27T19:51:40.796295] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-11-27T19:51:40.796442] [INFO ] [sig       ] JEF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:40.936452] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JEF.txt
[2025-11-27T19:51:40.936603] [INFO ] [sig       ] [1803/3661] Completed JEF in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.3m
[2025-11-27T19:51:40.936655] [INFO ] [sig       ] [1804/3661] Forecasting JELD...
[2025-11-27T19:51:40.936691] [INFO ] [sig       ] Generating forecast for: JELD
[2025-11-27T19:51:40.936739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-11-27T19:51:40.947159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-11-27T19:51:40.947448] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-11-27T19:51:40.948250] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-11-27T19:51:40.948312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:40.948354] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:40.948390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:40.948452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:41.002787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:41.003386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:41.003473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:41.003514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:41.121672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:41.121816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:41.121861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:41.121902] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:41.125182] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-11-27T19:51:41.125470] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-11-27T19:51:41.125620] [INFO ] [sig       ] JELD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:41.263851] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JELD.txt
[2025-11-27T19:51:41.263997] [INFO ] [sig       ] [1804/3661] Completed JELD in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.3m
[2025-11-27T19:51:41.264048] [INFO ] [sig       ] [1805/3661] Forecasting JEPQ...
[2025-11-27T19:51:41.264094] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-11-27T19:51:41.264146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-11-27T19:51:41.274771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-11-27T19:51:41.275064] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-11-27T19:51:41.275889] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-11-27T19:51:41.275964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:41.276006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:41.276046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:41.276114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:41.335295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:41.335976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:41.336061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:41.336099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:41.459304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:41.459452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:41.459500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:41.459538] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:41.462733] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-11-27T19:51:41.462998] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-11-27T19:51:41.463130] [INFO ] [sig       ] JEPQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:41.596841] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JEPQ.txt
[2025-11-27T19:51:41.596973] [INFO ] [sig       ] [1805/3661] Completed JEPQ in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.3m
[2025-11-27T19:51:41.597025] [INFO ] [sig       ] [1806/3661] Forecasting JFIN...
[2025-11-27T19:51:41.597063] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-11-27T19:51:41.597108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-11-27T19:51:41.607880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-11-27T19:51:41.608232] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-11-27T19:51:41.609070] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-11-27T19:51:41.609143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:41.609205] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:41.609268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:41.609371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:41.665535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:41.666190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:41.666287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:41.666351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:41.787260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:41.787444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:41.787510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:41.787587] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:41.790974] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=68.98%)
[2025-11-27T19:51:41.791296] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-11-27T19:51:41.791449] [INFO ] [sig       ] JFIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:41.929770] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JFIN.txt
[2025-11-27T19:51:41.929911] [INFO ] [sig       ] [1806/3661] Completed JFIN in 0.3s | 3.00 sym/s | Total: 10.0m | ETA: 10.3m
[2025-11-27T19:51:41.929987] [INFO ] [sig       ] [1807/3661] Forecasting JGLO...
[2025-11-27T19:51:41.930071] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-11-27T19:51:41.930139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-11-27T19:51:41.941275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-11-27T19:51:41.941603] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-11-27T19:51:41.942390] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-11-27T19:51:41.942460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:41.942521] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:41.942595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:41.942696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:41.997516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:41.998173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:41.998277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:41.998340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:42.115372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:42.115516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:42.115594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:42.115653] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:42.118925] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-11-27T19:51:42.119192] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-11-27T19:51:42.119323] [INFO ] [sig       ] JGLO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:42.253161] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JGLO.txt
[2025-11-27T19:51:42.253286] [INFO ] [sig       ] [1807/3661] Completed JGLO in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:42.253333] [INFO ] [sig       ] [1808/3661] Forecasting JHG...
[2025-11-27T19:51:42.253370] [INFO ] [sig       ] Generating forecast for: JHG
[2025-11-27T19:51:42.253410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-11-27T19:51:42.264627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-11-27T19:51:42.264966] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-11-27T19:51:42.265834] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-11-27T19:51:42.265898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:42.265944] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:42.265989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:42.266074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:42.323729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:42.324350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:42.324439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:42.324486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:42.440968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:42.441090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:42.441136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:42.441171] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:42.444267] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-11-27T19:51:42.444551] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-11-27T19:51:42.444703] [INFO ] [sig       ] JHG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:42.589032] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JHG.txt
[2025-11-27T19:51:42.589176] [INFO ] [sig       ] [1808/3661] Completed JHG in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:42.589249] [INFO ] [sig       ] [1809/3661] Forecasting JHI...
[2025-11-27T19:51:42.589312] [INFO ] [sig       ] Generating forecast for: JHI
[2025-11-27T19:51:42.589386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-11-27T19:51:42.600524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-11-27T19:51:42.600871] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-11-27T19:51:42.601737] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-11-27T19:51:42.601807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:42.601870] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:42.601935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:42.602047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:42.659485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:42.660160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:42.660255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:42.660319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:42.765789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:42.765913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:42.765987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:42.766046] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:42.769209] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-11-27T19:51:42.769519] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-11-27T19:51:42.769702] [INFO ] [sig       ] JHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:42.911364] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JHI.txt
[2025-11-27T19:51:42.911525] [INFO ] [sig       ] [1809/3661] Completed JHI in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:42.911628] [INFO ] [sig       ] [1810/3661] Forecasting JHX...
[2025-11-27T19:51:42.911686] [INFO ] [sig       ] Generating forecast for: JHX
[2025-11-27T19:51:42.911762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-11-27T19:51:42.922550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-11-27T19:51:42.922904] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-11-27T19:51:42.923762] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-11-27T19:51:42.923825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:42.923864] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:42.923902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:42.923979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:42.980556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:42.981184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:42.981271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:42.981315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:43.097791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:43.097921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:43.097967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:43.098010] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:43.101185] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=26.15%)
[2025-11-27T19:51:43.101474] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-11-27T19:51:43.101624] [INFO ] [sig       ] JHX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:43.244844] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JHX.txt
[2025-11-27T19:51:43.245001] [INFO ] [sig       ] [1810/3661] Completed JHX in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:43.245065] [INFO ] [sig       ] [1811/3661] Forecasting JILL...
[2025-11-27T19:51:43.245116] [INFO ] [sig       ] Generating forecast for: JILL
[2025-11-27T19:51:43.245206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-11-27T19:51:43.256039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-11-27T19:51:43.256346] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-11-27T19:51:43.257189] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-11-27T19:51:43.257254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:43.257306] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:43.257349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:43.257436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:43.313622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:43.314267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:43.314356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:43.314400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:43.430422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:43.430585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:43.430630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:43.430663] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:43.433842] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=48.01%)
[2025-11-27T19:51:43.434121] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-11-27T19:51:43.434257] [INFO ] [sig       ] JILL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:43.570003] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JILL.txt
[2025-11-27T19:51:43.570138] [INFO ] [sig       ] [1811/3661] Completed JILL in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:43.570187] [INFO ] [sig       ] [1812/3661] Forecasting JIVE...
[2025-11-27T19:51:43.570267] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-11-27T19:51:43.570325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-11-27T19:51:43.581337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-11-27T19:51:43.581705] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-11-27T19:51:43.582519] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-11-27T19:51:43.582605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:43.582654] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:43.582695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:43.582781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:43.642511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:43.643181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:43.643277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:43.643322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:43.757630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:43.757795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:43.757844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:43.757881] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:43.761105] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-11-27T19:51:43.761377] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-11-27T19:51:43.761511] [INFO ] [sig       ] JIVE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:43.913105] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JIVE.txt
[2025-11-27T19:51:43.913281] [INFO ] [sig       ] [1812/3661] Completed JIVE in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:43.913340] [INFO ] [sig       ] [1813/3661] Forecasting JJSF...
[2025-11-27T19:51:43.913401] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-11-27T19:51:43.913449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-11-27T19:51:43.924717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-11-27T19:51:43.925106] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-11-27T19:51:43.925917] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-11-27T19:51:43.925980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:43.926029] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:43.926078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:43.926155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:43.984321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:43.985137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:43.985229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:43.985278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:44.102918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:44.103056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:44.103113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:44.103165] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:44.106324] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=74.01%)
[2025-11-27T19:51:44.106631] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-11-27T19:51:44.106763] [INFO ] [sig       ] JJSF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:44.242238] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JJSF.txt
[2025-11-27T19:51:44.242375] [INFO ] [sig       ] [1813/3661] Completed JJSF in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:44.242434] [INFO ] [sig       ] [1814/3661] Forecasting JKHY...
[2025-11-27T19:51:44.242691] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-11-27T19:51:44.242758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-11-27T19:51:44.253476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-11-27T19:51:44.253793] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-11-27T19:51:44.254586] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-11-27T19:51:44.254648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:44.254688] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:44.254736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:44.254809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:44.310704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:44.311341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:44.311431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:44.311482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:44.429225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:44.429370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:44.429417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:44.429452] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:44.432702] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2025-11-27T19:51:44.432990] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-11-27T19:51:44.433123] [INFO ] [sig       ] JKHY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:44.568440] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JKHY.txt
[2025-11-27T19:51:44.568623] [INFO ] [sig       ] [1814/3661] Completed JKHY in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:44.568685] [INFO ] [sig       ] [1815/3661] Forecasting JKS...
[2025-11-27T19:51:44.568729] [INFO ] [sig       ] Generating forecast for: JKS
[2025-11-27T19:51:44.568814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-11-27T19:51:44.579852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-11-27T19:51:44.580153] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-11-27T19:51:44.581257] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-11-27T19:51:44.581322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:44.581372] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:44.581417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:44.581499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:44.639503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:44.640194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:44.640284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:44.640335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:44.758183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:44.758329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:44.758375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:44.758410] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:44.761631] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=67.38%)
[2025-11-27T19:51:44.761933] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-11-27T19:51:44.762072] [INFO ] [sig       ] JKS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:44.901486] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JKS.txt
[2025-11-27T19:51:44.901643] [INFO ] [sig       ] [1815/3661] Completed JKS in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:44.901694] [INFO ] [sig       ] [1816/3661] Forecasting JLL...
[2025-11-27T19:51:44.901743] [INFO ] [sig       ] Generating forecast for: JLL
[2025-11-27T19:51:44.901808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-11-27T19:51:44.912307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-11-27T19:51:44.912627] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-11-27T19:51:44.913401] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-11-27T19:51:44.913464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:44.913514] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:44.913599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:44.913670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:44.969604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:44.970272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:44.970361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:44.970411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:45.091929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:45.092121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:45.092235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:45.092286] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:45.095661] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-11-27T19:51:45.095949] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-11-27T19:51:45.096098] [INFO ] [sig       ] JLL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:45.237205] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JLL.txt
[2025-11-27T19:51:45.237353] [INFO ] [sig       ] [1816/3661] Completed JLL in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:45.237411] [INFO ] [sig       ] [1817/3661] Forecasting JLS...
[2025-11-27T19:51:45.237463] [INFO ] [sig       ] Generating forecast for: JLS
[2025-11-27T19:51:45.237516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-11-27T19:51:45.248486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-11-27T19:51:45.248832] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-11-27T19:51:45.249642] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-11-27T19:51:45.249705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:45.249747] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:45.249782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:45.249856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:45.306008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:45.306771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:45.306861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:45.306898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:45.416449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:45.416623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:45.416674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:45.416709] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:45.419941] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2025-11-27T19:51:45.420207] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-11-27T19:51:45.420334] [INFO ] [sig       ] JLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:45.554139] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JLS.txt
[2025-11-27T19:51:45.554280] [INFO ] [sig       ] [1817/3661] Completed JLS in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:45.554329] [INFO ] [sig       ] [1818/3661] Forecasting JMIA...
[2025-11-27T19:51:45.554370] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-11-27T19:51:45.554415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-11-27T19:51:45.565121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-11-27T19:51:45.565479] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-11-27T19:51:45.566361] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-11-27T19:51:45.566427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:45.566487] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:45.566546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:45.566650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:45.624229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:45.624925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:45.625014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:45.625064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:45.745923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:45.746071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:45.746117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:45.746152] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:45.749515] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-11-27T19:51:45.749831] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-11-27T19:51:45.749973] [INFO ] [sig       ] JMIA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:45.885320] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JMIA.txt
[2025-11-27T19:51:45.885456] [INFO ] [sig       ] [1818/3661] Completed JMIA in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.3m
[2025-11-27T19:51:45.885499] [INFO ] [sig       ] [1819/3661] Forecasting JMSB...
[2025-11-27T19:51:45.885539] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-11-27T19:51:45.885642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-11-27T19:51:45.896258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-11-27T19:51:45.896626] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-11-27T19:51:45.897553] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-11-27T19:51:45.897641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:45.897686] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:45.897731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:45.897814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:45.953513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:45.954168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:45.954256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:45.954295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:46.054967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:46.055115] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:51:46.055164] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:46.055201] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:46.058460] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=44.07%)
[2025-11-27T19:51:46.058786] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-11-27T19:51:46.058934] [INFO ] [sig       ] JMSB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:46.197592] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JMSB.txt
[2025-11-27T19:51:46.197750] [INFO ] [sig       ] [1819/3661] Completed JMSB in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.2m
[2025-11-27T19:51:46.197809] [INFO ] [sig       ] [1820/3661] Forecasting JNJ...
[2025-11-27T19:51:46.197874] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-11-27T19:51:46.197991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-11-27T19:51:46.209420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-11-27T19:51:46.209779] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-11-27T19:51:46.210609] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-11-27T19:51:46.210674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:46.210716] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:46.210765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:46.210866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:46.265525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:46.266255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:46.266344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:46.266386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:46.387585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:46.387749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:46.387799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:46.387837] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:46.391160] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-11-27T19:51:46.391444] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-11-27T19:51:46.391601] [INFO ] [sig       ] JNJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:46.526086] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JNJ.txt
[2025-11-27T19:51:46.526222] [INFO ] [sig       ] [1820/3661] Completed JNJ in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.2m
[2025-11-27T19:51:46.526270] [INFO ] [sig       ] [1821/3661] Forecasting JOBY...
[2025-11-27T19:51:46.526309] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-11-27T19:51:46.526350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-11-27T19:51:46.537120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-11-27T19:51:46.537460] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-11-27T19:51:46.538337] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-11-27T19:51:46.538402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:46.538445] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:46.538482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:46.538615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:46.595902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:46.596560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:46.596665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:46.596717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:46.712381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:46.712555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:46.712618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:46.712657] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:46.715980] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-11-27T19:51:46.716280] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-11-27T19:51:46.716441] [INFO ] [sig       ] JOBY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:46.854040] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JOBY.txt
[2025-11-27T19:51:46.854207] [INFO ] [sig       ] [1821/3661] Completed JOBY in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.2m
[2025-11-27T19:51:46.854276] [INFO ] [sig       ] [1822/3661] Forecasting JOE...
[2025-11-27T19:51:46.854384] [INFO ] [sig       ] Generating forecast for: JOE
[2025-11-27T19:51:46.854436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-11-27T19:51:46.865018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-11-27T19:51:46.865360] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-11-27T19:51:46.866201] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-11-27T19:51:46.866273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:46.866327] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:46.866380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:46.866468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:46.922376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:46.923050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:46.923140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:46.923183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:47.041694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:47.041849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:47.041896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:47.041929] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:47.045168] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-11-27T19:51:47.045455] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-11-27T19:51:47.045608] [INFO ] [sig       ] JOE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:47.187529] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JOE.txt
[2025-11-27T19:51:47.187691] [INFO ] [sig       ] [1822/3661] Completed JOE in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.2m
[2025-11-27T19:51:47.187741] [INFO ] [sig       ] [1823/3661] Forecasting JOF...
[2025-11-27T19:51:47.187785] [INFO ] [sig       ] Generating forecast for: JOF
[2025-11-27T19:51:47.187870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-11-27T19:51:47.198410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-11-27T19:51:47.198765] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-11-27T19:51:47.199562] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-11-27T19:51:47.199637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:47.199683] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:47.199737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:47.199819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:47.257044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:47.257768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:47.257869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:47.257916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:47.373226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:47.373411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:47.373462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:47.373518] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:47.377006] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-11-27T19:51:47.377321] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-11-27T19:51:47.377480] [INFO ] [sig       ] JOF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:47.521039] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JOF.txt
[2025-11-27T19:51:47.521228] [INFO ] [sig       ] [1823/3661] Completed JOF in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.2m
[2025-11-27T19:51:47.521280] [INFO ] [sig       ] [1824/3661] Forecasting JPC...
[2025-11-27T19:51:47.521326] [INFO ] [sig       ] Generating forecast for: JPC
[2025-11-27T19:51:47.521370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-11-27T19:51:47.531985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-11-27T19:51:47.532310] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-11-27T19:51:47.533099] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-11-27T19:51:47.533161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:47.533211] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:47.533255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:47.533334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:47.590624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:47.591344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:47.591462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:47.591516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:47.713954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:47.714087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:47.714134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:47.714181] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:47.717408] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=14.67%)
[2025-11-27T19:51:47.717705] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-11-27T19:51:47.717846] [INFO ] [sig       ] JPC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:47.860020] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JPC.txt
[2025-11-27T19:51:47.860167] [INFO ] [sig       ] [1824/3661] Completed JPC in 0.3s | 3.00 sym/s | Total: 10.1m | ETA: 10.2m
[2025-11-27T19:51:47.860229] [INFO ] [sig       ] [1825/3661] Forecasting JPEF...
[2025-11-27T19:51:47.860296] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-11-27T19:51:47.860341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-11-27T19:51:47.870814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-11-27T19:51:47.871109] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-11-27T19:51:47.871938] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-11-27T19:51:47.872001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:47.872052] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:47.872104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:47.872185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:47.928401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:47.929117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:47.929225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:47.929271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:48.047182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:48.047326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:48.047372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:48.047423] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:48.050765] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=42.60%)
[2025-11-27T19:51:48.051060] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-11-27T19:51:48.051203] [INFO ] [sig       ] JPEF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:48.189879] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JPEF.txt
[2025-11-27T19:51:48.190032] [INFO ] [sig       ] [1825/3661] Completed JPEF in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:48.190108] [INFO ] [sig       ] [1826/3661] Forecasting JPM...
[2025-11-27T19:51:48.190165] [INFO ] [sig       ] Generating forecast for: JPM
[2025-11-27T19:51:48.190227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-11-27T19:51:48.200601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-11-27T19:51:48.200906] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-11-27T19:51:48.201744] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-11-27T19:51:48.201804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:48.201842] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:48.201887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:48.201988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:48.259465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:48.260191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:48.260280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:48.260326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:48.384784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:48.384939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:48.384997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:48.385054] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:48.388514] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-11-27T19:51:48.388820] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-11-27T19:51:48.388967] [INFO ] [sig       ] JPM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:48.532231] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JPM.txt
[2025-11-27T19:51:48.532379] [INFO ] [sig       ] [1826/3661] Completed JPM in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:48.532437] [INFO ] [sig       ] [1827/3661] Forecasting JQC...
[2025-11-27T19:51:48.532500] [INFO ] [sig       ] Generating forecast for: JQC
[2025-11-27T19:51:48.532556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-11-27T19:51:48.543386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-11-27T19:51:48.543730] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-11-27T19:51:48.544516] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-11-27T19:51:48.544606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:48.544671] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:48.544742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:48.544846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:48.601669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:48.602420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:48.602519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:48.602598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:48.729311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:48.729496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:48.729591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:48.729632] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:48.733040] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2025-11-27T19:51:48.733333] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-11-27T19:51:48.733492] [INFO ] [sig       ] JQC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:48.880088] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JQC.txt
[2025-11-27T19:51:48.880256] [INFO ] [sig       ] [1827/3661] Completed JQC in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:48.880310] [INFO ] [sig       ] [1828/3661] Forecasting JRI...
[2025-11-27T19:51:48.880349] [INFO ] [sig       ] Generating forecast for: JRI
[2025-11-27T19:51:48.880439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-11-27T19:51:48.891243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-11-27T19:51:48.891560] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-11-27T19:51:48.892333] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-11-27T19:51:48.892396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:48.892445] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:48.892490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:48.892566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:48.949957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:48.950727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:48.950822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:48.950867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:49.067124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:49.067286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:49.067335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:49.067371] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:49.070833] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-11-27T19:51:49.071124] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-11-27T19:51:49.071260] [INFO ] [sig       ] JRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:49.219228] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JRI.txt
[2025-11-27T19:51:49.219390] [INFO ] [sig       ] [1828/3661] Completed JRI in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:49.219445] [INFO ] [sig       ] [1829/3661] Forecasting JRS...
[2025-11-27T19:51:49.219499] [INFO ] [sig       ] Generating forecast for: JRS
[2025-11-27T19:51:49.219532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-11-27T19:51:49.229982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-11-27T19:51:49.230282] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-11-27T19:51:49.231130] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-11-27T19:51:49.231194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:49.231236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:49.231279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:49.231382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:49.289186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:49.289891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:49.289979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:49.290032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:49.404148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:49.404305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:49.404353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:49.404386] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:49.407623] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-11-27T19:51:49.407901] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-11-27T19:51:49.408030] [INFO ] [sig       ] JRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:49.548197] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JRS.txt
[2025-11-27T19:51:49.548347] [INFO ] [sig       ] [1829/3661] Completed JRS in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:49.548398] [INFO ] [sig       ] [1830/3661] Forecasting JSM...
[2025-11-27T19:51:49.548482] [INFO ] [sig       ] Generating forecast for: JSM
[2025-11-27T19:51:49.548519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-11-27T19:51:49.571492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-11-27T19:51:49.571869] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-11-27T19:51:49.572663] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-11-27T19:51:49.572726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:49.572768] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:49.572804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:49.572944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:49.628409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:49.629109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:49.629196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:49.629246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:49.740327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:49.740487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:49.740534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:49.740567] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:49.743873] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-11-27T19:51:49.744170] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-11-27T19:51:49.744303] [INFO ] [sig       ] JSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:49.880778] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JSM.txt
[2025-11-27T19:51:49.880922] [INFO ] [sig       ] [1830/3661] Completed JSM in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:49.880973] [INFO ] [sig       ] [1831/3661] Forecasting JSMD...
[2025-11-27T19:51:49.881010] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-11-27T19:51:49.881054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-11-27T19:51:49.891645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-11-27T19:51:49.891958] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-11-27T19:51:49.892775] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-11-27T19:51:49.892838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:49.892884] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:49.892927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:49.893004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:49.952461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:49.953139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:49.953226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:49.953267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:50.075315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:50.075455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:50.075504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:50.075542] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:50.078952] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-11-27T19:51:50.079233] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-11-27T19:51:50.079373] [INFO ] [sig       ] JSMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:50.219212] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JSMD.txt
[2025-11-27T19:51:50.219358] [INFO ] [sig       ] [1831/3661] Completed JSMD in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:50.219408] [INFO ] [sig       ] [1832/3661] Forecasting JSML...
[2025-11-27T19:51:50.219445] [INFO ] [sig       ] Generating forecast for: JSML
[2025-11-27T19:51:50.219498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-11-27T19:51:50.230128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-11-27T19:51:50.230452] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-11-27T19:51:50.231231] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-11-27T19:51:50.231294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:50.231341] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:50.231385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:50.231460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:50.286208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:50.286848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:50.286934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:50.286981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:50.401456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:50.401651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:50.401700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:50.401738] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:50.405011] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-11-27T19:51:50.405291] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-11-27T19:51:50.405429] [INFO ] [sig       ] JSML: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:50.583186] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JSML.txt
[2025-11-27T19:51:50.583345] [INFO ] [sig       ] [1832/3661] Completed JSML in 0.4s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:50.583408] [INFO ] [sig       ] [1833/3661] Forecasting JTAI...
[2025-11-27T19:51:50.583517] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-11-27T19:51:50.583611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-11-27T19:51:50.594426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-11-27T19:51:50.594791] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-11-27T19:51:50.595629] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-11-27T19:51:50.595692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:50.595734] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:50.595770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:50.595834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:50.652038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:50.652732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:50.652821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:50.652864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:50.770689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:50.770838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:50.770889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:50.770929] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:50.774129] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=73.33%)
[2025-11-27T19:51:50.774404] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-11-27T19:51:50.774538] [INFO ] [sig       ] JTAI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:50.920293] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JTAI.txt
[2025-11-27T19:51:50.920494] [INFO ] [sig       ] [1833/3661] Completed JTAI in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:50.920620] [INFO ] [sig       ] [1834/3661] Forecasting JTEK...
[2025-11-27T19:51:50.920681] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-11-27T19:51:50.920736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-11-27T19:51:50.932215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-11-27T19:51:50.932591] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-11-27T19:51:50.933426] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-11-27T19:51:50.933495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:50.933540] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:50.933603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:50.933704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:50.991461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:50.992428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:50.992524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:50.992569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:51.121558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:51.121739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:51.121789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:51.121827] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:51.125094] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-11-27T19:51:51.125369] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-11-27T19:51:51.125501] [INFO ] [sig       ] JTEK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:51.271181] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JTEK.txt
[2025-11-27T19:51:51.271417] [INFO ] [sig       ] [1834/3661] Completed JTEK in 0.4s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:51.271482] [INFO ] [sig       ] [1835/3661] Forecasting JVA...
[2025-11-27T19:51:51.271557] [INFO ] [sig       ] Generating forecast for: JVA
[2025-11-27T19:51:51.271629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-11-27T19:51:51.286229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-11-27T19:51:51.286775] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-11-27T19:51:51.287849] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-11-27T19:51:51.287919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:51.287962] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:51.288000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:51.288063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:51.343714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:51.344680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:51.344773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:51.344818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:51.462324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:51.462505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:51.462554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:51.462606] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:51.465995] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=50.11%)
[2025-11-27T19:51:51.466277] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-11-27T19:51:51.466410] [INFO ] [sig       ] JVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:51.603549] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/JVA.txt
[2025-11-27T19:51:51.603728] [INFO ] [sig       ] [1835/3661] Completed JVA in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:51.603779] [INFO ] [sig       ] [1836/3661] Forecasting JXN...
[2025-11-27T19:51:51.603817] [INFO ] [sig       ] Generating forecast for: JXN
[2025-11-27T19:51:51.603858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-11-27T19:51:51.614419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-11-27T19:51:51.614732] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-11-27T19:51:51.615557] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-11-27T19:51:51.615655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:51.615705] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:51.615747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:51.615810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:51.670752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:51.671444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:51.671537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:51.671606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:51.795016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:51.795191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:51.795242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:51.795281] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:51.799500] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-11-27T19:51:51.799812] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-11-27T19:51:51.799963] [INFO ] [sig       ] JXN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:51.936330] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/JXN.txt
[2025-11-27T19:51:51.936492] [INFO ] [sig       ] [1836/3661] Completed JXN in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.2m
[2025-11-27T19:51:51.936540] [INFO ] [sig       ] [1837/3661] Forecasting K...
[2025-11-27T19:51:51.936595] [INFO ] [sig       ] Generating forecast for: K
[2025-11-27T19:51:51.936652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-11-27T19:51:51.947362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-11-27T19:51:51.947690] [INFO ] [FORECASTER] Starting predict_future for K
[2025-11-27T19:51:51.948518] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-11-27T19:51:51.948600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:51.948649] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:51.948693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:51.948769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:52.008634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:52.009562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:52.009676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:52.009738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:52.131736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:52.131909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:52.131963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:52.132026] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:52.135388] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-11-27T19:51:52.135700] [INFO ] [FORECASTER] Completed predict_future for K
[2025-11-27T19:51:52.135870] [INFO ] [sig       ] K: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:52.271517] [INFO ] [LOCAL     ] Saved forecast: K	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/K.txt
[2025-11-27T19:51:52.271685] [INFO ] [sig       ] [1837/3661] Completed K in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.1m
[2025-11-27T19:51:52.271772] [INFO ] [sig       ] [1838/3661] Forecasting KAI...
[2025-11-27T19:51:52.271818] [INFO ] [sig       ] Generating forecast for: KAI
[2025-11-27T19:51:52.271902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-11-27T19:51:52.282652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-11-27T19:51:52.282966] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-11-27T19:51:52.283781] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-11-27T19:51:52.283844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:52.283893] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:52.283944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:52.284024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:52.343175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:52.344037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:52.344149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:52.344193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:52.464081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:52.464239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:52.464292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:52.464333] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:52.467652] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2025-11-27T19:51:52.467932] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-11-27T19:51:52.468068] [INFO ] [sig       ] KAI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:52.616070] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KAI.txt
[2025-11-27T19:51:52.616258] [INFO ] [sig       ] [1838/3661] Completed KAI in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.1m
[2025-11-27T19:51:52.616312] [INFO ] [sig       ] [1839/3661] Forecasting KARO...
[2025-11-27T19:51:52.616351] [INFO ] [sig       ] Generating forecast for: KARO
[2025-11-27T19:51:52.616388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-11-27T19:51:52.627611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-11-27T19:51:52.628014] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-11-27T19:51:52.628980] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-11-27T19:51:52.629048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:52.629092] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:52.629125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:52.629195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:52.686888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:52.687735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:52.687826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:52.687867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:52.807650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:52.807818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:52.807866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:52.807903] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:52.811183] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=68.50%)
[2025-11-27T19:51:52.811454] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-11-27T19:51:52.811609] [INFO ] [sig       ] KARO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:52.950825] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KARO.txt
[2025-11-27T19:51:52.950982] [INFO ] [sig       ] [1839/3661] Completed KARO in 0.3s | 3.00 sym/s | Total: 10.2m | ETA: 10.1m
[2025-11-27T19:51:52.951040] [INFO ] [sig       ] [1840/3661] Forecasting KB...
[2025-11-27T19:51:52.951073] [INFO ] [sig       ] Generating forecast for: KB
[2025-11-27T19:51:52.951109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-11-27T19:51:52.961808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-11-27T19:51:52.962139] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-11-27T19:51:52.962938] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-11-27T19:51:52.963001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:52.963054] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:52.963092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:52.963155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:53.034250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:53.035319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:53.035446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:53.035497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:53.163238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:53.163406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:53.163454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:53.163490] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:53.166851] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-11-27T19:51:53.167134] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-11-27T19:51:53.167275] [INFO ] [sig       ] KB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:53.324124] [INFO ] [LOCAL     ] Saved forecast: KB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KB.txt
[2025-11-27T19:51:53.324335] [INFO ] [sig       ] [1840/3661] Completed KB in 0.4s | 3.00 sym/s | Total: 10.2m | ETA: 10.1m
[2025-11-27T19:51:53.324403] [INFO ] [sig       ] [1841/3661] Forecasting KBH...
[2025-11-27T19:51:53.324504] [INFO ] [sig       ] Generating forecast for: KBH
[2025-11-27T19:51:53.324548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-11-27T19:51:53.335585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-11-27T19:51:53.335998] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-11-27T19:51:53.336867] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-11-27T19:51:53.336933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:53.336981] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:53.337026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:53.337109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:53.399696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:53.400813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:53.400911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:53.400955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:53.550063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:53.550282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:53.550355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:53.550411] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:53.555495] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-11-27T19:51:53.555986] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-11-27T19:51:53.556195] [INFO ] [sig       ] KBH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:53.782514] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KBH.txt
[2025-11-27T19:51:53.782780] [INFO ] [sig       ] [1841/3661] Completed KBH in 0.5s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-11-27T19:51:53.782860] [INFO ] [sig       ] [1842/3661] Forecasting KBWB...
[2025-11-27T19:51:53.782908] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-11-27T19:51:53.782954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-11-27T19:51:53.796367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-11-27T19:51:53.796808] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-11-27T19:51:53.797719] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-11-27T19:51:53.797785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:53.797826] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:53.797858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:53.797952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:53.857677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:53.858709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:53.858817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:53.858872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:53.994566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:53.994777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:53.994841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:53.994890] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:53.999442] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-11-27T19:51:53.999864] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-11-27T19:51:54.000062] [INFO ] [sig       ] KBWB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:54.194770] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KBWB.txt
[2025-11-27T19:51:54.195033] [INFO ] [sig       ] [1842/3661] Completed KBWB in 0.4s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:54.195147] [INFO ] [sig       ] [1843/3661] Forecasting KBWD...
[2025-11-27T19:51:54.195211] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-11-27T19:51:54.195272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-11-27T19:51:54.211404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-11-27T19:51:54.211903] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-11-27T19:51:54.213017] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-11-27T19:51:54.213099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:54.213170] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:54.213232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:54.213336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:54.294066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:54.295267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:54.295417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:54.295484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:54.444219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:54.444411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:54.444467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:54.444511] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:54.447957] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-11-27T19:51:54.448722] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-11-27T19:51:54.449113] [INFO ] [sig       ] KBWD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:54.590592] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KBWD.txt
[2025-11-27T19:51:54.590761] [INFO ] [sig       ] [1843/3661] Completed KBWD in 0.4s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:54.590818] [INFO ] [sig       ] [1844/3661] Forecasting KBWP...
[2025-11-27T19:51:54.590877] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-11-27T19:51:54.590912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-11-27T19:51:54.602140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-11-27T19:51:54.602502] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-11-27T19:51:54.603296] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-11-27T19:51:54.603360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:54.603402] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:54.603439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:54.603504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:54.658915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:54.659714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:54.659804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:54.659849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:54.778258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:54.778423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:54.778478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:54.778524] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:54.781832] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-11-27T19:51:54.782100] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-11-27T19:51:54.782230] [INFO ] [sig       ] KBWP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:54.920606] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KBWP.txt
[2025-11-27T19:51:54.920761] [INFO ] [sig       ] [1844/3661] Completed KBWP in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:54.920817] [INFO ] [sig       ] [1845/3661] Forecasting KBWY...
[2025-11-27T19:51:54.920864] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-11-27T19:51:54.920903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-11-27T19:51:54.932147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-11-27T19:51:54.932438] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-11-27T19:51:54.933223] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-11-27T19:51:54.933285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:54.933325] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:54.933361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:54.933425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:54.988792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:54.989366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:54.989461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:54.989503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:55.104971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:55.105143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:55.105197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:55.105236] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:55.108569] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-11-27T19:51:55.108880] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-11-27T19:51:55.109033] [INFO ] [sig       ] KBWY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:55.245188] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KBWY.txt
[2025-11-27T19:51:55.245334] [INFO ] [sig       ] [1845/3661] Completed KBWY in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:55.245383] [INFO ] [sig       ] [1846/3661] Forecasting KC...
[2025-11-27T19:51:55.245421] [INFO ] [sig       ] Generating forecast for: KC
[2025-11-27T19:51:55.245467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-11-27T19:51:55.257253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-11-27T19:51:55.257613] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-11-27T19:51:55.258471] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-11-27T19:51:55.258549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:55.258623] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:55.258670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:55.258738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:55.315645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:55.316506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:55.316640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:55.316695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:55.445195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:55.445375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:55.445426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:55.445467] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:55.451926] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-11-27T19:51:55.452327] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-11-27T19:51:55.452487] [INFO ] [sig       ] KC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:55.590030] [INFO ] [LOCAL     ] Saved forecast: KC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KC.txt
[2025-11-27T19:51:55.590182] [INFO ] [sig       ] [1846/3661] Completed KC in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:55.590233] [INFO ] [sig       ] [1847/3661] Forecasting KD...
[2025-11-27T19:51:55.590272] [INFO ] [sig       ] Generating forecast for: KD
[2025-11-27T19:51:55.590308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-11-27T19:51:55.601178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-11-27T19:51:55.601467] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-11-27T19:51:55.602285] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-11-27T19:51:55.602350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:55.602401] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:55.602447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:55.602536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:55.660375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:55.661283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:55.661378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:55.661423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:55.785252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:55.785419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:55.785470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:55.785528] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:55.788892] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2025-11-27T19:51:55.789183] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-11-27T19:51:55.789319] [INFO ] [sig       ] KD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:55.931759] [INFO ] [LOCAL     ] Saved forecast: KD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KD.txt
[2025-11-27T19:51:55.931933] [INFO ] [sig       ] [1847/3661] Completed KD in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:55.931985] [INFO ] [sig       ] [1848/3661] Forecasting KDP...
[2025-11-27T19:51:55.932026] [INFO ] [sig       ] Generating forecast for: KDP
[2025-11-27T19:51:55.932067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-11-27T19:51:55.943828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-11-27T19:51:55.944144] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-11-27T19:51:55.944938] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-11-27T19:51:55.945000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:55.945037] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:55.945075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:55.945139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:56.001703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:56.002408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:56.002500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:56.002538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:56.124537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:56.124734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:56.124784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:56.124825] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:56.128838] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-11-27T19:51:56.129161] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-11-27T19:51:56.129308] [INFO ] [sig       ] KDP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:56.271765] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KDP.txt
[2025-11-27T19:51:56.271968] [INFO ] [sig       ] [1848/3661] Completed KDP in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:56.272022] [INFO ] [sig       ] [1849/3661] Forecasting KE...
[2025-11-27T19:51:56.272059] [INFO ] [sig       ] Generating forecast for: KE
[2025-11-27T19:51:56.272098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-11-27T19:51:56.283860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-11-27T19:51:56.284225] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-11-27T19:51:56.285101] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-11-27T19:51:56.285165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:56.285211] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:56.285249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:56.285328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:56.340901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:56.341559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:56.341684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:56.341750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:56.460261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:56.460431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:56.460480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:56.460513] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:56.463796] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-11-27T19:51:56.464087] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-11-27T19:51:56.464221] [INFO ] [sig       ] KE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:56.601112] [INFO ] [LOCAL     ] Saved forecast: KE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KE.txt
[2025-11-27T19:51:56.601322] [INFO ] [sig       ] [1849/3661] Completed KE in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:56.601379] [INFO ] [sig       ] [1850/3661] Forecasting KELYA...
[2025-11-27T19:51:56.601430] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-11-27T19:51:56.601483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-11-27T19:51:56.612299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-11-27T19:51:56.612688] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-11-27T19:51:56.613489] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-11-27T19:51:56.613560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:56.613637] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:56.613696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:56.613817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:56.668994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:56.670000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:56.670098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:56.670162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:56.793055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:56.793241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:56.793310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:56.793367] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:56.796854] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=56.50%)
[2025-11-27T19:51:56.797172] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-11-27T19:51:56.797322] [INFO ] [sig       ] KELYA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:56.932765] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KELYA.txt
[2025-11-27T19:51:56.932922] [INFO ] [sig       ] [1850/3661] Completed KELYA in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:56.932984] [INFO ] [sig       ] [1851/3661] Forecasting KEN...
[2025-11-27T19:51:56.933039] [INFO ] [sig       ] Generating forecast for: KEN
[2025-11-27T19:51:56.933093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-11-27T19:51:56.944075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-11-27T19:51:56.944427] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-11-27T19:51:56.945269] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-11-27T19:51:56.945334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:56.945407] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:56.945482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:56.945615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:57.001420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:57.002091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:57.002180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:57.002236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:57.116654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:57.116825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:57.116873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:57.116923] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:57.120252] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-11-27T19:51:57.120533] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-11-27T19:51:57.120694] [INFO ] [sig       ] KEN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:57.262873] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KEN.txt
[2025-11-27T19:51:57.263006] [INFO ] [sig       ] [1851/3661] Completed KEN in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:57.263054] [INFO ] [sig       ] [1852/3661] Forecasting KEP...
[2025-11-27T19:51:57.263088] [INFO ] [sig       ] Generating forecast for: KEP
[2025-11-27T19:51:57.263125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-11-27T19:51:57.274846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-11-27T19:51:57.275219] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-11-27T19:51:57.276076] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-11-27T19:51:57.276146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:57.276207] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:57.276259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:57.276356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:57.332741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:57.333400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:57.333504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:57.333562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:57.450404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:57.450602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:57.450674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:57.450730] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:57.454007] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=73.91%)
[2025-11-27T19:51:57.454343] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-11-27T19:51:57.454504] [INFO ] [sig       ] KEP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:57.592115] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KEP.txt
[2025-11-27T19:51:57.592274] [INFO ] [sig       ] [1852/3661] Completed KEP in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:57.592341] [INFO ] [sig       ] [1853/3661] Forecasting KEX...
[2025-11-27T19:51:57.592418] [INFO ] [sig       ] Generating forecast for: KEX
[2025-11-27T19:51:57.592490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-11-27T19:51:57.603221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-11-27T19:51:57.603527] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-11-27T19:51:57.604348] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-11-27T19:51:57.604411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:57.604456] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:57.604503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:57.604592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:57.660945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:57.661661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:57.661759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:57.661813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:57.780333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:57.780518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:57.780596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:57.780651] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:57.783929] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-11-27T19:51:57.784228] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-11-27T19:51:57.784381] [INFO ] [sig       ] KEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:57.922911] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KEX.txt
[2025-11-27T19:51:57.923089] [INFO ] [sig       ] [1853/3661] Completed KEX in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:57.923164] [INFO ] [sig       ] [1854/3661] Forecasting KEYS...
[2025-11-27T19:51:57.923229] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-11-27T19:51:57.923294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-11-27T19:51:57.934566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-11-27T19:51:57.935015] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-11-27T19:51:57.935865] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-11-27T19:51:57.935938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:57.935994] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:57.936048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:57.936131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:57.991110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:57.991821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:57.991920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:57.991978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:58.111932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:58.112113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:58.112177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:58.112232] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:58.115537] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=57.43%)
[2025-11-27T19:51:58.115865] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-11-27T19:51:58.116038] [INFO ] [sig       ] KEYS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:58.253099] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KEYS.txt
[2025-11-27T19:51:58.253277] [INFO ] [sig       ] [1854/3661] Completed KEYS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:58.253343] [INFO ] [sig       ] [1855/3661] Forecasting KFS...
[2025-11-27T19:51:58.253395] [INFO ] [sig       ] Generating forecast for: KFS
[2025-11-27T19:51:58.253474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-11-27T19:51:58.263704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-11-27T19:51:58.264015] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-11-27T19:51:58.264793] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-11-27T19:51:58.264855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:58.264896] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:58.264933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:58.264997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:58.320293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:58.321158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:58.321253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:58.321296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:58.445504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:58.445687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:58.445739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:58.445776] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:58.449015] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=75.32%)
[2025-11-27T19:51:58.449283] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-11-27T19:51:58.449412] [INFO ] [sig       ] KFS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:58.588146] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KFS.txt
[2025-11-27T19:51:58.588320] [INFO ] [sig       ] [1855/3661] Completed KFS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.1m
[2025-11-27T19:51:58.588371] [INFO ] [sig       ] [1856/3661] Forecasting KFY...
[2025-11-27T19:51:58.588404] [INFO ] [sig       ] Generating forecast for: KFY
[2025-11-27T19:51:58.588449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-11-27T19:51:58.599535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-11-27T19:51:58.599981] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-11-27T19:51:58.600868] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-11-27T19:51:58.600935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:58.600992] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:58.601046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:58.601141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:58.656865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:58.657763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:58.657872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:58.657945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:58.771985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:58.772138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:58.772185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:58.772217] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:58.775418] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-11-27T19:51:58.775722] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-11-27T19:51:58.775866] [INFO ] [sig       ] KFY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:58.914508] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KFY.txt
[2025-11-27T19:51:58.914739] [INFO ] [sig       ] [1856/3661] Completed KFY in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-11-27T19:51:58.914811] [INFO ] [sig       ] [1857/3661] Forecasting KGS...
[2025-11-27T19:51:58.914870] [INFO ] [sig       ] Generating forecast for: KGS
[2025-11-27T19:51:58.914958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-11-27T19:51:58.925961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-11-27T19:51:58.926352] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-11-27T19:51:58.927198] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-11-27T19:51:58.927271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:58.927326] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:58.927379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:58.927461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:58.983552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:58.984409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:58.984515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:58.984592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:59.105926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:59.106073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:59.106119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:59.106153] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:59.109394] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-11-27T19:51:59.109725] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-11-27T19:51:59.109865] [INFO ] [sig       ] KGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:59.248429] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KGS.txt
[2025-11-27T19:51:59.248634] [INFO ] [sig       ] [1857/3661] Completed KGS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-11-27T19:51:59.248702] [INFO ] [sig       ] [1858/3661] Forecasting KHC...
[2025-11-27T19:51:59.248757] [INFO ] [sig       ] Generating forecast for: KHC
[2025-11-27T19:51:59.248828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-11-27T19:51:59.259419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-11-27T19:51:59.259769] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-11-27T19:51:59.260560] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-11-27T19:51:59.260647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:59.260708] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:59.260772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:59.260872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:59.317213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:59.317915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:59.318008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:59.318054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:59.436485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:59.436654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:59.436706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:59.436748] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:59.440078] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-11-27T19:51:59.440397] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-11-27T19:51:59.440535] [INFO ] [sig       ] KHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:51:59.578279] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KHC.txt
[2025-11-27T19:51:59.578437] [INFO ] [sig       ] [1858/3661] Completed KHC in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-11-27T19:51:59.578487] [INFO ] [sig       ] [1859/3661] Forecasting KIDS...
[2025-11-27T19:51:59.578521] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-11-27T19:51:59.578558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-11-27T19:51:59.589376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-11-27T19:51:59.589669] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-11-27T19:51:59.590442] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-11-27T19:51:59.590505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:59.590542] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:59.590607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:59.590683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:59.645123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:59.645729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:59.645814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:59.645856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:51:59.761981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:51:59.762120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:51:59.762167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:51:59.762201] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:51:59.765330] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-11-27T19:51:59.765622] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-11-27T19:51:59.765751] [INFO ] [sig       ] KIDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:51:59.902996] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KIDS.txt
[2025-11-27T19:51:59.903125] [INFO ] [sig       ] [1859/3661] Completed KIDS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-11-27T19:51:59.903172] [INFO ] [sig       ] [1860/3661] Forecasting KIM...
[2025-11-27T19:51:59.903214] [INFO ] [sig       ] Generating forecast for: KIM
[2025-11-27T19:51:59.903253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-11-27T19:51:59.914100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-11-27T19:51:59.914381] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-11-27T19:51:59.915159] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-11-27T19:51:59.915221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:51:59.915257] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:51:59.915294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:51:59.915367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:51:59.969774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:51:59.970355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:51:59.970440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:51:59.970485] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:00.090226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:00.090376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:00.090423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:00.090472] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:00.093640] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-11-27T19:52:00.093921] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-11-27T19:52:00.094052] [INFO ] [sig       ] KIM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:00.227065] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KIM.txt
[2025-11-27T19:52:00.227183] [INFO ] [sig       ] [1860/3661] Completed KIM in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:00.227225] [INFO ] [sig       ] [1861/3661] Forecasting KINS...
[2025-11-27T19:52:00.227266] [INFO ] [sig       ] Generating forecast for: KINS
[2025-11-27T19:52:00.227307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-11-27T19:52:00.237938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-11-27T19:52:00.238249] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-11-27T19:52:00.239014] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-11-27T19:52:00.239076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:00.239117] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:00.239154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:00.239219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:00.296392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:00.297001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:00.297088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:00.297128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:00.413794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:00.413917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:00.413967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:00.414001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:00.417078] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=51.62%)
[2025-11-27T19:52:00.417344] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-11-27T19:52:00.417475] [INFO ] [sig       ] KINS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:00.551817] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KINS.txt
[2025-11-27T19:52:00.551941] [INFO ] [sig       ] [1861/3661] Completed KINS in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:00.551990] [INFO ] [sig       ] [1862/3661] Forecasting KIO...
[2025-11-27T19:52:00.552029] [INFO ] [sig       ] Generating forecast for: KIO
[2025-11-27T19:52:00.552068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-11-27T19:52:00.564219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-11-27T19:52:00.564626] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-11-27T19:52:00.565512] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-11-27T19:52:00.565600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:00.565677] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:00.565732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:00.565843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:00.621630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:00.622611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:00.622700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:00.622751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:00.743460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:00.743640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:00.743703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:00.743751] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:00.746993] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-11-27T19:52:00.747273] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-11-27T19:52:00.747416] [INFO ] [sig       ] KIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:00.884070] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KIO.txt
[2025-11-27T19:52:00.884290] [INFO ] [sig       ] [1862/3661] Completed KIO in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:00.884355] [INFO ] [sig       ] [1863/3661] Forecasting KKRS...
[2025-11-27T19:52:00.884402] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-11-27T19:52:00.884460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-11-27T19:52:00.895293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-11-27T19:52:00.895640] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-11-27T19:52:00.896629] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-11-27T19:52:00.896700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:00.896748] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:00.896788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:00.896857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:00.954963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:00.955698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:00.955795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:00.955843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:01.070952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:01.071133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:01.071200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:01.071256] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:01.074786] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-11-27T19:52:01.075164] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-11-27T19:52:01.075335] [INFO ] [sig       ] KKRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:01.210717] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KKRS.txt
[2025-11-27T19:52:01.211068] [INFO ] [sig       ] [1863/3661] Completed KKRS in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:01.211124] [INFO ] [sig       ] [1864/3661] Forecasting KLAC...
[2025-11-27T19:52:01.211171] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-11-27T19:52:01.211239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-11-27T19:52:01.222861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-11-27T19:52:01.223241] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-11-27T19:52:01.224248] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-11-27T19:52:01.224326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:01.224378] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:01.224425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:01.224505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:01.280054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:01.280708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:01.280797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:01.280846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:01.400949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:01.401104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:01.401177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:01.401240] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:01.404558] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-11-27T19:52:01.404857] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-11-27T19:52:01.405008] [INFO ] [sig       ] KLAC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:01.541011] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KLAC.txt
[2025-11-27T19:52:01.541164] [INFO ] [sig       ] [1864/3661] Completed KLAC in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:01.541245] [INFO ] [sig       ] [1865/3661] Forecasting KLIC...
[2025-11-27T19:52:01.541312] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-11-27T19:52:01.541379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-11-27T19:52:01.554919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-11-27T19:52:01.555372] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-11-27T19:52:01.556429] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-11-27T19:52:01.556507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:01.556565] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:01.556626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:01.556718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:01.618156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:01.619196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:01.619338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:01.619393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:01.750692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:01.750830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:01.750883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:01.750929] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:01.754139] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=24.58%)
[2025-11-27T19:52:01.754424] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-11-27T19:52:01.754566] [INFO ] [sig       ] KLIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:01.888684] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KLIC.txt
[2025-11-27T19:52:01.888853] [INFO ] [sig       ] [1865/3661] Completed KLIC in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:01.888927] [INFO ] [sig       ] [1866/3661] Forecasting KLXE...
[2025-11-27T19:52:01.889002] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-11-27T19:52:01.889053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-11-27T19:52:01.900196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-11-27T19:52:01.900514] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-11-27T19:52:01.901337] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-11-27T19:52:01.901410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:01.901477] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:01.901540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:01.901644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:01.958517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:01.959375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:01.959472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:01.959523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:02.076961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:02.077123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:02.077179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:02.077228] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:02.080551] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-11-27T19:52:02.080858] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-11-27T19:52:02.081010] [INFO ] [sig       ] KLXE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:02.216274] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KLXE.txt
[2025-11-27T19:52:02.216445] [INFO ] [sig       ] [1866/3661] Completed KLXE in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:02.216510] [INFO ] [sig       ] [1867/3661] Forecasting KMB...
[2025-11-27T19:52:02.216567] [INFO ] [sig       ] Generating forecast for: KMB
[2025-11-27T19:52:02.216662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-11-27T19:52:02.227772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-11-27T19:52:02.228155] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-11-27T19:52:02.229029] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-11-27T19:52:02.229093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:02.229138] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:02.229192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:02.229285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:02.285836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:02.286686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:02.286786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:02.286844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:02.404591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:02.404742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:02.404809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:02.404862] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:02.408055] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2025-11-27T19:52:02.408338] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-11-27T19:52:02.408468] [INFO ] [sig       ] KMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:02.547506] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KMB.txt
[2025-11-27T19:52:02.547749] [INFO ] [sig       ] [1867/3661] Completed KMB in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:02.547827] [INFO ] [sig       ] [1868/3661] Forecasting KMDA...
[2025-11-27T19:52:02.547973] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-11-27T19:52:02.548039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-11-27T19:52:02.559460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-11-27T19:52:02.559824] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-11-27T19:52:02.560605] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-11-27T19:52:02.560668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:02.560713] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:02.560750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:02.560814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:02.615476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:02.616110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:02.616196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:02.616238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:02.737370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:02.737503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:02.737552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:02.737606] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:02.740692] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-11-27T19:52:02.740958] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-11-27T19:52:02.741087] [INFO ] [sig       ] KMDA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:02.875233] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KMDA.txt
[2025-11-27T19:52:02.875360] [INFO ] [sig       ] [1868/3661] Completed KMDA in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:02.875403] [INFO ] [sig       ] [1869/3661] Forecasting KMI...
[2025-11-27T19:52:02.875442] [INFO ] [sig       ] Generating forecast for: KMI
[2025-11-27T19:52:02.875480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-11-27T19:52:02.886536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-11-27T19:52:02.886917] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-11-27T19:52:02.887724] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-11-27T19:52:02.887785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:02.887823] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:02.887856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:02.887926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:02.944033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:02.944795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:02.945080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:02.945142] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:03.064129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:03.064321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:03.064383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:03.064434] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:03.067839] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-11-27T19:52:03.068200] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-11-27T19:52:03.068388] [INFO ] [sig       ] KMI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:03.204994] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KMI.txt
[2025-11-27T19:52:03.205143] [INFO ] [sig       ] [1869/3661] Completed KMI in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:03.205193] [INFO ] [sig       ] [1870/3661] Forecasting KMPB...
[2025-11-27T19:52:03.205227] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-11-27T19:52:03.205263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-11-27T19:52:03.216536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-11-27T19:52:03.217015] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-11-27T19:52:03.217874] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-11-27T19:52:03.217939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:03.217984] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:03.218028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:03.218131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:03.273711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:03.274602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:03.274694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:03.274737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:03.388097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:03.388301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:03.388353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:03.388389] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:03.391754] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=88.07%)
[2025-11-27T19:52:03.392044] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-11-27T19:52:03.392179] [INFO ] [sig       ] KMPB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:03.529122] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KMPB.txt
[2025-11-27T19:52:03.529314] [INFO ] [sig       ] [1870/3661] Completed KMPB in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:03.529366] [INFO ] [sig       ] [1871/3661] Forecasting KMX...
[2025-11-27T19:52:03.529399] [INFO ] [sig       ] Generating forecast for: KMX
[2025-11-27T19:52:03.529431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-11-27T19:52:03.540434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-11-27T19:52:03.540795] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-11-27T19:52:03.541595] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-11-27T19:52:03.541657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:03.541698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:03.541734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:03.541798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:03.597151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:03.597977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:03.598068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:03.598181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:03.715816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:03.715938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:03.716005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:03.716056] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:03.719127] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-11-27T19:52:03.719393] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-11-27T19:52:03.719520] [INFO ] [sig       ] KMX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:03.854157] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KMX.txt
[2025-11-27T19:52:03.854287] [INFO ] [sig       ] [1871/3661] Completed KMX in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:03.854337] [INFO ] [sig       ] [1872/3661] Forecasting KN...
[2025-11-27T19:52:03.854376] [INFO ] [sig       ] Generating forecast for: KN
[2025-11-27T19:52:03.854414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-11-27T19:52:03.866208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-11-27T19:52:03.866563] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-11-27T19:52:03.867388] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-11-27T19:52:03.867450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:03.867491] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:03.867527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:03.867605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:03.922686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:03.923603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:03.923695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:03.923743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:04.047410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:04.047645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:04.047719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:04.047778] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:04.051597] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=50.62%)
[2025-11-27T19:52:04.052020] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-11-27T19:52:04.052212] [INFO ] [sig       ] KN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:04.194322] [INFO ] [LOCAL     ] Saved forecast: KN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KN.txt
[2025-11-27T19:52:04.194505] [INFO ] [sig       ] [1872/3661] Completed KN in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:04.194599] [INFO ] [sig       ] [1873/3661] Forecasting KNF...
[2025-11-27T19:52:04.194654] [INFO ] [sig       ] Generating forecast for: KNF
[2025-11-27T19:52:04.194725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-11-27T19:52:04.206009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-11-27T19:52:04.206334] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-11-27T19:52:04.207136] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-11-27T19:52:04.207199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:04.207240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:04.207276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:04.207338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:04.263131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:04.263767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:04.263875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:04.263922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:04.380763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:04.380947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:04.380996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:04.381048] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:04.384390] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=46.55%)
[2025-11-27T19:52:04.384703] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-11-27T19:52:04.384862] [INFO ] [sig       ] KNF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:04.520249] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KNF.txt
[2025-11-27T19:52:04.520412] [INFO ] [sig       ] [1873/3661] Completed KNF in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 10.0m
[2025-11-27T19:52:04.520477] [INFO ] [sig       ] [1874/3661] Forecasting KNOP...
[2025-11-27T19:52:04.520531] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-11-27T19:52:04.520624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-11-27T19:52:04.531787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-11-27T19:52:04.532087] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-11-27T19:52:04.532900] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-11-27T19:52:04.532964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:04.533006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:04.533044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:04.533111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:04.588890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:04.589526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:04.589633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:04.589681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:04.709528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:04.709715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:04.709765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:04.709801] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:04.713030] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-11-27T19:52:04.713309] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-11-27T19:52:04.713440] [INFO ] [sig       ] KNOP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:04.849827] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KNOP.txt
[2025-11-27T19:52:04.850001] [INFO ] [sig       ] [1874/3661] Completed KNOP in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-11-27T19:52:04.850059] [INFO ] [sig       ] [1875/3661] Forecasting KNSA...
[2025-11-27T19:52:04.850106] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-11-27T19:52:04.850176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-11-27T19:52:04.861114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-11-27T19:52:04.861465] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-11-27T19:52:04.862275] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-11-27T19:52:04.862339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:04.862398] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:04.862447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:04.862528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:04.921428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:04.922305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:04.922398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:04.922440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:05.042115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:05.042258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:05.042316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:05.042364] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:05.045591] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-11-27T19:52:05.045883] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-11-27T19:52:05.046027] [INFO ] [sig       ] KNSA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:05.182654] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KNSA.txt
[2025-11-27T19:52:05.182848] [INFO ] [sig       ] [1875/3661] Completed KNSA in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-11-27T19:52:05.182909] [INFO ] [sig       ] [1876/3661] Forecasting KNSL...
[2025-11-27T19:52:05.182949] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-11-27T19:52:05.182988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-11-27T19:52:05.194396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-11-27T19:52:05.194728] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-11-27T19:52:05.195488] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-11-27T19:52:05.195551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:05.195632] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:05.195684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:05.195768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:05.251022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:05.251921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:05.252019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:05.252074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:05.373811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:05.373978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:05.374030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:05.374070] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:05.377384] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-11-27T19:52:05.377721] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-11-27T19:52:05.377871] [INFO ] [sig       ] KNSL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:05.514391] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KNSL.txt
[2025-11-27T19:52:05.514600] [INFO ] [sig       ] [1876/3661] Completed KNSL in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-11-27T19:52:05.514686] [INFO ] [sig       ] [1877/3661] Forecasting KNTK...
[2025-11-27T19:52:05.514737] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-11-27T19:52:05.514781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-11-27T19:52:05.525744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-11-27T19:52:05.526107] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-11-27T19:52:05.526890] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-11-27T19:52:05.526953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:05.526989] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:05.527026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:05.527090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:05.591549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:05.592439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:05.592536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:05.592602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:05.708749] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:05.708918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:05.708974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:05.709012] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:05.712238] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2025-11-27T19:52:05.712514] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-11-27T19:52:05.712664] [INFO ] [sig       ] KNTK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:05.849491] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KNTK.txt
[2025-11-27T19:52:05.849694] [INFO ] [sig       ] [1877/3661] Completed KNTK in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-11-27T19:52:05.849762] [INFO ] [sig       ] [1878/3661] Forecasting KNX...
[2025-11-27T19:52:05.849830] [INFO ] [sig       ] Generating forecast for: KNX
[2025-11-27T19:52:05.849866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-11-27T19:52:05.860665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-11-27T19:52:05.860958] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-11-27T19:52:05.861761] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-11-27T19:52:05.861824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:05.861867] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:05.861903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:05.861970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:05.917193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:05.917818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:05.917906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:05.917950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:06.037188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:06.037361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:06.037405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:06.037447] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:06.040700] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-11-27T19:52:06.040993] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-11-27T19:52:06.041129] [INFO ] [sig       ] KNX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:06.176840] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KNX.txt
[2025-11-27T19:52:06.177016] [INFO ] [sig       ] [1878/3661] Completed KNX in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:06.177074] [INFO ] [sig       ] [1879/3661] Forecasting KOD...
[2025-11-27T19:52:06.177149] [INFO ] [sig       ] Generating forecast for: KOD
[2025-11-27T19:52:06.177199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-11-27T19:52:06.188274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-11-27T19:52:06.188606] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-11-27T19:52:06.189419] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-11-27T19:52:06.189484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:06.189541] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:06.189609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:06.189680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:06.249732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:06.250565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:06.250677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:06.250721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:06.373350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:06.373515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:06.373566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:06.373623] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:06.376970] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=30.38%)
[2025-11-27T19:52:06.377246] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-11-27T19:52:06.377381] [INFO ] [sig       ] KOD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:06.513203] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KOD.txt
[2025-11-27T19:52:06.513407] [INFO ] [sig       ] [1879/3661] Completed KOD in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:06.513469] [INFO ] [sig       ] [1880/3661] Forecasting KODK...
[2025-11-27T19:52:06.513536] [INFO ] [sig       ] Generating forecast for: KODK
[2025-11-27T19:52:06.513599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-11-27T19:52:06.524706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-11-27T19:52:06.525052] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-11-27T19:52:06.525853] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-11-27T19:52:06.525917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:06.525960] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:06.526000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:06.526068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:06.581838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:06.582617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:06.582709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:06.582754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:06.703219] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:06.703383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:06.703431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:06.703471] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:06.706746] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-11-27T19:52:06.707031] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-11-27T19:52:06.707172] [INFO ] [sig       ] KODK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:06.843198] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KODK.txt
[2025-11-27T19:52:06.843387] [INFO ] [sig       ] [1880/3661] Completed KODK in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:06.843444] [INFO ] [sig       ] [1881/3661] Forecasting KOF...
[2025-11-27T19:52:06.843512] [INFO ] [sig       ] Generating forecast for: KOF
[2025-11-27T19:52:06.843559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-11-27T19:52:06.854152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-11-27T19:52:06.854459] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-11-27T19:52:06.855274] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-11-27T19:52:06.855339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:06.855383] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:06.855421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:06.855495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:06.911698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:06.912378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:06.912465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:06.912508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:07.037683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:07.037874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:07.037930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:07.037968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:07.041339] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=57.91%)
[2025-11-27T19:52:07.041624] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-11-27T19:52:07.041755] [INFO ] [sig       ] KOF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:07.176146] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KOF.txt
[2025-11-27T19:52:07.176318] [INFO ] [sig       ] [1881/3661] Completed KOF in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:07.176377] [INFO ] [sig       ] [1882/3661] Forecasting KOP...
[2025-11-27T19:52:07.176443] [INFO ] [sig       ] Generating forecast for: KOP
[2025-11-27T19:52:07.176485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-11-27T19:52:07.187343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-11-27T19:52:07.187661] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-11-27T19:52:07.188461] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-11-27T19:52:07.188527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:07.188589] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:07.188630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:07.188699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:07.244685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:07.245323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:07.245411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:07.245449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:07.363840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:07.364003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:07.364052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:07.364105] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:07.367289] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-11-27T19:52:07.367558] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-11-27T19:52:07.367707] [INFO ] [sig       ] KOP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:07.502646] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KOP.txt
[2025-11-27T19:52:07.502825] [INFO ] [sig       ] [1882/3661] Completed KOP in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:07.502886] [INFO ] [sig       ] [1883/3661] Forecasting KOPN...
[2025-11-27T19:52:07.502935] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-11-27T19:52:07.502973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-11-27T19:52:07.514156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-11-27T19:52:07.514471] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-11-27T19:52:07.515259] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-11-27T19:52:07.515327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:07.515372] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:07.515412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:07.515481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:07.571134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:07.571980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:07.572080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:07.572126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:07.692774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:07.692974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:07.693025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:07.693066] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:07.696454] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=82.58%)
[2025-11-27T19:52:07.696748] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-11-27T19:52:07.696882] [INFO ] [sig       ] KOPN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:07.831409] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KOPN.txt
[2025-11-27T19:52:07.831607] [INFO ] [sig       ] [1883/3661] Completed KOPN in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:07.831660] [INFO ] [sig       ] [1884/3661] Forecasting KOS...
[2025-11-27T19:52:07.831699] [INFO ] [sig       ] Generating forecast for: KOS
[2025-11-27T19:52:07.831736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-11-27T19:52:07.843053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-11-27T19:52:07.843402] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-11-27T19:52:07.844181] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-11-27T19:52:07.844245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:07.844286] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:07.844323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:07.844387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:07.899901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:07.900739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:07.900828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:07.900872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:08.019485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:08.019668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:08.019721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:08.019762] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:08.023035] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-11-27T19:52:08.023312] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-11-27T19:52:08.023449] [INFO ] [sig       ] KOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:08.159643] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KOS.txt
[2025-11-27T19:52:08.159817] [INFO ] [sig       ] [1884/3661] Completed KOS in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:08.159873] [INFO ] [sig       ] [1885/3661] Forecasting KOSS...
[2025-11-27T19:52:08.159911] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-11-27T19:52:08.159950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-11-27T19:52:08.170975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-11-27T19:52:08.171259] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-11-27T19:52:08.172038] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-11-27T19:52:08.172099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:08.172141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:08.172176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:08.172240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:08.227522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:08.228312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:08.228404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:08.228448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:08.346113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:08.346281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:08.346331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:08.346371] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:08.349746] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-11-27T19:52:08.350014] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-11-27T19:52:08.350144] [INFO ] [sig       ] KOSS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:08.487156] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KOSS.txt
[2025-11-27T19:52:08.487325] [INFO ] [sig       ] [1885/3661] Completed KOSS in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:08.487375] [INFO ] [sig       ] [1886/3661] Forecasting KPRX...
[2025-11-27T19:52:08.487440] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-11-27T19:52:08.487479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-11-27T19:52:08.499271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-11-27T19:52:08.499711] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-11-27T19:52:08.500628] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-11-27T19:52:08.500696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:08.500749] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:08.500790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:08.500873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:08.559666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:08.560647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:08.560765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:08.560811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:08.675654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:08.675823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:08.675874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:08.675914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:08.679548] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2025-11-27T19:52:08.679852] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-11-27T19:52:08.680009] [INFO ] [sig       ] KPRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:08.818006] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KPRX.txt
[2025-11-27T19:52:08.818239] [INFO ] [sig       ] [1886/3661] Completed KPRX in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:08.818306] [INFO ] [sig       ] [1887/3661] Forecasting KPTI...
[2025-11-27T19:52:08.818375] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-11-27T19:52:08.818434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-11-27T19:52:08.830174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-11-27T19:52:08.830515] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-11-27T19:52:08.831326] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-11-27T19:52:08.831391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:08.831436] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:08.831475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:08.831541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:08.889267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:08.890088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:08.890186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:08.890230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:09.008424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:09.008620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:09.008673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:09.008713] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:09.012047] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-11-27T19:52:09.012326] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-11-27T19:52:09.012462] [INFO ] [sig       ] KPTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:09.147810] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KPTI.txt
[2025-11-27T19:52:09.147960] [INFO ] [sig       ] [1887/3661] Completed KPTI in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:09.148010] [INFO ] [sig       ] [1888/3661] Forecasting KRC...
[2025-11-27T19:52:09.148049] [INFO ] [sig       ] Generating forecast for: KRC
[2025-11-27T19:52:09.148085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-11-27T19:52:09.159457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-11-27T19:52:09.159759] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-11-27T19:52:09.160531] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-11-27T19:52:09.160625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:09.160669] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:09.160706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:09.160769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:09.217894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:09.218816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:09.218912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:09.218960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:09.344077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:09.344265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:09.344319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:09.344357] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:09.347661] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-11-27T19:52:09.347927] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-11-27T19:52:09.348057] [INFO ] [sig       ] KRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:09.481686] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KRC.txt
[2025-11-27T19:52:09.481829] [INFO ] [sig       ] [1888/3661] Completed KRC in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:09.481878] [INFO ] [sig       ] [1889/3661] Forecasting KREF...
[2025-11-27T19:52:09.481919] [INFO ] [sig       ] Generating forecast for: KREF
[2025-11-27T19:52:09.481965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-11-27T19:52:09.493608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-11-27T19:52:09.493928] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-11-27T19:52:09.494733] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-11-27T19:52:09.494796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:09.494839] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:09.494875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:09.494939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:09.549438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:09.550086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:09.550178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:09.550223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:09.670712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:09.670887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:09.670942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:09.670982] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:09.674352] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-11-27T19:52:09.674657] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-11-27T19:52:09.674804] [INFO ] [sig       ] KREF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:09.811664] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KREF.txt
[2025-11-27T19:52:09.811829] [INFO ] [sig       ] [1889/3661] Completed KREF in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:09.811881] [INFO ] [sig       ] [1890/3661] Forecasting KRG...
[2025-11-27T19:52:09.811925] [INFO ] [sig       ] Generating forecast for: KRG
[2025-11-27T19:52:09.811963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-11-27T19:52:09.823453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-11-27T19:52:09.823838] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-11-27T19:52:09.824656] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-11-27T19:52:09.824720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:09.824769] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:09.824806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:09.824871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:09.882474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:09.883122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:09.883210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:09.883253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:10.002081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:10.002221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:10.002267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:10.002304] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:10.005465] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-11-27T19:52:10.005747] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-11-27T19:52:10.005885] [INFO ] [sig       ] KRG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:10.151144] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KRG.txt
[2025-11-27T19:52:10.151308] [INFO ] [sig       ] [1890/3661] Completed KRG in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:10.151360] [INFO ] [sig       ] [1891/3661] Forecasting KRMD...
[2025-11-27T19:52:10.151398] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-11-27T19:52:10.151455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-11-27T19:52:10.162559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-11-27T19:52:10.162910] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-11-27T19:52:10.163722] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-11-27T19:52:10.163786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:10.163828] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:10.163866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:10.163932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:10.220075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:10.220818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:10.220912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:10.220956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:10.347582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:10.347754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:10.347805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:10.347846] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:10.351138] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-11-27T19:52:10.351422] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-11-27T19:52:10.351560] [INFO ] [sig       ] KRMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:10.491199] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KRMD.txt
[2025-11-27T19:52:10.491379] [INFO ] [sig       ] [1891/3661] Completed KRMD in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.9m
[2025-11-27T19:52:10.491429] [INFO ] [sig       ] [1892/3661] Forecasting KRNY...
[2025-11-27T19:52:10.491465] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-11-27T19:52:10.491521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-11-27T19:52:10.502829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-11-27T19:52:10.503205] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-11-27T19:52:10.504038] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-11-27T19:52:10.504101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:10.504150] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:10.504195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:10.504275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:10.560636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:10.561380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:10.561472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:10.561525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:10.676483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:10.676656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:10.676713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:10.676744] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:10.679993] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=59.38%)
[2025-11-27T19:52:10.680273] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-11-27T19:52:10.680412] [INFO ] [sig       ] KRNY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:10.818281] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KRNY.txt
[2025-11-27T19:52:10.818455] [INFO ] [sig       ] [1892/3661] Completed KRNY in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-11-27T19:52:10.818509] [INFO ] [sig       ] [1893/3661] Forecasting KRO...
[2025-11-27T19:52:10.818557] [INFO ] [sig       ] Generating forecast for: KRO
[2025-11-27T19:52:10.818625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-11-27T19:52:10.829416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-11-27T19:52:10.829729] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-11-27T19:52:10.830543] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-11-27T19:52:10.830622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:10.830665] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:10.830704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:10.830798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:10.887237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:10.887961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:10.888056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:10.888100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:11.008209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:11.008379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:11.008430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:11.008469] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:11.011785] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-11-27T19:52:11.012118] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-11-27T19:52:11.012260] [INFO ] [sig       ] KRO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:11.147862] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KRO.txt
[2025-11-27T19:52:11.148038] [INFO ] [sig       ] [1893/3661] Completed KRO in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-11-27T19:52:11.148088] [INFO ] [sig       ] [1894/3661] Forecasting KROS...
[2025-11-27T19:52:11.148147] [INFO ] [sig       ] Generating forecast for: KROS
[2025-11-27T19:52:11.148196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-11-27T19:52:11.161175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-11-27T19:52:11.161506] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-11-27T19:52:11.162304] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-11-27T19:52:11.162366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:11.162408] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:11.162444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:11.162508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:11.217760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:11.218568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:11.218692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:11.218735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:11.338149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:11.338316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:11.338364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:11.338403] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:11.341674] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-11-27T19:52:11.341946] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-11-27T19:52:11.342075] [INFO ] [sig       ] KROS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:11.487766] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KROS.txt
[2025-11-27T19:52:11.487937] [INFO ] [sig       ] [1894/3661] Completed KROS in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-11-27T19:52:11.488000] [INFO ] [sig       ] [1895/3661] Forecasting KRP...
[2025-11-27T19:52:11.488049] [INFO ] [sig       ] Generating forecast for: KRP
[2025-11-27T19:52:11.488136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-11-27T19:52:11.499858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-11-27T19:52:11.500180] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-11-27T19:52:11.501055] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-11-27T19:52:11.501119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:11.501171] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:11.501218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:11.501300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:11.560047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:11.560860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:11.560954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:11.561010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:11.688868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:11.689066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:11.689118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:11.689183] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:11.692570] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=40.14%)
[2025-11-27T19:52:11.692878] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-11-27T19:52:11.693013] [INFO ] [sig       ] KRP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:11.844696] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KRP.txt
[2025-11-27T19:52:11.844872] [INFO ] [sig       ] [1895/3661] Completed KRP in 0.4s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-11-27T19:52:11.845025] [INFO ] [sig       ] [1896/3661] Forecasting KRRO...
[2025-11-27T19:52:11.845081] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-11-27T19:52:11.845122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-11-27T19:52:11.856633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-11-27T19:52:11.857003] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-11-27T19:52:11.857841] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-11-27T19:52:11.857905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:11.857956] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:11.858002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:11.858084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:11.918327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:11.919346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:11.919469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:11.919554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:12.052436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:12.052628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:12.052712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:12.052763] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:12.056515] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-11-27T19:52:12.056887] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-11-27T19:52:12.057074] [INFO ] [sig       ] KRRO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:12.212783] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KRRO.txt
[2025-11-27T19:52:12.212967] [INFO ] [sig       ] [1896/3661] Completed KRRO in 0.4s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:12.213019] [INFO ] [sig       ] [1897/3661] Forecasting KRUS...
[2025-11-27T19:52:12.213076] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-11-27T19:52:12.213160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-11-27T19:52:12.426867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-11-27T19:52:12.427226] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-11-27T19:52:12.428077] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-11-27T19:52:12.428160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:12.428205] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:12.428244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:12.428308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:12.491171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:12.492047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:12.492152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:12.492196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:12.607142] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:12.607282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:12.607325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:12.607365] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:12.610726] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=98.32%)
[2025-11-27T19:52:12.611007] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-11-27T19:52:12.611143] [INFO ] [sig       ] KRUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:12.757081] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KRUS.txt
[2025-11-27T19:52:12.757224] [INFO ] [sig       ] [1897/3661] Completed KRUS in 0.5s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:12.757274] [INFO ] [sig       ] [1898/3661] Forecasting KRYS...
[2025-11-27T19:52:12.757313] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-11-27T19:52:12.757346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-11-27T19:52:12.769113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-11-27T19:52:12.769505] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-11-27T19:52:12.770351] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-11-27T19:52:12.770419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:12.770463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:12.770505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:12.770586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:12.825748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:12.826603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:12.826695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:12.826737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:12.944081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:12.944247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:12.944308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:12.944363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:12.947667] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-11-27T19:52:12.947951] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-11-27T19:52:12.948096] [INFO ] [sig       ] KRYS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:13.081312] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KRYS.txt
[2025-11-27T19:52:13.081456] [INFO ] [sig       ] [1898/3661] Completed KRYS in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:13.081520] [INFO ] [sig       ] [1899/3661] Forecasting KSCP...
[2025-11-27T19:52:13.081590] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-11-27T19:52:13.081674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-11-27T19:52:13.092042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-11-27T19:52:13.092326] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-11-27T19:52:13.093155] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-11-27T19:52:13.093220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:13.093273] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:13.093312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:13.093380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:13.148438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:13.149271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:13.149358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:13.149394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:13.272162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:13.272311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:13.272360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:13.272395] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:13.275704] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-11-27T19:52:13.275984] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-11-27T19:52:13.276125] [INFO ] [sig       ] KSCP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:13.412382] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KSCP.txt
[2025-11-27T19:52:13.412525] [INFO ] [sig       ] [1899/3661] Completed KSCP in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:13.412586] [INFO ] [sig       ] [1900/3661] Forecasting KSPI...
[2025-11-27T19:52:13.412633] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-11-27T19:52:13.412688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-11-27T19:52:13.422983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-11-27T19:52:13.423296] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-11-27T19:52:13.424143] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-11-27T19:52:13.424214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:13.424274] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:13.424332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:13.424459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:13.479424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:13.480259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:13.480365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:13.480430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:13.598659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:13.598831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:13.598899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:13.598963] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:13.602381] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-11-27T19:52:13.602703] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-11-27T19:52:13.602863] [INFO ] [sig       ] KSPI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:13.737319] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KSPI.txt
[2025-11-27T19:52:13.737480] [INFO ] [sig       ] [1900/3661] Completed KSPI in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:13.737552] [INFO ] [sig       ] [1901/3661] Forecasting KSS...
[2025-11-27T19:52:13.737631] [INFO ] [sig       ] Generating forecast for: KSS
[2025-11-27T19:52:13.737711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-11-27T19:52:13.749015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-11-27T19:52:13.749379] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-11-27T19:52:13.750227] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-11-27T19:52:13.750292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:13.750334] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:13.750374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:13.750450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:13.805879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:13.806515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:13.806619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:13.806670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:13.931065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:13.931232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:13.931280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:13.931315] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:13.934705] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-11-27T19:52:13.935008] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-11-27T19:52:13.935152] [INFO ] [sig       ] KSS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:14.069861] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KSS.txt
[2025-11-27T19:52:14.070024] [INFO ] [sig       ] [1901/3661] Completed KSS in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:14.070095] [INFO ] [sig       ] [1902/3661] Forecasting KTB...
[2025-11-27T19:52:14.070130] [INFO ] [sig       ] Generating forecast for: KTB
[2025-11-27T19:52:14.070190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-11-27T19:52:14.081236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-11-27T19:52:14.081513] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-11-27T19:52:14.082408] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-11-27T19:52:14.082474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:14.082530] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:14.082614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:14.082717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:14.138894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:14.139591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:14.139682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:14.139745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:14.263105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:14.263245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:14.263306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:14.263363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:14.266643] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-11-27T19:52:14.266959] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-11-27T19:52:14.267132] [INFO ] [sig       ] KTB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:14.400490] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KTB.txt
[2025-11-27T19:52:14.400717] [INFO ] [sig       ] [1902/3661] Completed KTB in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:14.400788] [INFO ] [sig       ] [1903/3661] Forecasting KTCC...
[2025-11-27T19:52:14.400854] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-11-27T19:52:14.400895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-11-27T19:52:14.411696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-11-27T19:52:14.412046] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-11-27T19:52:14.412822] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-11-27T19:52:14.412882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:14.412922] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:14.412957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:14.413026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:14.468642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:14.469474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:14.469588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:14.469634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:14.580034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:14.580228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:14.580285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:14.580325] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:14.583930] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2025-11-27T19:52:14.584210] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-11-27T19:52:14.584342] [INFO ] [sig       ] KTCC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:14.725861] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KTCC.txt
[2025-11-27T19:52:14.726015] [INFO ] [sig       ] [1903/3661] Completed KTCC in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:14.726067] [INFO ] [sig       ] [1904/3661] Forecasting KTF...
[2025-11-27T19:52:14.726105] [INFO ] [sig       ] Generating forecast for: KTF
[2025-11-27T19:52:14.726161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-11-27T19:52:14.736790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-11-27T19:52:14.737087] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-11-27T19:52:14.737876] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-11-27T19:52:14.737940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:14.737981] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:14.738025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:14.738102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:14.794406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:14.795058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:14.795146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:14.795191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:14.915594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:14.915757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:14.915807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:14.915845] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:14.919245] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-11-27T19:52:14.919524] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-11-27T19:52:14.919702] [INFO ] [sig       ] KTF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:15.063134] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KTF.txt
[2025-11-27T19:52:15.063293] [INFO ] [sig       ] [1904/3661] Completed KTF in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:15.063344] [INFO ] [sig       ] [1905/3661] Forecasting KTOS...
[2025-11-27T19:52:15.063383] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-11-27T19:52:15.063420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-11-27T19:52:15.073703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-11-27T19:52:15.074079] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-11-27T19:52:15.074916] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-11-27T19:52:15.074982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:15.075026] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:15.075073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:15.075151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:15.132918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:15.133757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:15.133850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:15.133894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:15.250972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:15.251162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:15.251228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:15.251269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:15.255670] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-11-27T19:52:15.256014] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-11-27T19:52:15.256178] [INFO ] [sig       ] KTOS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:15.408896] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KTOS.txt
[2025-11-27T19:52:15.409075] [INFO ] [sig       ] [1905/3661] Completed KTOS in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:15.409136] [INFO ] [sig       ] [1906/3661] Forecasting KURA...
[2025-11-27T19:52:15.409172] [INFO ] [sig       ] Generating forecast for: KURA
[2025-11-27T19:52:15.409211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-11-27T19:52:15.420562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-11-27T19:52:15.420921] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-11-27T19:52:15.421780] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-11-27T19:52:15.421846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:15.421890] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:15.421928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:15.421993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:15.479340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:15.480029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:15.480136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:15.480184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:15.602451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:15.602643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:15.602712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:15.602753] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:15.606063] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=85.57%)
[2025-11-27T19:52:15.606339] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-11-27T19:52:15.606476] [INFO ] [sig       ] KURA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:15.741944] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KURA.txt
[2025-11-27T19:52:15.742124] [INFO ] [sig       ] [1906/3661] Completed KURA in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:15.742173] [INFO ] [sig       ] [1907/3661] Forecasting KVHI...
[2025-11-27T19:52:15.742215] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-11-27T19:52:15.742249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-11-27T19:52:15.753066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-11-27T19:52:15.753397] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-11-27T19:52:15.754204] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-11-27T19:52:15.754265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:15.754306] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:15.754343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:15.754407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:15.809342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:15.809970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:15.810070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:15.810120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:15.924110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:15.924259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:15.924302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:15.924341] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:15.927541] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2025-11-27T19:52:15.927825] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-11-27T19:52:15.927953] [INFO ] [sig       ] KVHI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:16.066409] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KVHI.txt
[2025-11-27T19:52:16.066559] [INFO ] [sig       ] [1907/3661] Completed KVHI in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:16.066626] [INFO ] [sig       ] [1908/3661] Forecasting KVUE...
[2025-11-27T19:52:16.066667] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-11-27T19:52:16.066707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-11-27T19:52:16.077552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-11-27T19:52:16.077857] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-11-27T19:52:16.078655] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-11-27T19:52:16.078717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:16.078758] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:16.078795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:16.078859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:16.133996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:16.134731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:16.134832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:16.134874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:16.248535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:16.248706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:16.248758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:16.248796] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:16.251977] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-11-27T19:52:16.252249] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-11-27T19:52:16.252378] [INFO ] [sig       ] KVUE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:16.401780] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KVUE.txt
[2025-11-27T19:52:16.401961] [INFO ] [sig       ] [1908/3661] Completed KVUE in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:16.402012] [INFO ] [sig       ] [1909/3661] Forecasting KVYO...
[2025-11-27T19:52:16.402052] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-11-27T19:52:16.402112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-11-27T19:52:16.414077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-11-27T19:52:16.414491] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-11-27T19:52:16.415529] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-11-27T19:52:16.415623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:16.415668] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:16.415707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:16.415772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:16.476080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:16.476946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:16.477041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:16.477090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:16.602148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:16.602319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:16.602369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:16.602403] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:16.605737] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-11-27T19:52:16.606016] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-11-27T19:52:16.606150] [INFO ] [sig       ] KVYO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:16.743359] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/KVYO.txt
[2025-11-27T19:52:16.743527] [INFO ] [sig       ] [1909/3661] Completed KVYO in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.8m
[2025-11-27T19:52:16.743596] [INFO ] [sig       ] [1910/3661] Forecasting KYN...
[2025-11-27T19:52:16.743638] [INFO ] [sig       ] Generating forecast for: KYN
[2025-11-27T19:52:16.743678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-11-27T19:52:16.754781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-11-27T19:52:16.755064] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-11-27T19:52:16.755841] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-11-27T19:52:16.755903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:16.755957] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:16.755994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:16.756062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:16.811255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:16.811917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:16.812003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:16.812048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:16.929464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:16.929644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:16.929695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:16.929733] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:16.932945] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=80.22%)
[2025-11-27T19:52:16.933221] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-11-27T19:52:16.933353] [INFO ] [sig       ] KYN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:17.068600] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KYN.txt
[2025-11-27T19:52:17.068744] [INFO ] [sig       ] [1910/3661] Completed KYN in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-11-27T19:52:17.068794] [INFO ] [sig       ] [1911/3661] Forecasting KYTX...
[2025-11-27T19:52:17.068834] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-11-27T19:52:17.068894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-11-27T19:52:17.079774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-11-27T19:52:17.080060] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-11-27T19:52:17.080867] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-11-27T19:52:17.080931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:17.080974] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:17.081012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:17.081077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:17.137182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:17.137862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:17.137949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:17.137993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:17.254082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:17.254261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:17.254310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:17.254350] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:17.257626] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-11-27T19:52:17.257897] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-11-27T19:52:17.258027] [INFO ] [sig       ] KYTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:17.398189] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KYTX.txt
[2025-11-27T19:52:17.398358] [INFO ] [sig       ] [1911/3661] Completed KYTX in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-11-27T19:52:17.398407] [INFO ] [sig       ] [1912/3661] Forecasting KZIA...
[2025-11-27T19:52:17.398442] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-11-27T19:52:17.398486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-11-27T19:52:17.410894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-11-27T19:52:17.411280] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-11-27T19:52:17.412112] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-11-27T19:52:17.412175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:17.412225] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:17.412271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:17.412541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:17.468309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:17.468986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:17.469075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:17.469112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:17.584702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:17.584861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:17.584909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:17.584941] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:17.588216] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-11-27T19:52:17.588508] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-11-27T19:52:17.588660] [INFO ] [sig       ] KZIA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:17.723487] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/KZIA.txt
[2025-11-27T19:52:17.723648] [INFO ] [sig       ] [1912/3661] Completed KZIA in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-11-27T19:52:17.723700] [INFO ] [sig       ] [1913/3661] Forecasting L...
[2025-11-27T19:52:17.723751] [INFO ] [sig       ] Generating forecast for: L
[2025-11-27T19:52:17.723791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-11-27T19:52:17.734969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-11-27T19:52:17.735288] [INFO ] [FORECASTER] Starting predict_future for L
[2025-11-27T19:52:17.736135] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-11-27T19:52:17.736200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:17.736244] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:17.736281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:17.736362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:17.790852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:17.791495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:17.791603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:17.791647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:17.908615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:17.908778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:17.908821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:17.908861] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:17.912104] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-11-27T19:52:17.912387] [INFO ] [FORECASTER] Completed predict_future for L
[2025-11-27T19:52:17.912518] [INFO ] [sig       ] L: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:18.045109] [INFO ] [LOCAL     ] Saved forecast: L	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/L.txt
[2025-11-27T19:52:18.045257] [INFO ] [sig       ] [1913/3661] Completed L in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:18.045321] [INFO ] [sig       ] [1914/3661] Forecasting LAB...
[2025-11-27T19:52:18.045385] [INFO ] [sig       ] Generating forecast for: LAB
[2025-11-27T19:52:18.045540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-11-27T19:52:18.057412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-11-27T19:52:18.057815] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-11-27T19:52:18.058667] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-11-27T19:52:18.058730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:18.058772] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:18.058807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:18.058870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:18.114484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:18.115381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:18.115477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:18.115520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:18.234823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:18.234975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:18.235024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:18.235061] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:18.238492] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2025-11-27T19:52:18.238795] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-11-27T19:52:18.238930] [INFO ] [sig       ] LAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:18.375135] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LAB.txt
[2025-11-27T19:52:18.375332] [INFO ] [sig       ] [1914/3661] Completed LAB in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:18.375393] [INFO ] [sig       ] [1915/3661] Forecasting LAC...
[2025-11-27T19:52:18.375434] [INFO ] [sig       ] Generating forecast for: LAC
[2025-11-27T19:52:18.375474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-11-27T19:52:18.385995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-11-27T19:52:18.386297] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-11-27T19:52:18.387094] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-11-27T19:52:18.387157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:18.387200] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:18.387235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:18.387308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:18.443033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:18.443718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:18.443809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:18.443856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:18.568192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:18.568360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:18.568416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:18.568451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:18.571738] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-11-27T19:52:18.572026] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-11-27T19:52:18.572161] [INFO ] [sig       ] LAC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:18.709540] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LAC.txt
[2025-11-27T19:52:18.709713] [INFO ] [sig       ] [1915/3661] Completed LAC in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:18.709760] [INFO ] [sig       ] [1916/3661] Forecasting LAD...
[2025-11-27T19:52:18.709803] [INFO ] [sig       ] Generating forecast for: LAD
[2025-11-27T19:52:18.709864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-11-27T19:52:18.719694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-11-27T19:52:18.719966] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-11-27T19:52:18.720770] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-11-27T19:52:18.720834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:18.720876] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:18.720913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:18.720980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:18.776262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:18.776897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:18.776985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:18.777027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:18.889738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:18.889889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:18.889938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:18.889972] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:18.893270] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-11-27T19:52:18.893556] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-11-27T19:52:18.893717] [INFO ] [sig       ] LAD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:19.033456] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LAD.txt
[2025-11-27T19:52:19.033637] [INFO ] [sig       ] [1916/3661] Completed LAD in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:19.033707] [INFO ] [sig       ] [1917/3661] Forecasting LAES...
[2025-11-27T19:52:19.033763] [INFO ] [sig       ] Generating forecast for: LAES
[2025-11-27T19:52:19.033802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-11-27T19:52:19.044644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-11-27T19:52:19.044942] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-11-27T19:52:19.045756] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-11-27T19:52:19.045819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:19.045862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:19.045897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:19.045960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:19.102853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:19.103516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:19.103620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:19.103667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:19.216370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:19.216521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:19.216587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:19.216627] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:19.219960] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-11-27T19:52:19.220241] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-11-27T19:52:19.220381] [INFO ] [sig       ] LAES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:19.355176] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LAES.txt
[2025-11-27T19:52:19.355318] [INFO ] [sig       ] [1917/3661] Completed LAES in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:19.355367] [INFO ] [sig       ] [1918/3661] Forecasting LAKE...
[2025-11-27T19:52:19.355404] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-11-27T19:52:19.355440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-11-27T19:52:19.366146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-11-27T19:52:19.366437] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-11-27T19:52:19.367266] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-11-27T19:52:19.367332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:19.367388] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:19.367443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:19.367540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:19.425212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:19.425908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:19.425998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:19.426049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:19.540708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:19.540877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:19.540954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:19.541011] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:19.544407] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=70.58%)
[2025-11-27T19:52:19.544726] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-11-27T19:52:19.544882] [INFO ] [sig       ] LAKE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:19.678851] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LAKE.txt
[2025-11-27T19:52:19.679038] [INFO ] [sig       ] [1918/3661] Completed LAKE in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:19.679106] [INFO ] [sig       ] [1919/3661] Forecasting LAND...
[2025-11-27T19:52:19.679186] [INFO ] [sig       ] Generating forecast for: LAND
[2025-11-27T19:52:19.679243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-11-27T19:52:19.690142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-11-27T19:52:19.690448] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-11-27T19:52:19.691382] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-11-27T19:52:19.691450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:19.691492] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:19.691527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:19.691615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:19.748297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:19.749064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:19.749159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:19.749213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:19.870884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:19.871051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:19.871097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:19.871132] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:19.874394] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-11-27T19:52:19.874701] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-11-27T19:52:19.874832] [INFO ] [sig       ] LAND: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:20.010384] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LAND.txt
[2025-11-27T19:52:20.010548] [INFO ] [sig       ] [1919/3661] Completed LAND in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:20.010612] [INFO ] [sig       ] [1920/3661] Forecasting LANDO...
[2025-11-27T19:52:20.010686] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-11-27T19:52:20.010747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-11-27T19:52:20.021706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-11-27T19:52:20.022009] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-11-27T19:52:20.022781] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-11-27T19:52:20.022842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:20.022882] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:20.022918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:20.022980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:20.079346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:20.080103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:20.080193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:20.080237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:20.187544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:20.187714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:20.187764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:20.187801] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:20.191134] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-11-27T19:52:20.191423] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-11-27T19:52:20.191559] [INFO ] [sig       ] LANDO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:20.333004] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LANDO.txt
[2025-11-27T19:52:20.333171] [INFO ] [sig       ] [1920/3661] Completed LANDO in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:20.333243] [INFO ] [sig       ] [1921/3661] Forecasting LANDP...
[2025-11-27T19:52:20.333286] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-11-27T19:52:20.333327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-11-27T19:52:20.344250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-11-27T19:52:20.344618] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-11-27T19:52:20.345394] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-11-27T19:52:20.345458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:20.345506] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:20.345549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:20.345657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:20.400217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:20.401056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:20.401148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:20.401199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:20.512293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:20.512462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:20.512511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:20.512548] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:20.515865] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=52.58%)
[2025-11-27T19:52:20.516143] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-11-27T19:52:20.516286] [INFO ] [sig       ] LANDP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:20.651102] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LANDP.txt
[2025-11-27T19:52:20.651249] [INFO ] [sig       ] [1921/3661] Completed LANDP in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:20.651295] [INFO ] [sig       ] [1922/3661] Forecasting LASE...
[2025-11-27T19:52:20.651332] [INFO ] [sig       ] Generating forecast for: LASE
[2025-11-27T19:52:20.651388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-11-27T19:52:20.661919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-11-27T19:52:20.662220] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-11-27T19:52:20.663001] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-11-27T19:52:20.663062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:20.663103] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:20.663138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:20.663200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:20.720140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:20.720949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:20.721044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:20.721091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:20.835915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:20.836094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:20.836144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:20.836183] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:20.840108] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-27T19:52:20.840585] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-11-27T19:52:20.840721] [INFO ] [sig       ] LASE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:20.975945] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LASE.txt
[2025-11-27T19:52:20.976094] [INFO ] [sig       ] [1922/3661] Completed LASE in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:20.976151] [INFO ] [sig       ] [1923/3661] Forecasting LAZ...
[2025-11-27T19:52:20.976202] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-11-27T19:52:20.976241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-11-27T19:52:20.986640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-11-27T19:52:20.986940] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-11-27T19:52:20.987713] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-11-27T19:52:20.987784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:20.987822] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:20.987858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:20.987921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:21.044993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:21.045829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:21.045923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:21.045967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:21.164623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:21.164780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:21.164829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:21.164869] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:21.168359] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-11-27T19:52:21.168672] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-11-27T19:52:21.168807] [INFO ] [sig       ] LAZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:21.307116] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LAZ.txt
[2025-11-27T19:52:21.307275] [INFO ] [sig       ] [1923/3661] Completed LAZ in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:21.307325] [INFO ] [sig       ] [1924/3661] Forecasting LBRDA...
[2025-11-27T19:52:21.307360] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-11-27T19:52:21.307416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-11-27T19:52:21.318096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-11-27T19:52:21.318415] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-11-27T19:52:21.319216] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-11-27T19:52:21.319278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:21.319318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:21.319354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:21.319417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:21.378102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:21.378807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:21.378904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:21.378944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:21.498671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:21.498826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:21.498873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:21.498909] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:21.502156] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-11-27T19:52:21.502426] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-11-27T19:52:21.502558] [INFO ] [sig       ] LBRDA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:21.637784] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LBRDA.txt
[2025-11-27T19:52:21.637929] [INFO ] [sig       ] [1924/3661] Completed LBRDA in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:21.637978] [INFO ] [sig       ] [1925/3661] Forecasting LBRDK...
[2025-11-27T19:52:21.638020] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-11-27T19:52:21.638085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-11-27T19:52:21.649042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-11-27T19:52:21.649357] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-11-27T19:52:21.650139] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-11-27T19:52:21.650201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:21.650240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:21.650275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:21.650339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:21.706095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:21.706966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:21.707056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:21.707096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:21.826389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:21.826545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:21.826609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:21.826646] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:21.830066] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=29.95%)
[2025-11-27T19:52:21.830391] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-11-27T19:52:21.830532] [INFO ] [sig       ] LBRDK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:21.971123] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LBRDK.txt
[2025-11-27T19:52:21.971269] [INFO ] [sig       ] [1925/3661] Completed LBRDK in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:21.971317] [INFO ] [sig       ] [1926/3661] Forecasting LBTYA...
[2025-11-27T19:52:21.971353] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-11-27T19:52:21.971390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-11-27T19:52:21.982216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-11-27T19:52:21.982486] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-11-27T19:52:21.983291] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-11-27T19:52:21.983368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:21.983412] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:21.983447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:21.983511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:22.042994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:22.043763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:22.043852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:22.043889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:22.163822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:22.163969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:22.164014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:22.164049] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:22.167253] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=42.57%)
[2025-11-27T19:52:22.167521] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-11-27T19:52:22.167671] [INFO ] [sig       ] LBTYA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:22.308121] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LBTYA.txt
[2025-11-27T19:52:22.308282] [INFO ] [sig       ] [1926/3661] Completed LBTYA in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:22.308333] [INFO ] [sig       ] [1927/3661] Forecasting LBTYK...
[2025-11-27T19:52:22.308367] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-11-27T19:52:22.308421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-11-27T19:52:22.319038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-11-27T19:52:22.319362] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-11-27T19:52:22.320242] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-11-27T19:52:22.320306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:22.320363] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:22.320416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:22.320509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:22.375491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:22.376190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:22.376288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:22.376350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:22.493409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:22.493586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:22.493655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:22.493712] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:22.496928] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-11-27T19:52:22.497226] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-11-27T19:52:22.497382] [INFO ] [sig       ] LBTYK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:22.631516] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LBTYK.txt
[2025-11-27T19:52:22.631680] [INFO ] [sig       ] [1927/3661] Completed LBTYK in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.7m
[2025-11-27T19:52:22.631738] [INFO ] [sig       ] [1928/3661] Forecasting LC...
[2025-11-27T19:52:22.631791] [INFO ] [sig       ] Generating forecast for: LC
[2025-11-27T19:52:22.631826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-11-27T19:52:22.642259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-11-27T19:52:22.642526] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-11-27T19:52:22.643306] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-11-27T19:52:22.643368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:22.643409] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:22.643445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:22.643506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:22.701513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:22.702324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:22.702420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:22.702460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:22.820803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:22.820953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:22.820999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:22.821034] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:22.824238] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-11-27T19:52:22.824513] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-11-27T19:52:22.824663] [INFO ] [sig       ] LC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:22.963727] [INFO ] [LOCAL     ] Saved forecast: LC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LC.txt
[2025-11-27T19:52:22.963894] [INFO ] [sig       ] [1928/3661] Completed LC in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-11-27T19:52:22.963952] [INFO ] [sig       ] [1929/3661] Forecasting LCFY...
[2025-11-27T19:52:22.963993] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-11-27T19:52:22.964050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-11-27T19:52:22.974874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-11-27T19:52:22.975220] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-11-27T19:52:22.976015] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-11-27T19:52:22.976078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:22.976118] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:22.976153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:22.976216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:23.032563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:23.033369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:23.033461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:23.033504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:23.141683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:23.141846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:23.141898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:23.141935] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:23.145158] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=51.90%)
[2025-11-27T19:52:23.145434] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-11-27T19:52:23.145565] [INFO ] [sig       ] LCFY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:23.278303] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LCFY.txt
[2025-11-27T19:52:23.278458] [INFO ] [sig       ] [1929/3661] Completed LCFY in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-11-27T19:52:23.278506] [INFO ] [sig       ] [1930/3661] Forecasting LCID...
[2025-11-27T19:52:23.278545] [INFO ] [sig       ] Generating forecast for: LCID
[2025-11-27T19:52:23.278620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-11-27T19:52:23.289460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-11-27T19:52:23.289783] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-11-27T19:52:23.290544] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-11-27T19:52:23.290623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:23.290665] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:23.290701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:23.290766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:23.344759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:23.345385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:23.345472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:23.345515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:23.467698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:23.467858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:23.467906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:23.467944] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:23.471299] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=77.31%)
[2025-11-27T19:52:23.471623] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-11-27T19:52:23.471751] [INFO ] [sig       ] LCID: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:23.605528] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LCID.txt
[2025-11-27T19:52:23.605691] [INFO ] [sig       ] [1930/3661] Completed LCID in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-11-27T19:52:23.605741] [INFO ] [sig       ] [1931/3661] Forecasting LCII...
[2025-11-27T19:52:23.605785] [INFO ] [sig       ] Generating forecast for: LCII
[2025-11-27T19:52:23.605824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-11-27T19:52:23.616499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-11-27T19:52:23.616834] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-11-27T19:52:23.617610] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-11-27T19:52:23.617671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:23.617712] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:23.617747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:23.617811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:23.672122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:23.672834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:23.672921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:23.672961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:23.786441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:23.786620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:23.786672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:23.786709] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:23.789915] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-11-27T19:52:23.790183] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-11-27T19:52:23.790314] [INFO ] [sig       ] LCII: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:23.925670] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LCII.txt
[2025-11-27T19:52:23.925840] [INFO ] [sig       ] [1931/3661] Completed LCII in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-11-27T19:52:23.925890] [INFO ] [sig       ] [1932/3661] Forecasting LCNB...
[2025-11-27T19:52:23.925928] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-11-27T19:52:23.925965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-11-27T19:52:23.937384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-11-27T19:52:23.937759] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-11-27T19:52:23.938666] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-11-27T19:52:23.938728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:23.938769] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:23.938804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:23.938877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:23.996533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:23.997441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:23.997536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:23.997595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:24.110826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:24.111002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:24.111057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:24.111097] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:24.114426] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-11-27T19:52:24.114724] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-11-27T19:52:24.114858] [INFO ] [sig       ] LCNB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:24.250492] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LCNB.txt
[2025-11-27T19:52:24.250662] [INFO ] [sig       ] [1932/3661] Completed LCNB in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:24.250713] [INFO ] [sig       ] [1933/3661] Forecasting LDI...
[2025-11-27T19:52:24.250751] [INFO ] [sig       ] Generating forecast for: LDI
[2025-11-27T19:52:24.250788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-11-27T19:52:24.261780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-11-27T19:52:24.262067] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-11-27T19:52:24.262888] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-11-27T19:52:24.262956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:24.263000] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:24.263052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:24.263118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:24.319813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:24.320510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:24.320618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:24.320664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:24.438961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:24.439122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:24.439173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:24.439212] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:24.442568] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-11-27T19:52:24.442876] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-11-27T19:52:24.443021] [INFO ] [sig       ] LDI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:24.576130] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LDI.txt
[2025-11-27T19:52:24.576263] [INFO ] [sig       ] [1933/3661] Completed LDI in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:24.576310] [INFO ] [sig       ] [1934/3661] Forecasting LDOS...
[2025-11-27T19:52:24.576343] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-11-27T19:52:24.576374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-11-27T19:52:24.587192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-11-27T19:52:24.587477] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-11-27T19:52:24.588268] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-11-27T19:52:24.588348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:24.588390] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:24.588424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:24.588487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:24.643759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:24.644357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:24.644440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:24.644481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:24.758807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:24.758977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:24.759025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:24.759063] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:24.762344] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=53.62%)
[2025-11-27T19:52:24.762656] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-11-27T19:52:24.762792] [INFO ] [sig       ] LDOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:24.897722] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LDOS.txt
[2025-11-27T19:52:24.897864] [INFO ] [sig       ] [1934/3661] Completed LDOS in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:24.897912] [INFO ] [sig       ] [1935/3661] Forecasting LDP...
[2025-11-27T19:52:24.897950] [INFO ] [sig       ] Generating forecast for: LDP
[2025-11-27T19:52:24.897988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-11-27T19:52:24.909043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-11-27T19:52:24.909364] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-11-27T19:52:24.910142] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-11-27T19:52:24.910204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:24.910245] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:24.910287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:24.910352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:24.965457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:24.966207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:24.966299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:24.966343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:25.085603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:25.085763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:25.085811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:25.085849] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:25.089109] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-11-27T19:52:25.089379] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-11-27T19:52:25.089508] [INFO ] [sig       ] LDP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:25.225216] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LDP.txt
[2025-11-27T19:52:25.225357] [INFO ] [sig       ] [1935/3661] Completed LDP in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:25.225405] [INFO ] [sig       ] [1936/3661] Forecasting LDSF...
[2025-11-27T19:52:25.225443] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-11-27T19:52:25.225479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-11-27T19:52:25.236648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-11-27T19:52:25.236975] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-11-27T19:52:25.237793] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-11-27T19:52:25.237855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:25.237896] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:25.237932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:25.237996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:25.294399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:25.295199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:25.295294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:25.295339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:25.411042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:25.411213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:25.411262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:25.411298] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:25.414613] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-11-27T19:52:25.414902] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-11-27T19:52:25.415037] [INFO ] [sig       ] LDSF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:25.556163] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LDSF.txt
[2025-11-27T19:52:25.556373] [INFO ] [sig       ] [1936/3661] Completed LDSF in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:25.556426] [INFO ] [sig       ] [1937/3661] Forecasting LE...
[2025-11-27T19:52:25.556460] [INFO ] [sig       ] Generating forecast for: LE
[2025-11-27T19:52:25.556528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-11-27T19:52:25.568636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-11-27T19:52:25.568976] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-11-27T19:52:25.569829] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-11-27T19:52:25.569891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:25.569933] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:25.569967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:25.570029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:25.625597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:25.626312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:25.626403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:25.626448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:25.746065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:25.746235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:25.746286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:25.746316] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:25.751092] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-11-27T19:52:25.751380] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-11-27T19:52:25.751516] [INFO ] [sig       ] LE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:25.886517] [INFO ] [LOCAL     ] Saved forecast: LE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LE.txt
[2025-11-27T19:52:25.886677] [INFO ] [sig       ] [1937/3661] Completed LE in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:25.886735] [INFO ] [sig       ] [1938/3661] Forecasting LEA...
[2025-11-27T19:52:25.886773] [INFO ] [sig       ] Generating forecast for: LEA
[2025-11-27T19:52:25.886808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-11-27T19:52:25.897714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-11-27T19:52:25.898136] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-11-27T19:52:25.899002] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-11-27T19:52:25.899066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:25.899107] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:25.899143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:25.899206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:25.955204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:25.956055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:25.956153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:25.956194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:26.071194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:26.071367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:26.071427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:26.071474] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:26.074860] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2025-11-27T19:52:26.075158] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-11-27T19:52:26.075312] [INFO ] [sig       ] LEA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:26.213958] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LEA.txt
[2025-11-27T19:52:26.214108] [INFO ] [sig       ] [1938/3661] Completed LEA in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:26.214162] [INFO ] [sig       ] [1939/3661] Forecasting LECO...
[2025-11-27T19:52:26.214207] [INFO ] [sig       ] Generating forecast for: LECO
[2025-11-27T19:52:26.214275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-11-27T19:52:26.224981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-11-27T19:52:26.225299] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-11-27T19:52:26.226086] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-11-27T19:52:26.226148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:26.226182] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:26.226231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:26.226314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:26.283838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:26.284598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:26.284685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:26.284732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:26.405821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:26.405976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:26.406025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:26.406062] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:26.409488] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-11-27T19:52:26.409829] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-11-27T19:52:26.409974] [INFO ] [sig       ] LECO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:26.550469] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LECO.txt
[2025-11-27T19:52:26.550630] [INFO ] [sig       ] [1939/3661] Completed LECO in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:26.550689] [INFO ] [sig       ] [1940/3661] Forecasting LEG...
[2025-11-27T19:52:26.550737] [INFO ] [sig       ] Generating forecast for: LEG
[2025-11-27T19:52:26.550785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-11-27T19:52:26.561759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-11-27T19:52:26.562054] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-11-27T19:52:26.562849] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-11-27T19:52:26.562910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:26.562950] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:26.562986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:26.563048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:26.619639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:26.620353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:26.620441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:26.620484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:26.737405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:26.737603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:26.737671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:26.737724] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:26.741104] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2025-11-27T19:52:26.741394] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-11-27T19:52:26.741551] [INFO ] [sig       ] LEG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:26.879969] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LEG.txt
[2025-11-27T19:52:26.880125] [INFO ] [sig       ] [1940/3661] Completed LEG in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:26.880189] [INFO ] [sig       ] [1941/3661] Forecasting LEGH...
[2025-11-27T19:52:26.880246] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-11-27T19:52:26.880328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-11-27T19:52:26.891361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-11-27T19:52:26.891661] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-11-27T19:52:26.892432] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-11-27T19:52:26.892496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:26.892537] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:26.892598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:26.892672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:26.947733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:26.948562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:26.948668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:26.948720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:27.064125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:27.064288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:27.064369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:27.064421] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:27.067662] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-11-27T19:52:27.067945] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-11-27T19:52:27.068088] [INFO ] [sig       ] LEGH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:27.206159] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LEGH.txt
[2025-11-27T19:52:27.206340] [INFO ] [sig       ] [1941/3661] Completed LEGH in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:27.206391] [INFO ] [sig       ] [1942/3661] Forecasting LEGN...
[2025-11-27T19:52:27.206432] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-11-27T19:52:27.206471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-11-27T19:52:27.217476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-11-27T19:52:27.217782] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-11-27T19:52:27.218592] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-11-27T19:52:27.218653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:27.218694] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:27.218728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:27.218789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:27.274680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:27.275311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:27.275398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:27.275441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:27.397489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:27.397668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:27.397719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:27.397762] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:27.400993] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2025-11-27T19:52:27.401271] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-11-27T19:52:27.401406] [INFO ] [sig       ] LEGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:27.538725] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LEGN.txt
[2025-11-27T19:52:27.538879] [INFO ] [sig       ] [1942/3661] Completed LEGN in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:27.538930] [INFO ] [sig       ] [1943/3661] Forecasting LEN...
[2025-11-27T19:52:27.538970] [INFO ] [sig       ] Generating forecast for: LEN
[2025-11-27T19:52:27.539024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-11-27T19:52:27.550219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-11-27T19:52:27.550543] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-11-27T19:52:27.551328] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-11-27T19:52:27.551392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:27.551434] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:27.551471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:27.551536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:27.608611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:27.609294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:27.609400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:27.609451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:27.731386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:27.731558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:27.731624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:27.731664] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:27.735067] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-11-27T19:52:27.735352] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-11-27T19:52:27.735488] [INFO ] [sig       ] LEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:27.874273] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LEN.txt
[2025-11-27T19:52:27.874425] [INFO ] [sig       ] [1943/3661] Completed LEN in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:27.874473] [INFO ] [sig       ] [1944/3661] Forecasting LENZ...
[2025-11-27T19:52:27.874528] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-11-27T19:52:27.874564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-11-27T19:52:27.885171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-11-27T19:52:27.885459] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-11-27T19:52:27.886234] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-11-27T19:52:27.886304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:27.886353] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:27.886397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:27.886468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:27.947845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:27.948712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:27.948805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:27.948850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:28.065594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:28.065762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:28.065809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:28.065842] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:28.069070] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-11-27T19:52:28.069367] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-11-27T19:52:28.069506] [INFO ] [sig       ] LENZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:28.205317] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LENZ.txt
[2025-11-27T19:52:28.205478] [INFO ] [sig       ] [1944/3661] Completed LENZ in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:28.205549] [INFO ] [sig       ] [1945/3661] Forecasting LEO...
[2025-11-27T19:52:28.205600] [INFO ] [sig       ] Generating forecast for: LEO
[2025-11-27T19:52:28.205641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-11-27T19:52:28.216221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-11-27T19:52:28.216545] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-11-27T19:52:28.217387] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-11-27T19:52:28.217459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:28.217522] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:28.217567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:28.217662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:28.276594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:28.277323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:28.277414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:28.277458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:28.397609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:28.397774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:28.397826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:28.397868] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:28.401335] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=45.52%)
[2025-11-27T19:52:28.401668] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-11-27T19:52:28.401819] [INFO ] [sig       ] LEO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:28.538646] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LEO.txt
[2025-11-27T19:52:28.538804] [INFO ] [sig       ] [1945/3661] Completed LEO in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.6m
[2025-11-27T19:52:28.538856] [INFO ] [sig       ] [1946/3661] Forecasting LESL...
[2025-11-27T19:52:28.538897] [INFO ] [sig       ] Generating forecast for: LESL
[2025-11-27T19:52:28.538937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-11-27T19:52:28.549892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-11-27T19:52:28.550181] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-11-27T19:52:28.550961] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-11-27T19:52:28.551027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:28.551069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:28.551106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:28.551172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:28.607762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:28.608467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:28.608559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:28.608626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:28.730545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:28.730743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:28.730796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:28.730839] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:28.734144] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-11-27T19:52:28.734459] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-11-27T19:52:28.734617] [INFO ] [sig       ] LESL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:28.874214] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LESL.txt
[2025-11-27T19:52:28.874399] [INFO ] [sig       ] [1946/3661] Completed LESL in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-11-27T19:52:28.874453] [INFO ] [sig       ] [1947/3661] Forecasting LEVI...
[2025-11-27T19:52:28.874516] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-11-27T19:52:28.874556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-11-27T19:52:28.886745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-11-27T19:52:28.887099] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-11-27T19:52:28.887887] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-11-27T19:52:28.887952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:28.887995] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:28.888038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:28.888104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:28.944971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:28.945682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:28.945773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:28.945817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:29.069247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:29.069424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:29.069488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:29.069529] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:29.072962] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-11-27T19:52:29.073245] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-11-27T19:52:29.073381] [INFO ] [sig       ] LEVI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:29.210646] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LEVI.txt
[2025-11-27T19:52:29.210797] [INFO ] [sig       ] [1947/3661] Completed LEVI in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-11-27T19:52:29.210841] [INFO ] [sig       ] [1948/3661] Forecasting LFMD...
[2025-11-27T19:52:29.210883] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-11-27T19:52:29.210925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-11-27T19:52:29.222340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-11-27T19:52:29.222665] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-11-27T19:52:29.223428] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-11-27T19:52:29.223492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:29.223534] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:29.223590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:29.223662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:29.279187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:29.279920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:29.280010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:29.280053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:29.399591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:29.399757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:29.399806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:29.399846] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:29.403047] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2025-11-27T19:52:29.403325] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-11-27T19:52:29.403459] [INFO ] [sig       ] LFMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:29.538970] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LFMD.txt
[2025-11-27T19:52:29.539123] [INFO ] [sig       ] [1948/3661] Completed LFMD in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-11-27T19:52:29.539171] [INFO ] [sig       ] [1949/3661] Forecasting LFUS...
[2025-11-27T19:52:29.539218] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-11-27T19:52:29.539277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-11-27T19:52:29.549760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-11-27T19:52:29.550056] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-11-27T19:52:29.550867] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-11-27T19:52:29.550930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:29.550972] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:29.551008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:29.551070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:29.608308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:29.608956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:29.609048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:29.609087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:29.729353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:29.729531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:29.729597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:29.729638] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:29.732861] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-11-27T19:52:29.733131] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-11-27T19:52:29.733262] [INFO ] [sig       ] LFUS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:29.875220] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LFUS.txt
[2025-11-27T19:52:29.875374] [INFO ] [sig       ] [1949/3661] Completed LFUS in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-11-27T19:52:29.875423] [INFO ] [sig       ] [1950/3661] Forecasting LFVN...
[2025-11-27T19:52:29.875460] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-11-27T19:52:29.875513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-11-27T19:52:29.889911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-11-27T19:52:29.890215] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-11-27T19:52:29.891009] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-11-27T19:52:29.891081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:29.891122] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:29.891158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:29.891251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:29.946283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:29.947142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:29.947233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:29.947285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:30.063547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:30.063709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:30.063769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:30.063810] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:30.067136] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-11-27T19:52:30.067417] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-11-27T19:52:30.067551] [INFO ] [sig       ] LFVN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:30.206552] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LFVN.txt
[2025-11-27T19:52:30.206768] [INFO ] [sig       ] [1950/3661] Completed LFVN in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:30.206851] [INFO ] [sig       ] [1951/3661] Forecasting LGCL...
[2025-11-27T19:52:30.206896] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-11-27T19:52:30.206935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-11-27T19:52:30.217764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-11-27T19:52:30.218187] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-11-27T19:52:30.219053] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-11-27T19:52:30.219117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:30.219157] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:30.219192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:30.219253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:30.274021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:30.274830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:30.274920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:30.274961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:30.388635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:30.388808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:30.388859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:30.388895] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:30.392336] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-11-27T19:52:30.392673] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-11-27T19:52:30.392818] [INFO ] [sig       ] LGCL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:30.525623] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LGCL.txt
[2025-11-27T19:52:30.525783] [INFO ] [sig       ] [1951/3661] Completed LGCL in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:30.525851] [INFO ] [sig       ] [1952/3661] Forecasting LGI...
[2025-11-27T19:52:30.525892] [INFO ] [sig       ] Generating forecast for: LGI
[2025-11-27T19:52:30.525938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-11-27T19:52:30.536424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-11-27T19:52:30.536725] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-11-27T19:52:30.537471] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-11-27T19:52:30.537533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:30.537591] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:30.537630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:30.537697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:30.594263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:30.594923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:30.595011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:30.595054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:30.713316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:30.713488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:30.713536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:30.713606] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:30.716833] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-11-27T19:52:30.717102] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-11-27T19:52:30.717232] [INFO ] [sig       ] LGI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:30.852066] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LGI.txt
[2025-11-27T19:52:30.852224] [INFO ] [sig       ] [1952/3661] Completed LGI in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:30.852302] [INFO ] [sig       ] [1953/3661] Forecasting LGIH...
[2025-11-27T19:52:30.852369] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-11-27T19:52:30.852453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-11-27T19:52:30.863159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-11-27T19:52:30.863477] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-11-27T19:52:30.864418] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-11-27T19:52:30.864482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:30.864524] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:30.864561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:30.864661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:30.921547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:30.922336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:30.922432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:30.922479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:31.036516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:31.036720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:31.036783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:31.036831] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:31.040107] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-11-27T19:52:31.040410] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-11-27T19:52:31.040586] [INFO ] [sig       ] LGIH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:31.175398] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LGIH.txt
[2025-11-27T19:52:31.175593] [INFO ] [sig       ] [1953/3661] Completed LGIH in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:31.175669] [INFO ] [sig       ] [1954/3661] Forecasting LGND...
[2025-11-27T19:52:31.175755] [INFO ] [sig       ] Generating forecast for: LGND
[2025-11-27T19:52:31.175823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-11-27T19:52:31.186793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-11-27T19:52:31.187096] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-11-27T19:52:31.187925] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-11-27T19:52:31.187990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:31.188048] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:31.188104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:31.188231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:31.243196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:31.243899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:31.244003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:31.244062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:31.362121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:31.362272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:31.362320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:31.362356] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:31.365542] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=77.89%)
[2025-11-27T19:52:31.365834] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-11-27T19:52:31.365974] [INFO ] [sig       ] LGND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:31.504992] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LGND.txt
[2025-11-27T19:52:31.505157] [INFO ] [sig       ] [1954/3661] Completed LGND in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:31.505208] [INFO ] [sig       ] [1955/3661] Forecasting LH...
[2025-11-27T19:52:31.505246] [INFO ] [sig       ] Generating forecast for: LH
[2025-11-27T19:52:31.505289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-11-27T19:52:31.516199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-11-27T19:52:31.516483] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-11-27T19:52:31.517309] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-11-27T19:52:31.517379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:31.517441] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:31.517499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:31.517613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:31.573613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:31.574300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:31.574392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:31.574461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:31.699001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:31.699167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:31.699238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:31.699291] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:31.702638] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-11-27T19:52:31.702960] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-11-27T19:52:31.703113] [INFO ] [sig       ] LH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:31.839548] [INFO ] [LOCAL     ] Saved forecast: LH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LH.txt
[2025-11-27T19:52:31.839727] [INFO ] [sig       ] [1955/3661] Completed LH in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:31.839847] [INFO ] [sig       ] [1956/3661] Forecasting LHX...
[2025-11-27T19:52:31.839917] [INFO ] [sig       ] Generating forecast for: LHX
[2025-11-27T19:52:31.839974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-11-27T19:52:31.850601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-11-27T19:52:31.850919] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-11-27T19:52:31.851757] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-11-27T19:52:31.851821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:31.851862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:31.851910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:31.851978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:31.919506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:31.920330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:31.920419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:31.920462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:32.038856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:32.039019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:32.039069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:32.039114] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:32.042428] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-11-27T19:52:32.042731] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-11-27T19:52:32.042867] [INFO ] [sig       ] LHX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:32.178355] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LHX.txt
[2025-11-27T19:52:32.178520] [INFO ] [sig       ] [1956/3661] Completed LHX in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:32.178591] [INFO ] [sig       ] [1957/3661] Forecasting LI...
[2025-11-27T19:52:32.178639] [INFO ] [sig       ] Generating forecast for: LI
[2025-11-27T19:52:32.178683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-11-27T19:52:32.188958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-11-27T19:52:32.189258] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-11-27T19:52:32.190048] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-11-27T19:52:32.190110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:32.190160] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:32.190206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:32.190283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:32.247309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:32.247986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:32.248074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:32.248135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:32.368492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:32.368662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:32.368710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:32.368746] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:32.371943] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-11-27T19:52:32.372221] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-11-27T19:52:32.372362] [INFO ] [sig       ] LI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:32.508707] [INFO ] [LOCAL     ] Saved forecast: LI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LI.txt
[2025-11-27T19:52:32.508844] [INFO ] [sig       ] [1957/3661] Completed LI in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:32.508893] [INFO ] [sig       ] [1958/3661] Forecasting LICN...
[2025-11-27T19:52:32.508931] [INFO ] [sig       ] Generating forecast for: LICN
[2025-11-27T19:52:32.508987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-11-27T19:52:32.519675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-11-27T19:52:32.520004] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-11-27T19:52:32.520850] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-11-27T19:52:32.520913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:32.520953] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:32.520998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:32.521075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:32.577134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:32.577780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:32.577870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:32.577917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:32.697119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:32.697275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:32.697332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:32.697378] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:32.700740] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=32.23%)
[2025-11-27T19:52:32.701030] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-11-27T19:52:32.701173] [INFO ] [sig       ] LICN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:32.837847] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LICN.txt
[2025-11-27T19:52:32.837998] [INFO ] [sig       ] [1958/3661] Completed LICN in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:32.838060] [INFO ] [sig       ] [1959/3661] Forecasting LIF...
[2025-11-27T19:52:32.838118] [INFO ] [sig       ] Generating forecast for: LIF
[2025-11-27T19:52:32.838196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-11-27T19:52:32.848869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-11-27T19:52:32.849179] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-11-27T19:52:32.850045] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-11-27T19:52:32.850110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:32.850153] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:32.850191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:32.850256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:32.913972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:32.914890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:32.914990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:32.915033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:33.038455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:33.038650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:33.038699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:33.038736] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:33.041950] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-11-27T19:52:33.042223] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-11-27T19:52:33.042352] [INFO ] [sig       ] LIF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:33.179966] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LIF.txt
[2025-11-27T19:52:33.180132] [INFO ] [sig       ] [1959/3661] Completed LIF in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:33.180210] [INFO ] [sig       ] [1960/3661] Forecasting LII...
[2025-11-27T19:52:33.180267] [INFO ] [sig       ] Generating forecast for: LII
[2025-11-27T19:52:33.180314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-11-27T19:52:33.190702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-11-27T19:52:33.190989] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-11-27T19:52:33.191762] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-11-27T19:52:33.191824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:33.191864] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:33.191899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:33.191960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:33.247515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:33.248299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:33.248388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:33.248431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:33.366130] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:33.366287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:33.366334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:33.366370] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:33.369613] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2025-11-27T19:52:33.369886] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-11-27T19:52:33.370017] [INFO ] [sig       ] LII: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:33.505442] [INFO ] [LOCAL     ] Saved forecast: LII	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LII.txt
[2025-11-27T19:52:33.505617] [INFO ] [sig       ] [1960/3661] Completed LII in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:33.505685] [INFO ] [sig       ] [1961/3661] Forecasting LILA...
[2025-11-27T19:52:33.505745] [INFO ] [sig       ] Generating forecast for: LILA
[2025-11-27T19:52:33.505790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-11-27T19:52:33.521931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-11-27T19:52:33.522223] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-11-27T19:52:33.522995] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-11-27T19:52:33.523060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:33.523101] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:33.523137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:33.523203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:33.578005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:33.578643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:33.578731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:33.578775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:33.697222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:33.697385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:33.697434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:33.697477] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:33.700766] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=29.88%)
[2025-11-27T19:52:33.701042] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-11-27T19:52:33.701185] [INFO ] [sig       ] LILA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:33.837004] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LILA.txt
[2025-11-27T19:52:33.837170] [INFO ] [sig       ] [1961/3661] Completed LILA in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:33.837229] [INFO ] [sig       ] [1962/3661] Forecasting LILAK...
[2025-11-27T19:52:33.837280] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-11-27T19:52:33.837340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-11-27T19:52:33.848669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-11-27T19:52:33.848962] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-11-27T19:52:33.849762] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-11-27T19:52:33.849827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:33.849869] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:33.849905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:33.849969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:33.908841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:33.909549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:33.909655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:33.909699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:34.032007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:34.032177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:34.032225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:34.032263] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:34.035503] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-11-27T19:52:34.035802] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-11-27T19:52:34.035937] [INFO ] [sig       ] LILAK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:34.172259] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LILAK.txt
[2025-11-27T19:52:34.172403] [INFO ] [sig       ] [1962/3661] Completed LILAK in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:34.172458] [INFO ] [sig       ] [1963/3661] Forecasting LIN...
[2025-11-27T19:52:34.172509] [INFO ] [sig       ] Generating forecast for: LIN
[2025-11-27T19:52:34.172593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-11-27T19:52:34.183391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-11-27T19:52:34.183687] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-11-27T19:52:34.184449] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-11-27T19:52:34.184516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:34.184558] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:34.184616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:34.184689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:34.240616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:34.241258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:34.241346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:34.241390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:34.359001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:34.359190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:34.359242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:34.359283] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:34.362677] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-11-27T19:52:34.362957] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-11-27T19:52:34.363093] [INFO ] [sig       ] LIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:34.544050] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LIN.txt
[2025-11-27T19:52:34.544203] [INFO ] [sig       ] [1963/3661] Completed LIN in 0.4s | 2.99 sym/s | Total: 10.9m | ETA: 9.5m
[2025-11-27T19:52:34.544251] [INFO ] [sig       ] [1964/3661] Forecasting LINC...
[2025-11-27T19:52:34.544289] [INFO ] [sig       ] Generating forecast for: LINC
[2025-11-27T19:52:34.544341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-11-27T19:52:34.555501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-11-27T19:52:34.555845] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-11-27T19:52:34.556727] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-11-27T19:52:34.556799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:34.556865] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:34.556925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:34.557025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:34.613897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:34.614606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:34.614701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:34.614772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:34.731401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:34.731625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:34.731705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:34.731769] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:34.735225] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-11-27T19:52:34.735526] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-11-27T19:52:34.735706] [INFO ] [sig       ] LINC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:34.873461] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LINC.txt
[2025-11-27T19:52:34.873649] [INFO ] [sig       ] [1964/3661] Completed LINC in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-11-27T19:52:34.873717] [INFO ] [sig       ] [1965/3661] Forecasting LIND...
[2025-11-27T19:52:34.873831] [INFO ] [sig       ] Generating forecast for: LIND
[2025-11-27T19:52:34.873911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-11-27T19:52:34.885051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-11-27T19:52:34.885336] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-11-27T19:52:34.886112] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-11-27T19:52:34.886174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:34.886214] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:34.886248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:34.886310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:34.947957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:34.949195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:34.949338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:34.949392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:35.074869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:35.075064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:35.075116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:35.075156] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:35.078501] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-11-27T19:52:35.078797] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-11-27T19:52:35.078930] [INFO ] [sig       ] LIND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:35.215180] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LIND.txt
[2025-11-27T19:52:35.215342] [INFO ] [sig       ] [1965/3661] Completed LIND in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-11-27T19:52:35.215391] [INFO ] [sig       ] [1966/3661] Forecasting LINE...
[2025-11-27T19:52:35.215430] [INFO ] [sig       ] Generating forecast for: LINE
[2025-11-27T19:52:35.215470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-11-27T19:52:35.226505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-11-27T19:52:35.226775] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-11-27T19:52:35.227532] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-11-27T19:52:35.227612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:35.227654] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:35.227690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:35.227755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:35.283002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:35.283607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:35.283694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:35.283736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:35.405368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:35.405544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:35.405610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:35.405650] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:35.408968] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-11-27T19:52:35.409253] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-11-27T19:52:35.409384] [INFO ] [sig       ] LINE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:35.545223] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LINE.txt
[2025-11-27T19:52:35.545384] [INFO ] [sig       ] [1966/3661] Completed LINE in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-11-27T19:52:35.545433] [INFO ] [sig       ] [1967/3661] Forecasting LINK...
[2025-11-27T19:52:35.545472] [INFO ] [sig       ] Generating forecast for: LINK
[2025-11-27T19:52:35.545512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-11-27T19:52:35.557180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-11-27T19:52:35.557519] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-11-27T19:52:35.558371] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-11-27T19:52:35.558434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:35.558476] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:35.558530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:35.558645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:35.614423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:35.615066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:35.615156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:35.615198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:35.732712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:35.732873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:35.732921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:35.732978] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:35.736236] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-11-27T19:52:35.736533] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-11-27T19:52:35.736695] [INFO ] [sig       ] LINK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:35.875253] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LINK.txt
[2025-11-27T19:52:35.875393] [INFO ] [sig       ] [1967/3661] Completed LINK in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-11-27T19:52:35.875437] [INFO ] [sig       ] [1968/3661] Forecasting LITE...
[2025-11-27T19:52:35.875478] [INFO ] [sig       ] Generating forecast for: LITE
[2025-11-27T19:52:35.875521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-11-27T19:52:35.886909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-11-27T19:52:35.887213] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-11-27T19:52:35.888021] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-11-27T19:52:35.888084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:35.888151] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:35.888191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:35.888263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:35.943533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:35.944165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:35.944252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:35.944293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:36.066689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:36.066858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:36.066913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:36.066955] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:36.070232] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-11-27T19:52:36.070531] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-11-27T19:52:36.070701] [INFO ] [sig       ] LITE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:36.208584] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LITE.txt
[2025-11-27T19:52:36.208764] [INFO ] [sig       ] [1968/3661] Completed LITE in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:36.208815] [INFO ] [sig       ] [1969/3661] Forecasting LITM...
[2025-11-27T19:52:36.208854] [INFO ] [sig       ] Generating forecast for: LITM
[2025-11-27T19:52:36.208895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-11-27T19:52:36.219736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-11-27T19:52:36.220074] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-11-27T19:52:36.220871] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-11-27T19:52:36.220947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:36.220990] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:36.221028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:36.221093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:36.276333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:36.277172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:36.277265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:36.277308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:36.397774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:36.397950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:36.397999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:36.398039] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:36.401341] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-11-27T19:52:36.401665] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-11-27T19:52:36.401803] [INFO ] [sig       ] LITM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:36.539997] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LITM.txt
[2025-11-27T19:52:36.540149] [INFO ] [sig       ] [1969/3661] Completed LITM in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:36.540200] [INFO ] [sig       ] [1970/3661] Forecasting LIVN...
[2025-11-27T19:52:36.540241] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-11-27T19:52:36.540282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-11-27T19:52:36.552460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-11-27T19:52:36.552825] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-11-27T19:52:36.553628] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-11-27T19:52:36.553691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:36.553731] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:36.553767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:36.553831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:36.607936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:36.608599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:36.608687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:36.608729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:36.727485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:36.727664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:36.727713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:36.727749] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:36.731052] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2025-11-27T19:52:36.731333] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-11-27T19:52:36.731472] [INFO ] [sig       ] LIVN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:36.866388] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LIVN.txt
[2025-11-27T19:52:36.866545] [INFO ] [sig       ] [1970/3661] Completed LIVN in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:36.866611] [INFO ] [sig       ] [1971/3661] Forecasting LKFN...
[2025-11-27T19:52:36.866649] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-11-27T19:52:36.866703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-11-27T19:52:36.878140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-11-27T19:52:36.878463] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-11-27T19:52:36.879271] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-11-27T19:52:36.879334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:36.879375] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:36.879411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:36.879473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:36.934774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:36.935536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:36.935644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:36.935694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:37.050408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:37.050598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:37.050650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:37.050688] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:37.053913] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-11-27T19:52:37.054181] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-11-27T19:52:37.054310] [INFO ] [sig       ] LKFN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:37.191865] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LKFN.txt
[2025-11-27T19:52:37.192014] [INFO ] [sig       ] [1971/3661] Completed LKFN in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:37.192068] [INFO ] [sig       ] [1972/3661] Forecasting LKQ...
[2025-11-27T19:52:37.192102] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-11-27T19:52:37.192139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-11-27T19:52:37.202454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-11-27T19:52:37.202782] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-11-27T19:52:37.203532] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-11-27T19:52:37.203611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:37.203653] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:37.203689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:37.203750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:37.261432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:37.262155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:37.262245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:37.262288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:37.375967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:37.376146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:37.376194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:37.376233] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:37.379486] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-11-27T19:52:37.379774] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-11-27T19:52:37.379908] [INFO ] [sig       ] LKQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:37.515087] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LKQ.txt
[2025-11-27T19:52:37.515235] [INFO ] [sig       ] [1972/3661] Completed LKQ in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:37.515307] [INFO ] [sig       ] [1973/3661] Forecasting LLY...
[2025-11-27T19:52:37.515348] [INFO ] [sig       ] Generating forecast for: LLY
[2025-11-27T19:52:37.515385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-11-27T19:52:37.525970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-11-27T19:52:37.526271] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-11-27T19:52:37.527069] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-11-27T19:52:37.527131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:37.527180] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:37.527224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:37.527300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:37.582698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:37.583320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:37.583417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:37.583460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:37.703132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:37.703291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:37.703341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:37.703398] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:37.706819] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=85.62%)
[2025-11-27T19:52:37.707109] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-11-27T19:52:37.707253] [INFO ] [sig       ] LLY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:37.851012] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LLY.txt
[2025-11-27T19:52:37.851187] [INFO ] [sig       ] [1973/3661] Completed LLY in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:37.851242] [INFO ] [sig       ] [1974/3661] Forecasting LLYVA...
[2025-11-27T19:52:37.851280] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-11-27T19:52:37.851316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-11-27T19:52:37.861790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-11-27T19:52:37.862066] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-11-27T19:52:37.862844] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-11-27T19:52:37.862905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:37.862946] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:37.862982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:37.863044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:37.918695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:37.919363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:37.919452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:37.919493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:38.036427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:38.036616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:38.036660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:38.036699] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:38.039930] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-11-27T19:52:38.040215] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-11-27T19:52:38.040344] [INFO ] [sig       ] LLYVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:38.174330] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LLYVA.txt
[2025-11-27T19:52:38.174481] [INFO ] [sig       ] [1974/3661] Completed LLYVA in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:38.174529] [INFO ] [sig       ] [1975/3661] Forecasting LLYVK...
[2025-11-27T19:52:38.174565] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-11-27T19:52:38.174624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-11-27T19:52:38.185353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-11-27T19:52:38.185662] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-11-27T19:52:38.186417] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-11-27T19:52:38.186478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:38.186518] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:38.186556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:38.186638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:38.242956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:38.243738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:38.243827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:38.243868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:38.365043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:38.365212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:38.365270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:38.365311] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:38.368700] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-11-27T19:52:38.368977] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-11-27T19:52:38.369118] [INFO ] [sig       ] LLYVK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:38.503853] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LLYVK.txt
[2025-11-27T19:52:38.504011] [INFO ] [sig       ] [1975/3661] Completed LLYVK in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:38.504059] [INFO ] [sig       ] [1976/3661] Forecasting LMB...
[2025-11-27T19:52:38.504096] [INFO ] [sig       ] Generating forecast for: LMB
[2025-11-27T19:52:38.504134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-11-27T19:52:38.514725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-11-27T19:52:38.515011] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-11-27T19:52:38.515815] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-11-27T19:52:38.515876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:38.515917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:38.515966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:38.516041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:38.571813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:38.572472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:38.572590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:38.572642] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:38.692319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:38.692490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:38.692563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:38.692623] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:38.696051] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-11-27T19:52:38.696337] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-11-27T19:52:38.696477] [INFO ] [sig       ] LMB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:38.835077] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LMB.txt
[2025-11-27T19:52:38.835242] [INFO ] [sig       ] [1976/3661] Completed LMB in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:38.835291] [INFO ] [sig       ] [1977/3661] Forecasting LMBS...
[2025-11-27T19:52:38.835328] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-11-27T19:52:38.835366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-11-27T19:52:38.846159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-11-27T19:52:38.846474] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-11-27T19:52:38.847282] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-11-27T19:52:38.847344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:38.847385] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:38.847421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:38.847483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:38.903710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:38.904428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:38.904519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:38.904590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:39.024240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:39.024421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:39.024490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:39.024538] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:39.027924] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-11-27T19:52:39.028261] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-11-27T19:52:39.028414] [INFO ] [sig       ] LMBS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:39.170660] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LMBS.txt
[2025-11-27T19:52:39.170844] [INFO ] [sig       ] [1977/3661] Completed LMBS in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:39.170925] [INFO ] [sig       ] [1978/3661] Forecasting LMND...
[2025-11-27T19:52:39.171018] [INFO ] [sig       ] Generating forecast for: LMND
[2025-11-27T19:52:39.171110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-11-27T19:52:39.182159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-11-27T19:52:39.182513] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-11-27T19:52:39.183371] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-11-27T19:52:39.183439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:39.183493] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:39.183548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:39.183820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:39.239309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:39.240179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:39.240291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:39.240369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:39.360538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:39.360726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:39.360801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:39.360859] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:39.364272] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2025-11-27T19:52:39.364619] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-11-27T19:52:39.364782] [INFO ] [sig       ] LMND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:39.502994] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LMND.txt
[2025-11-27T19:52:39.503172] [INFO ] [sig       ] [1978/3661] Completed LMND in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:39.503270] [INFO ] [sig       ] [1979/3661] Forecasting LNC...
[2025-11-27T19:52:39.503331] [INFO ] [sig       ] Generating forecast for: LNC
[2025-11-27T19:52:39.503419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-11-27T19:52:39.514602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-11-27T19:52:39.514973] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-11-27T19:52:39.515839] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-11-27T19:52:39.515903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:39.515945] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:39.515983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:39.516048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:39.572795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:39.573613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:39.573716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:39.573767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:39.696598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:39.696763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:39.696813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:39.696849] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:39.700214] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=53.34%)
[2025-11-27T19:52:39.700496] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-11-27T19:52:39.700651] [INFO ] [sig       ] LNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:39.837002] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LNC.txt
[2025-11-27T19:52:39.837177] [INFO ] [sig       ] [1979/3661] Completed LNC in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:39.837228] [INFO ] [sig       ] [1980/3661] Forecasting LND...
[2025-11-27T19:52:39.837268] [INFO ] [sig       ] Generating forecast for: LND
[2025-11-27T19:52:39.837325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-11-27T19:52:39.848369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-11-27T19:52:39.848726] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-11-27T19:52:39.849524] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-11-27T19:52:39.849605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:39.849668] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:39.849715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:39.849798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:39.905652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:39.906390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:39.906484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:39.906538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:40.019396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:40.019562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:40.019631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:40.019677] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:40.022992] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-11-27T19:52:40.023283] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-11-27T19:52:40.023428] [INFO ] [sig       ] LND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:40.163070] [INFO ] [LOCAL     ] Saved forecast: LND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LND.txt
[2025-11-27T19:52:40.163236] [INFO ] [sig       ] [1980/3661] Completed LND in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:40.163285] [INFO ] [sig       ] [1981/3661] Forecasting LNG...
[2025-11-27T19:52:40.163323] [INFO ] [sig       ] Generating forecast for: LNG
[2025-11-27T19:52:40.163361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-11-27T19:52:40.174667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-11-27T19:52:40.175013] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-11-27T19:52:40.175834] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-11-27T19:52:40.175895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:40.175937] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:40.175981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:40.176103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:40.233349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:40.234204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:40.234302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:40.234365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:40.352994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:40.353198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:40.353250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:40.353290] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:40.356805] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-11-27T19:52:40.357168] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-11-27T19:52:40.357337] [INFO ] [sig       ] LNG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:40.511608] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LNG.txt
[2025-11-27T19:52:40.511813] [INFO ] [sig       ] [1981/3661] Completed LNG in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.4m
[2025-11-27T19:52:40.511891] [INFO ] [sig       ] [1982/3661] Forecasting LNKB...
[2025-11-27T19:52:40.511936] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-11-27T19:52:40.512040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-11-27T19:52:40.523939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-11-27T19:52:40.524368] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-11-27T19:52:40.525209] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-11-27T19:52:40.525275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:40.525317] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:40.525354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:40.525419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:40.587283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:40.588171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:40.588276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:40.588320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:40.704214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:40.704398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:40.704448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:40.704488] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:40.707774] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-11-27T19:52:40.708048] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-11-27T19:52:40.708203] [INFO ] [sig       ] LNKB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:40.848341] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LNKB.txt
[2025-11-27T19:52:40.848518] [INFO ] [sig       ] [1982/3661] Completed LNKB in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-11-27T19:52:40.848588] [INFO ] [sig       ] [1983/3661] Forecasting LNN...
[2025-11-27T19:52:40.848654] [INFO ] [sig       ] Generating forecast for: LNN
[2025-11-27T19:52:40.848698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-11-27T19:52:40.860590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-11-27T19:52:40.860916] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-11-27T19:52:40.861803] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-11-27T19:52:40.861878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:40.861930] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:40.861977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:40.862044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:40.925250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:40.926208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:40.926303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:40.926348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:41.053093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:41.053278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:41.053329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:41.053369] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:41.057832] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-11-27T19:52:41.058181] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-11-27T19:52:41.058359] [INFO ] [sig       ] LNN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:41.229510] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LNN.txt
[2025-11-27T19:52:41.229721] [INFO ] [sig       ] [1983/3661] Completed LNN in 0.4s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-11-27T19:52:41.229777] [INFO ] [sig       ] [1984/3661] Forecasting LNTH...
[2025-11-27T19:52:41.229823] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-11-27T19:52:41.229863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-11-27T19:52:41.243499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-11-27T19:52:41.243957] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-11-27T19:52:41.244852] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-11-27T19:52:41.244918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:41.244962] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:41.245000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:41.245067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:41.317118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:41.318201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:41.318309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:41.318355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:41.472768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:41.472974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:41.473047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:41.473108] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:41.478183] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-11-27T19:52:41.478623] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-11-27T19:52:41.478819] [INFO ] [sig       ] LNTH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:41.702444] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LNTH.txt
[2025-11-27T19:52:41.702711] [INFO ] [sig       ] [1984/3661] Completed LNTH in 0.5s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-11-27T19:52:41.702773] [INFO ] [sig       ] [1985/3661] Forecasting LNZA...
[2025-11-27T19:52:41.702816] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-11-27T19:52:41.702867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-11-27T19:52:41.716229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-11-27T19:52:41.716749] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-11-27T19:52:41.717784] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-11-27T19:52:41.717855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:41.717898] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:41.717934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:41.718005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:41.781559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:41.782532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:41.782658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:41.782704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:41.918719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:41.918893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:41.918945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:41.918985] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:41.922421] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-11-27T19:52:41.922778] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-11-27T19:52:41.922944] [INFO ] [sig       ] LNZA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:42.078991] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LNZA.txt
[2025-11-27T19:52:42.079210] [INFO ] [sig       ] [1985/3661] Completed LNZA in 0.4s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:42.079271] [INFO ] [sig       ] [1986/3661] Forecasting LOAN...
[2025-11-27T19:52:42.079334] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-11-27T19:52:42.079374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-11-27T19:52:42.092859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-11-27T19:52:42.093314] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-11-27T19:52:42.094335] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-11-27T19:52:42.094411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:42.094465] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:42.094513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:42.094624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:42.158870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:42.159815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:42.159930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:42.159976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:42.281772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:42.281949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:42.282014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:42.282060] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:42.285701] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-11-27T19:52:42.286114] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-11-27T19:52:42.286278] [INFO ] [sig       ] LOAN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:42.438691] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LOAN.txt
[2025-11-27T19:52:42.438878] [INFO ] [sig       ] [1986/3661] Completed LOAN in 0.4s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:42.438951] [INFO ] [sig       ] [1987/3661] Forecasting LOB...
[2025-11-27T19:52:42.439000] [INFO ] [sig       ] Generating forecast for: LOB
[2025-11-27T19:52:42.439043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-11-27T19:52:42.451641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-11-27T19:52:42.451989] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-11-27T19:52:42.452821] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-11-27T19:52:42.452885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:42.452926] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:42.452973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:42.453082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:42.511246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:42.512071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:42.512164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:42.512219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:42.637874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:42.638039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:42.638087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:42.638175] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:42.641620] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-11-27T19:52:42.641949] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-11-27T19:52:42.642092] [INFO ] [sig       ] LOB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:42.782806] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LOB.txt
[2025-11-27T19:52:42.782962] [INFO ] [sig       ] [1987/3661] Completed LOB in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:42.783017] [INFO ] [sig       ] [1988/3661] Forecasting LOCO...
[2025-11-27T19:52:42.783086] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-11-27T19:52:42.783157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-11-27T19:52:42.794185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-11-27T19:52:42.794491] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-11-27T19:52:42.795343] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-11-27T19:52:42.795409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:42.795452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:42.795497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:42.795620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:42.854053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:42.854927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:42.855019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:42.855075] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:42.978210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:42.978385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:42.978435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:42.978474] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:42.981926] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-11-27T19:52:42.982257] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-11-27T19:52:42.982411] [INFO ] [sig       ] LOCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:43.119086] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LOCO.txt
[2025-11-27T19:52:43.119245] [INFO ] [sig       ] [1988/3661] Completed LOCO in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:43.119303] [INFO ] [sig       ] [1989/3661] Forecasting LOGI...
[2025-11-27T19:52:43.119364] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-11-27T19:52:43.119406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-11-27T19:52:43.129921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-11-27T19:52:43.130222] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-11-27T19:52:43.131035] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-11-27T19:52:43.131098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:43.131154] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:43.131191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:43.131279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:43.190660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:43.191415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:43.191506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:43.191570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:43.313975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:43.314134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:43.314182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:43.314245] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:43.317607] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=66.74%)
[2025-11-27T19:52:43.317896] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-11-27T19:52:43.318044] [INFO ] [sig       ] LOGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:43.451857] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LOGI.txt
[2025-11-27T19:52:43.452006] [INFO ] [sig       ] [1989/3661] Completed LOGI in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:43.452056] [INFO ] [sig       ] [1990/3661] Forecasting LOMA...
[2025-11-27T19:52:43.452124] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-11-27T19:52:43.452165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-11-27T19:52:43.462907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-11-27T19:52:43.463200] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-11-27T19:52:43.464081] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-11-27T19:52:43.464150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:43.464194] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:43.464233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:43.464299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:43.520146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:43.520820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:43.520905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:43.520948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:43.640139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:43.640304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:43.640355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:43.640389] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:43.643739] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-11-27T19:52:43.644042] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-11-27T19:52:43.644183] [INFO ] [sig       ] LOMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:43.780244] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LOMA.txt
[2025-11-27T19:52:43.780435] [INFO ] [sig       ] [1990/3661] Completed LOMA in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:43.780493] [INFO ] [sig       ] [1991/3661] Forecasting LOPE...
[2025-11-27T19:52:43.780537] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-11-27T19:52:43.780609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-11-27T19:52:43.792201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-11-27T19:52:43.792636] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-11-27T19:52:43.793468] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-11-27T19:52:43.793533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:43.793598] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:43.793657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:43.793742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:43.851791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:43.852849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:43.852943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:43.852993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:43.980121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:43.980310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:43.980359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:43.980397] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:43.983902] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=74.36%)
[2025-11-27T19:52:43.984273] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-11-27T19:52:43.984424] [INFO ] [sig       ] LOPE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:44.123542] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LOPE.txt
[2025-11-27T19:52:44.123714] [INFO ] [sig       ] [1991/3661] Completed LOPE in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:44.123765] [INFO ] [sig       ] [1992/3661] Forecasting LOVE...
[2025-11-27T19:52:44.123874] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-11-27T19:52:44.123918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-11-27T19:52:44.135548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-11-27T19:52:44.135880] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-11-27T19:52:44.136699] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-11-27T19:52:44.136760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:44.136801] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:44.136834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:44.136899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:44.191207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:44.191826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:44.191911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:44.191952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:44.309590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:44.309741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:44.309787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:44.309824] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:44.313056] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=28.37%)
[2025-11-27T19:52:44.313330] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-11-27T19:52:44.313459] [INFO ] [sig       ] LOVE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:44.446219] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LOVE.txt
[2025-11-27T19:52:44.446340] [INFO ] [sig       ] [1992/3661] Completed LOVE in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:44.446387] [INFO ] [sig       ] [1993/3661] Forecasting LPCN...
[2025-11-27T19:52:44.446432] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-11-27T19:52:44.446474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-11-27T19:52:44.457552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-11-27T19:52:44.457882] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-11-27T19:52:44.458727] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-11-27T19:52:44.458788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:44.458828] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:44.458862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:44.458927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:44.516074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:44.516706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:44.516789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:44.516831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:44.623239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:44.623356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:44.623399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:44.623437] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:44.626474] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=50.06%)
[2025-11-27T19:52:44.626757] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-11-27T19:52:44.626885] [INFO ] [sig       ] LPCN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:44.760554] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LPCN.txt
[2025-11-27T19:52:44.760713] [INFO ] [sig       ] [1993/3661] Completed LPCN in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:44.760764] [INFO ] [sig       ] [1994/3661] Forecasting LPG...
[2025-11-27T19:52:44.760802] [INFO ] [sig       ] Generating forecast for: LPG
[2025-11-27T19:52:44.760866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-11-27T19:52:44.772642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-11-27T19:52:44.773047] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-11-27T19:52:44.773888] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-11-27T19:52:44.773952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:44.774003] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:44.774049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:44.774126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:44.831357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:44.832248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:44.832340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:44.832391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:44.956261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:44.956469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:44.956521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:44.956560] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:44.960072] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-11-27T19:52:44.960378] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-11-27T19:52:44.960532] [INFO ] [sig       ] LPG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:45.104736] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LPG.txt
[2025-11-27T19:52:45.104948] [INFO ] [sig       ] [1994/3661] Completed LPG in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:45.105025] [INFO ] [sig       ] [1995/3661] Forecasting LPL...
[2025-11-27T19:52:45.105096] [INFO ] [sig       ] Generating forecast for: LPL
[2025-11-27T19:52:45.105166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-11-27T19:52:45.118708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-11-27T19:52:45.119084] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-11-27T19:52:45.119899] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-11-27T19:52:45.119963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:45.120009] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:45.120042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:45.120193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:45.174703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:45.175529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:45.175657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:45.175705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:45.294009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:45.294157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:45.294206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:45.294243] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:45.297646] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-11-27T19:52:45.297918] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-11-27T19:52:45.298046] [INFO ] [sig       ] LPL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:45.435408] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LPL.txt
[2025-11-27T19:52:45.435564] [INFO ] [sig       ] [1995/3661] Completed LPL in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:45.435629] [INFO ] [sig       ] [1996/3661] Forecasting LPLA...
[2025-11-27T19:52:45.435669] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-11-27T19:52:45.435729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-11-27T19:52:45.446925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-11-27T19:52:45.447229] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-11-27T19:52:45.448012] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-11-27T19:52:45.448074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:45.448133] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:45.448173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:45.448237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:45.504690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:45.505349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:45.505437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:45.505481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:45.625886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:45.626054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:45.626103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:45.626143] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:45.629631] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-11-27T19:52:45.629991] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-11-27T19:52:45.630179] [INFO ] [sig       ] LPLA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:45.773124] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LPLA.txt
[2025-11-27T19:52:45.773304] [INFO ] [sig       ] [1996/3661] Completed LPLA in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:45.773374] [INFO ] [sig       ] [1997/3661] Forecasting LPRO...
[2025-11-27T19:52:45.773410] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-11-27T19:52:45.773444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-11-27T19:52:45.785621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-11-27T19:52:45.786035] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-11-27T19:52:45.786923] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-11-27T19:52:45.786991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:45.787036] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:45.787075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:45.787141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:45.846965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:45.847878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:45.847973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:45.848018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:45.972982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:45.973153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:45.973205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:45.973248] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:45.976646] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2025-11-27T19:52:45.976929] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-11-27T19:52:45.977067] [INFO ] [sig       ] LPRO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:46.138097] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LPRO.txt
[2025-11-27T19:52:46.138342] [INFO ] [sig       ] [1997/3661] Completed LPRO in 0.4s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:46.138418] [INFO ] [sig       ] [1998/3661] Forecasting LPSN...
[2025-11-27T19:52:46.138464] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-11-27T19:52:46.138506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-11-27T19:52:46.150132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-11-27T19:52:46.150515] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-11-27T19:52:46.151383] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-11-27T19:52:46.151450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:46.151494] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:46.151534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:46.151622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:46.211729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:46.212703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:46.212805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:46.212856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:46.346743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:46.346929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:46.346983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:46.347023] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:46.350436] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-11-27T19:52:46.350796] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-11-27T19:52:46.350951] [INFO ] [sig       ] LPSN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:46.493828] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LPSN.txt
[2025-11-27T19:52:46.494004] [INFO ] [sig       ] [1998/3661] Completed LPSN in 0.4s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:46.494055] [INFO ] [sig       ] [1999/3661] Forecasting LPTH...
[2025-11-27T19:52:46.494096] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-11-27T19:52:46.494137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-11-27T19:52:46.505756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-11-27T19:52:46.506155] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-11-27T19:52:46.507016] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-11-27T19:52:46.507090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:46.507145] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:46.507197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:46.507284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:46.569980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:46.570921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:46.571029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:46.571089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:46.692175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:46.692359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:46.692411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:46.692451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:46.695891] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-11-27T19:52:46.696217] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-11-27T19:52:46.696367] [INFO ] [sig       ] LPTH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:46.837149] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LPTH.txt
[2025-11-27T19:52:46.837324] [INFO ] [sig       ] [1999/3661] Completed LPTH in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.3m
[2025-11-27T19:52:46.837377] [INFO ] [sig       ] [2000/3661] Forecasting LPX...
[2025-11-27T19:52:46.837416] [INFO ] [sig       ] Generating forecast for: LPX
[2025-11-27T19:52:46.837454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-11-27T19:52:46.848784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-11-27T19:52:46.849109] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-11-27T19:52:46.849912] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-11-27T19:52:46.849975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:46.850012] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:46.850048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:46.850149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:46.905510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:46.906315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:46.906409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:46.906461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:47.027869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:47.028044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:47.028095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:47.028148] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:47.031483] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=59.55%)
[2025-11-27T19:52:47.031791] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-11-27T19:52:47.031933] [INFO ] [sig       ] LPX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:47.171038] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LPX.txt
[2025-11-27T19:52:47.171213] [INFO ] [sig       ] [2000/3661] Completed LPX in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-11-27T19:52:47.171260] [INFO ] [sig       ] [2001/3661] Forecasting LQDA...
[2025-11-27T19:52:47.171304] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-11-27T19:52:47.171363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-11-27T19:52:47.183070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-11-27T19:52:47.183396] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-11-27T19:52:47.184180] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-11-27T19:52:47.184246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:47.184295] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:47.184332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:47.184423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:47.240383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:47.240996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:47.241083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:47.241136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:47.360466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:47.360648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:47.360697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:47.360736] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:47.364006] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-11-27T19:52:47.364290] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-11-27T19:52:47.364432] [INFO ] [sig       ] LQDA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:47.500484] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LQDA.txt
[2025-11-27T19:52:47.500644] [INFO ] [sig       ] [2001/3661] Completed LQDA in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-11-27T19:52:47.500695] [INFO ] [sig       ] [2002/3661] Forecasting LRCX...
[2025-11-27T19:52:47.500734] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-11-27T19:52:47.500776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-11-27T19:52:47.512465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-11-27T19:52:47.512830] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-11-27T19:52:47.513633] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-11-27T19:52:47.513695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:47.513744] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:47.513787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:47.513876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:47.570821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:47.571759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:47.571858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:47.571900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:47.696859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:47.697030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:47.697081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:47.697120] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:47.700485] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-11-27T19:52:47.700786] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-11-27T19:52:47.700934] [INFO ] [sig       ] LRCX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:47.848766] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LRCX.txt
[2025-11-27T19:52:47.848950] [INFO ] [sig       ] [2002/3661] Completed LRCX in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-11-27T19:52:47.849020] [INFO ] [sig       ] [2003/3661] Forecasting LRGE...
[2025-11-27T19:52:47.849067] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-11-27T19:52:47.849106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-11-27T19:52:47.860385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-11-27T19:52:47.860733] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-11-27T19:52:47.861488] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-11-27T19:52:47.861551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:47.861608] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:47.861648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:47.861714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:47.917796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:47.918695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:47.918788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:47.918834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:48.034380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:48.034551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:48.034620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:48.034664] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:48.038421] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-11-27T19:52:48.038744] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-11-27T19:52:48.038892] [INFO ] [sig       ] LRGE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:48.194711] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LRGE.txt
[2025-11-27T19:52:48.194877] [INFO ] [sig       ] [2003/3661] Completed LRGE in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:48.194929] [INFO ] [sig       ] [2004/3661] Forecasting LRHC...
[2025-11-27T19:52:48.194970] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-11-27T19:52:48.195010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-11-27T19:52:48.207105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-11-27T19:52:48.207443] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-11-27T19:52:48.208449] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-11-27T19:52:48.208527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:48.208589] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:48.208629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:48.208695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:48.271920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:48.272784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:48.272878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:48.272922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:48.399222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:48.399398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:48.399469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:48.399524] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:48.403145] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-11-27T19:52:48.403450] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-11-27T19:52:48.403616] [INFO ] [sig       ] LRHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:48.554791] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LRHC.txt
[2025-11-27T19:52:48.554997] [INFO ] [sig       ] [2004/3661] Completed LRHC in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:48.555059] [INFO ] [sig       ] [2005/3661] Forecasting LSCC...
[2025-11-27T19:52:48.555142] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-11-27T19:52:48.555194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-11-27T19:52:48.567097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-11-27T19:52:48.567514] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-11-27T19:52:48.568623] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-11-27T19:52:48.568695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:48.568742] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:48.568793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:48.568866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:48.631700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:48.632681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:48.632803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:48.632852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:48.763810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:48.763977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:48.764029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:48.764069] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:48.767599] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-11-27T19:52:48.767885] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-11-27T19:52:48.768027] [INFO ] [sig       ] LSCC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:48.919792] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LSCC.txt
[2025-11-27T19:52:48.919974] [INFO ] [sig       ] [2005/3661] Completed LSCC in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:48.920026] [INFO ] [sig       ] [2006/3661] Forecasting LSPD...
[2025-11-27T19:52:48.920089] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-11-27T19:52:48.920130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-11-27T19:52:48.931960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-11-27T19:52:48.932356] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-11-27T19:52:48.933187] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-11-27T19:52:48.933261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:48.933309] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:48.933351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:48.933432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:48.993081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:48.994036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:48.994135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:48.994180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:49.124723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:49.124897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:49.124956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:49.124996] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:49.128390] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-11-27T19:52:49.128691] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-11-27T19:52:49.128833] [INFO ] [sig       ] LSPD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:49.277871] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LSPD.txt
[2025-11-27T19:52:49.278140] [INFO ] [sig       ] [2006/3661] Completed LSPD in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:49.278223] [INFO ] [sig       ] [2007/3661] Forecasting LTC...
[2025-11-27T19:52:49.278315] [INFO ] [sig       ] Generating forecast for: LTC
[2025-11-27T19:52:49.278384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-11-27T19:52:49.290401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-11-27T19:52:49.290799] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-11-27T19:52:49.291738] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-11-27T19:52:49.291813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:49.291868] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:49.291919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:49.292015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:49.361402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:49.362290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:49.362391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:49.362455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:49.481018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:49.481182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:49.481232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:49.481270] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:49.484634] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-11-27T19:52:49.484910] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-11-27T19:52:49.485047] [INFO ] [sig       ] LTC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:49.629265] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LTC.txt
[2025-11-27T19:52:49.629435] [INFO ] [sig       ] [2007/3661] Completed LTC in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:49.629487] [INFO ] [sig       ] [2008/3661] Forecasting LTH...
[2025-11-27T19:52:49.629528] [INFO ] [sig       ] Generating forecast for: LTH
[2025-11-27T19:52:49.629661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-11-27T19:52:49.640851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-11-27T19:52:49.641194] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-11-27T19:52:49.641995] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-11-27T19:52:49.642057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:49.642097] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:49.642134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:49.642196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:49.696982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:49.697569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:49.697672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:49.697708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:49.815907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:49.816070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:49.816120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:49.816165] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:49.819449] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=48.15%)
[2025-11-27T19:52:49.819739] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-11-27T19:52:49.819874] [INFO ] [sig       ] LTH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:49.953278] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LTH.txt
[2025-11-27T19:52:49.953427] [INFO ] [sig       ] [2008/3661] Completed LTH in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:49.953481] [INFO ] [sig       ] [2009/3661] Forecasting LTRN...
[2025-11-27T19:52:49.953530] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-11-27T19:52:49.953617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-11-27T19:52:49.964368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-11-27T19:52:49.964702] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-11-27T19:52:49.965473] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-11-27T19:52:49.965535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:49.965592] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:49.965631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:49.965694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:50.026059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:50.026822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:50.026913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:50.026955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:50.139897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:50.140257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:50.140305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:50.140343] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:50.143927] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=67.37%)
[2025-11-27T19:52:50.144209] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-11-27T19:52:50.144337] [INFO ] [sig       ] LTRN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:50.281820] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LTRN.txt
[2025-11-27T19:52:50.281979] [INFO ] [sig       ] [2009/3661] Completed LTRN in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:50.282049] [INFO ] [sig       ] [2010/3661] Forecasting LTRX...
[2025-11-27T19:52:50.282110] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-11-27T19:52:50.282145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-11-27T19:52:50.293360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-11-27T19:52:50.293665] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-11-27T19:52:50.294422] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-11-27T19:52:50.294485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:50.294526] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:50.294562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:50.294642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:50.349617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:50.350212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:50.350296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:50.350332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:50.473670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:50.473809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:50.473859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:50.473899] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:50.477198] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-11-27T19:52:50.477512] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-11-27T19:52:50.477692] [INFO ] [sig       ] LTRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:50.622768] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LTRX.txt
[2025-11-27T19:52:50.622946] [INFO ] [sig       ] [2010/3661] Completed LTRX in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:50.623008] [INFO ] [sig       ] [2011/3661] Forecasting LUCD...
[2025-11-27T19:52:50.623053] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-11-27T19:52:50.623097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-11-27T19:52:50.633221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-11-27T19:52:50.633507] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-11-27T19:52:50.634312] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-11-27T19:52:50.634376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:50.634420] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:50.634458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:50.634523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:50.694025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:50.694834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:50.694927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:50.694972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:50.824746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:50.824980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:50.825047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:50.825100] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:50.829255] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-11-27T19:52:50.829610] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-11-27T19:52:50.829770] [INFO ] [sig       ] LUCD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:50.982388] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LUCD.txt
[2025-11-27T19:52:50.982536] [INFO ] [sig       ] [2011/3661] Completed LUCD in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:50.982601] [INFO ] [sig       ] [2012/3661] Forecasting LUCY...
[2025-11-27T19:52:50.982637] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-11-27T19:52:50.982682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-11-27T19:52:50.993068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-11-27T19:52:50.993370] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-11-27T19:52:50.994146] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-11-27T19:52:50.994208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:50.994248] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:50.994284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:50.994346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:51.053158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:51.053970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:51.054063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:51.054110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:51.177181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:51.177354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:51.177413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:51.177452] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:51.181195] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-11-27T19:52:51.181526] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-11-27T19:52:51.181689] [INFO ] [sig       ] LUCY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:51.325941] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LUCY.txt
[2025-11-27T19:52:51.326110] [INFO ] [sig       ] [2012/3661] Completed LUCY in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:51.326161] [INFO ] [sig       ] [2013/3661] Forecasting LUMN...
[2025-11-27T19:52:51.326200] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-11-27T19:52:51.326250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-11-27T19:52:51.337773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-11-27T19:52:51.338254] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-11-27T19:52:51.339157] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-11-27T19:52:51.339225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:51.339270] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:51.339311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:51.339390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:51.401426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:51.402419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:51.402522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:51.402568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:51.527336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:51.527529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:51.527596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:51.527638] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:51.531111] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-11-27T19:52:51.531397] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-11-27T19:52:51.531537] [INFO ] [sig       ] LUMN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:51.667359] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LUMN.txt
[2025-11-27T19:52:51.667535] [INFO ] [sig       ] [2013/3661] Completed LUMN in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:51.667625] [INFO ] [sig       ] [2014/3661] Forecasting LUNG...
[2025-11-27T19:52:51.667665] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-11-27T19:52:51.667701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-11-27T19:52:51.678231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-11-27T19:52:51.678542] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-11-27T19:52:51.679354] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-11-27T19:52:51.679417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:51.679457] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:51.679492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:51.679553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:51.734498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:51.735304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:51.735397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:51.735439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:51.853915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:51.854080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:51.854129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:51.854167] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:51.857442] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-11-27T19:52:51.857755] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-11-27T19:52:51.857899] [INFO ] [sig       ] LUNG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:51.993396] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LUNG.txt
[2025-11-27T19:52:51.993618] [INFO ] [sig       ] [2014/3661] Completed LUNG in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:51.993678] [INFO ] [sig       ] [2015/3661] Forecasting LVHD...
[2025-11-27T19:52:51.993746] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-11-27T19:52:51.993794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-11-27T19:52:52.004535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-11-27T19:52:52.004915] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-11-27T19:52:52.005700] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-11-27T19:52:52.005761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:52.005814] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:52.005854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:52.005936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:52.060800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:52.061558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:52.061668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:52.061710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:52.176628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:52.176801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:52.176850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:52.176892] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:52.180187] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=57.77%)
[2025-11-27T19:52:52.180495] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-11-27T19:52:52.180665] [INFO ] [sig       ] LVHD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:52.317900] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LVHD.txt
[2025-11-27T19:52:52.318131] [INFO ] [sig       ] [2015/3661] Completed LVHD in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:52.318220] [INFO ] [sig       ] [2016/3661] Forecasting LVO...
[2025-11-27T19:52:52.318267] [INFO ] [sig       ] Generating forecast for: LVO
[2025-11-27T19:52:52.318310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-11-27T19:52:52.329046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-11-27T19:52:52.329404] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-11-27T19:52:52.330244] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-11-27T19:52:52.330313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:52.330371] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:52.330428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:52.330526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:52.385513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:52.386465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:52.386595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:52.386660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:52.519903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:52.520079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:52.520143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:52.520196] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:52.523608] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-11-27T19:52:52.523942] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-11-27T19:52:52.524121] [INFO ] [sig       ] LVO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:52.665509] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LVO.txt
[2025-11-27T19:52:52.665681] [INFO ] [sig       ] [2016/3661] Completed LVO in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:52.665737] [INFO ] [sig       ] [2017/3661] Forecasting LVS...
[2025-11-27T19:52:52.665774] [INFO ] [sig       ] Generating forecast for: LVS
[2025-11-27T19:52:52.665827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-11-27T19:52:52.676514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-11-27T19:52:52.676857] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-11-27T19:52:52.677650] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-11-27T19:52:52.677711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:52.677753] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:52.677797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:52.677877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:52.735556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:52.736435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:52.736541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:52.736605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:52.857700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:52.857874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:52.857923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:52.857964] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:52.861373] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-11-27T19:52:52.861679] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-11-27T19:52:52.861832] [INFO ] [sig       ] LVS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:53.004461] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LVS.txt
[2025-11-27T19:52:53.004678] [INFO ] [sig       ] [2017/3661] Completed LVS in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:53.004746] [INFO ] [sig       ] [2018/3661] Forecasting LWAY...
[2025-11-27T19:52:53.004799] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-11-27T19:52:53.004892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-11-27T19:52:53.016389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-11-27T19:52:53.016787] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-11-27T19:52:53.017656] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-11-27T19:52:53.017723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:53.017782] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:53.017851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:53.018016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:53.072150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:53.073073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:53.073175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:53.073251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:53.192531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:53.192708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:53.192773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:53.192829] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:53.196190] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-11-27T19:52:53.196493] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-11-27T19:52:53.196682] [INFO ] [sig       ] LWAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:53.333108] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LWAY.txt
[2025-11-27T19:52:53.333272] [INFO ] [sig       ] [2018/3661] Completed LWAY in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.2m
[2025-11-27T19:52:53.333346] [INFO ] [sig       ] [2019/3661] Forecasting LWLG...
[2025-11-27T19:52:53.333425] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-11-27T19:52:53.333503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-11-27T19:52:53.344707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-11-27T19:52:53.345003] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-11-27T19:52:53.345849] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-11-27T19:52:53.345915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:53.345980] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:53.346029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:53.346152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:53.401847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:53.402468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:53.402565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:53.402633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:53.525600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:53.525745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:53.525803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:53.525856] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:53.529176] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-11-27T19:52:53.529463] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-11-27T19:52:53.529632] [INFO ] [sig       ] LWLG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:53.665965] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LWLG.txt
[2025-11-27T19:52:53.666108] [INFO ] [sig       ] [2019/3661] Completed LWLG in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-11-27T19:52:53.666172] [INFO ] [sig       ] [2020/3661] Forecasting LX...
[2025-11-27T19:52:53.666226] [INFO ] [sig       ] Generating forecast for: LX
[2025-11-27T19:52:53.666279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-11-27T19:52:53.677038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-11-27T19:52:53.677327] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-11-27T19:52:53.678186] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-11-27T19:52:53.678256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:53.678315] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:53.678372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:53.678468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:53.735084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:53.735735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:53.735831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:53.735886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:53.857756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:53.857931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:53.857993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:53.858045] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:53.861461] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2025-11-27T19:52:53.861788] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-11-27T19:52:53.861954] [INFO ] [sig       ] LX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:53.997518] [INFO ] [LOCAL     ] Saved forecast: LX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LX.txt
[2025-11-27T19:52:53.997672] [INFO ] [sig       ] [2020/3661] Completed LX in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:53.997742] [INFO ] [sig       ] [2021/3661] Forecasting LXEO...
[2025-11-27T19:52:53.997848] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-11-27T19:52:53.997910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-11-27T19:52:54.008769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-11-27T19:52:54.009112] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-11-27T19:52:54.009942] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-11-27T19:52:54.010013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:54.010075] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:54.010132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:54.010230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:54.070387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:54.071141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:54.071241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:54.071305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:54.186109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:54.186271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:54.186318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:54.186353] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:54.189739] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=66.38%)
[2025-11-27T19:52:54.190036] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-11-27T19:52:54.190177] [INFO ] [sig       ] LXEO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:54.326522] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LXEO.txt
[2025-11-27T19:52:54.326682] [INFO ] [sig       ] [2021/3661] Completed LXEO in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:54.326731] [INFO ] [sig       ] [2022/3661] Forecasting LXP...
[2025-11-27T19:52:54.326768] [INFO ] [sig       ] Generating forecast for: LXP
[2025-11-27T19:52:54.326812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-11-27T19:52:54.337798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-11-27T19:52:54.338082] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-11-27T19:52:54.338938] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-11-27T19:52:54.339015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:54.339063] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:54.339104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:54.339167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:54.395935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:54.396556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:54.396659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:54.396703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:54.508860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:54.508975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:54.509022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:54.509076] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:54.512252] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=73.06%)
[2025-11-27T19:52:54.512520] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-11-27T19:52:54.512665] [INFO ] [sig       ] LXP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:54.649696] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LXP.txt
[2025-11-27T19:52:54.649854] [INFO ] [sig       ] [2022/3661] Completed LXP in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:54.649904] [INFO ] [sig       ] [2023/3661] Forecasting LYB...
[2025-11-27T19:52:54.649948] [INFO ] [sig       ] Generating forecast for: LYB
[2025-11-27T19:52:54.649990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-11-27T19:52:54.660622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-11-27T19:52:54.660905] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-11-27T19:52:54.661750] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-11-27T19:52:54.661813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:54.661855] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:54.661888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:54.661951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:54.718403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:54.719032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:54.719118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:54.719160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:54.833850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:54.834015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:54.834065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:54.834105] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:54.837369] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-11-27T19:52:54.837656] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-11-27T19:52:54.837786] [INFO ] [sig       ] LYB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:54.978693] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LYB.txt
[2025-11-27T19:52:54.978874] [INFO ] [sig       ] [2023/3661] Completed LYB in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:54.978943] [INFO ] [sig       ] [2024/3661] Forecasting LYEL...
[2025-11-27T19:52:54.978998] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-11-27T19:52:54.979073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-11-27T19:52:54.989989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-11-27T19:52:54.990307] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-11-27T19:52:54.991152] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-11-27T19:52:54.991224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:54.991293] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:54.991359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:54.991466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:55.047608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:55.048264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:55.048390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:55.048465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:55.170095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:55.170234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:55.170299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:55.170368] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:55.173536] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-11-27T19:52:55.173866] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-11-27T19:52:55.174052] [INFO ] [sig       ] LYEL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:55.310835] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LYEL.txt
[2025-11-27T19:52:55.310990] [INFO ] [sig       ] [2024/3661] Completed LYEL in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:55.311066] [INFO ] [sig       ] [2025/3661] Forecasting LYG...
[2025-11-27T19:52:55.311142] [INFO ] [sig       ] Generating forecast for: LYG
[2025-11-27T19:52:55.311242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-11-27T19:52:55.321817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-11-27T19:52:55.322119] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-11-27T19:52:55.322961] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-11-27T19:52:55.323032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:55.323108] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:55.323174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:55.323285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:55.379307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:55.379943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:55.380040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:55.380113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:55.507903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:55.508048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:55.508123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:55.508184] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:55.511524] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-11-27T19:52:55.511863] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-11-27T19:52:55.512035] [INFO ] [sig       ] LYG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:55.646130] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LYG.txt
[2025-11-27T19:52:55.646278] [INFO ] [sig       ] [2025/3661] Completed LYG in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:55.646360] [INFO ] [sig       ] [2026/3661] Forecasting LYRA...
[2025-11-27T19:52:55.646432] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-11-27T19:52:55.646514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-11-27T19:52:55.657066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-11-27T19:52:55.657386] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-11-27T19:52:55.658266] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-11-27T19:52:55.658331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:55.658388] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:55.658467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:55.658584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:55.715550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:55.716223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:55.716335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:55.716399] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:55.835432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:55.835625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:55.835697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:55.835770] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:55.839064] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-11-27T19:52:55.839370] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-11-27T19:52:55.839541] [INFO ] [sig       ] LYRA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:55.974701] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LYRA.txt
[2025-11-27T19:52:55.974836] [INFO ] [sig       ] [2026/3661] Completed LYRA in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:55.974903] [INFO ] [sig       ] [2027/3661] Forecasting LYTS...
[2025-11-27T19:52:55.975010] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-11-27T19:52:55.975083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-11-27T19:52:55.985778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-11-27T19:52:55.986062] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-11-27T19:52:55.986841] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-11-27T19:52:55.986903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:55.986944] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:55.986975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:55.987043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:56.042920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:56.043518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:56.043622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:56.043666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:56.159518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:56.159671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:56.159719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:56.159756] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:56.162958] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-11-27T19:52:56.163234] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-11-27T19:52:56.163365] [INFO ] [sig       ] LYTS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:56.298661] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LYTS.txt
[2025-11-27T19:52:56.298787] [INFO ] [sig       ] [2027/3661] Completed LYTS in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:56.298833] [INFO ] [sig       ] [2028/3661] Forecasting LZ...
[2025-11-27T19:52:56.298865] [INFO ] [sig       ] Generating forecast for: LZ
[2025-11-27T19:52:56.298896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-11-27T19:52:56.312751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-11-27T19:52:56.313082] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-11-27T19:52:56.313891] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-11-27T19:52:56.313952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:56.313988] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:56.314027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:56.314089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:56.369799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:56.370447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:56.370534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:56.370587] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:56.491271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:56.491406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:56.491450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:56.491487] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:56.494717] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-11-27T19:52:56.494999] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-11-27T19:52:56.495131] [INFO ] [sig       ] LZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:56.630280] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/LZ.txt
[2025-11-27T19:52:56.630469] [INFO ] [sig       ] [2028/3661] Completed LZ in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:56.630525] [INFO ] [sig       ] [2029/3661] Forecasting LZB...
[2025-11-27T19:52:56.630564] [INFO ] [sig       ] Generating forecast for: LZB
[2025-11-27T19:52:56.630618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-11-27T19:52:56.641906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-11-27T19:52:56.642233] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-11-27T19:52:56.643079] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-11-27T19:52:56.643142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:56.643183] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:56.643218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:56.643282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:56.698209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:56.698994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:56.699100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:56.699149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:56.830499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:56.830699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:56.830757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:56.830795] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:56.834405] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=16.91%)
[2025-11-27T19:52:56.834711] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-11-27T19:52:56.834853] [INFO ] [sig       ] LZB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:56.978305] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LZB.txt
[2025-11-27T19:52:56.978487] [INFO ] [sig       ] [2029/3661] Completed LZB in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:56.978537] [INFO ] [sig       ] [2030/3661] Forecasting LZM...
[2025-11-27T19:52:56.978597] [INFO ] [sig       ] Generating forecast for: LZM
[2025-11-27T19:52:56.978649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-11-27T19:52:56.990217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-11-27T19:52:56.990594] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-11-27T19:52:56.991418] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-11-27T19:52:56.991490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:56.991546] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:56.991615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:56.991707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:57.048586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:57.049264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:57.049378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:57.049438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:57.168425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:57.168602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:57.168663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:57.168721] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:57.172035] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-11-27T19:52:57.172337] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-11-27T19:52:57.172485] [INFO ] [sig       ] LZM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:57.310512] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/LZM.txt
[2025-11-27T19:52:57.310681] [INFO ] [sig       ] [2030/3661] Completed LZM in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:57.310756] [INFO ] [sig       ] [2031/3661] Forecasting M...
[2025-11-27T19:52:57.310826] [INFO ] [sig       ] Generating forecast for: M
[2025-11-27T19:52:57.310892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-11-27T19:52:57.322339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-11-27T19:52:57.322650] [INFO ] [FORECASTER] Starting predict_future for M
[2025-11-27T19:52:57.323424] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-11-27T19:52:57.323487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:57.323527] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:57.323563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:57.323643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:57.378937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:57.379592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:57.379677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:57.379716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:57.499557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:57.499738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:57.499785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:57.499823] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:57.503127] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2025-11-27T19:52:57.503406] [INFO ] [FORECASTER] Completed predict_future for M
[2025-11-27T19:52:57.503541] [INFO ] [sig       ] M: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:57.640243] [INFO ] [LOCAL     ] Saved forecast: M	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/M.txt
[2025-11-27T19:52:57.640386] [INFO ] [sig       ] [2031/3661] Completed M in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:57.640436] [INFO ] [sig       ] [2032/3661] Forecasting MA...
[2025-11-27T19:52:57.640470] [INFO ] [sig       ] Generating forecast for: MA
[2025-11-27T19:52:57.640507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-11-27T19:52:57.651018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-11-27T19:52:57.651350] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-11-27T19:52:57.652162] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-11-27T19:52:57.652224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:57.652263] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:57.652298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:57.652361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:57.709620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:57.710552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:57.710668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:57.710712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:57.831327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:57.831435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:57.831478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:57.831514] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:57.834520] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=18.01%)
[2025-11-27T19:52:57.834803] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-11-27T19:52:57.834937] [INFO ] [sig       ] MA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:57.968585] [INFO ] [LOCAL     ] Saved forecast: MA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MA.txt
[2025-11-27T19:52:57.968708] [INFO ] [sig       ] [2032/3661] Completed MA in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:57.968756] [INFO ] [sig       ] [2033/3661] Forecasting MAA...
[2025-11-27T19:52:57.968790] [INFO ] [sig       ] Generating forecast for: MAA
[2025-11-27T19:52:57.968846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-11-27T19:52:57.980725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-11-27T19:52:57.981110] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-11-27T19:52:57.981987] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-11-27T19:52:57.982056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:57.982100] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:57.982138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:57.982205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:58.037876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:58.038640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:58.038731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:58.038773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:58.156427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:58.156562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:58.156626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:58.156663] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:58.159818] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2025-11-27T19:52:58.160114] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-11-27T19:52:58.160248] [INFO ] [sig       ] MAA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:58.293824] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MAA.txt
[2025-11-27T19:52:58.293945] [INFO ] [sig       ] [2033/3661] Completed MAA in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:58.293993] [INFO ] [sig       ] [2034/3661] Forecasting MAC...
[2025-11-27T19:52:58.294036] [INFO ] [sig       ] Generating forecast for: MAC
[2025-11-27T19:52:58.294082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-11-27T19:52:58.304865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-11-27T19:52:58.305150] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-11-27T19:52:58.305944] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-11-27T19:52:58.306006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:58.306047] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:58.306082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:58.306148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:58.361530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:58.362180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:58.362267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:58.362319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:58.483090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:58.483207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:58.483250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:58.483288] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:58.486426] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-11-27T19:52:58.486708] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-11-27T19:52:58.486853] [INFO ] [sig       ] MAC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:58.624526] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MAC.txt
[2025-11-27T19:52:58.624681] [INFO ] [sig       ] [2034/3661] Completed MAC in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:58.624732] [INFO ] [sig       ] [2035/3661] Forecasting MAMA...
[2025-11-27T19:52:58.624770] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-11-27T19:52:58.624817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-11-27T19:52:58.635520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-11-27T19:52:58.635814] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-11-27T19:52:58.636637] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-11-27T19:52:58.636698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:58.636736] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:58.636773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:58.636844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:58.692938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:58.693547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:58.693651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:58.693700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:58.813657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:58.813781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:58.813839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:58.813882] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:58.816981] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=25.81%)
[2025-11-27T19:52:58.817251] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-11-27T19:52:58.817381] [INFO ] [sig       ] MAMA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:58.951071] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MAMA.txt
[2025-11-27T19:52:58.951203] [INFO ] [sig       ] [2035/3661] Completed MAMA in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.1m
[2025-11-27T19:52:58.951253] [INFO ] [sig       ] [2036/3661] Forecasting MAN...
[2025-11-27T19:52:58.951292] [INFO ] [sig       ] Generating forecast for: MAN
[2025-11-27T19:52:58.951353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-11-27T19:52:58.962231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-11-27T19:52:58.962518] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-11-27T19:52:58.963309] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-11-27T19:52:58.963373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:58.963414] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:58.963468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:58.963544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:59.018316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:59.018958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:59.019044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:59.019085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:59.138338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:59.138464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:59.138509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:59.138544] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:59.141767] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=12.50%)
[2025-11-27T19:52:59.142045] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-11-27T19:52:59.142181] [INFO ] [sig       ] MAN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:52:59.276203] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MAN.txt
[2025-11-27T19:52:59.276335] [INFO ] [sig       ] [2036/3661] Completed MAN in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-11-27T19:52:59.276383] [INFO ] [sig       ] [2037/3661] Forecasting MANH...
[2025-11-27T19:52:59.276419] [INFO ] [sig       ] Generating forecast for: MANH
[2025-11-27T19:52:59.276455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-11-27T19:52:59.287425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-11-27T19:52:59.287749] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-11-27T19:52:59.288619] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-11-27T19:52:59.288681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:59.288730] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:59.288785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:59.288877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:59.343446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:59.344102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:59.344204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:59.344267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:59.464548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:59.464695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:59.464763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:59.464823] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:59.467953] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-11-27T19:52:59.468276] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-11-27T19:52:59.468434] [INFO ] [sig       ] MANH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:59.603266] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MANH.txt
[2025-11-27T19:52:59.603394] [INFO ] [sig       ] [2037/3661] Completed MANH in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-11-27T19:52:59.603459] [INFO ] [sig       ] [2038/3661] Forecasting MARA...
[2025-11-27T19:52:59.603514] [INFO ] [sig       ] Generating forecast for: MARA
[2025-11-27T19:52:59.603568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-11-27T19:52:59.614653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-11-27T19:52:59.614948] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-11-27T19:52:59.615743] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-11-27T19:52:59.615804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:59.615845] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:59.615881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:59.615974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:59.670909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:59.671504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:59.671606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:59.671651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:52:59.792562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:52:59.792687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:52:59.792740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:52:59.792786] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:52:59.795836] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-11-27T19:52:59.796109] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-11-27T19:52:59.796248] [INFO ] [sig       ] MARA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:52:59.929641] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MARA.txt
[2025-11-27T19:52:59.929765] [INFO ] [sig       ] [2038/3661] Completed MARA in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-11-27T19:52:59.929826] [INFO ] [sig       ] [2039/3661] Forecasting MAS...
[2025-11-27T19:52:59.929873] [INFO ] [sig       ] Generating forecast for: MAS
[2025-11-27T19:52:59.929940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-11-27T19:52:59.940320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-11-27T19:52:59.940633] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-11-27T19:52:59.941392] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-11-27T19:52:59.941455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:52:59.941505] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:52:59.941550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:52:59.941663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:52:59.999029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:52:59.999692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:52:59.999777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:52:59.999818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:00.113790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:00.113961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:00.114003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:00.114042] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:00.117450] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-11-27T19:53:00.117742] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-11-27T19:53:00.117879] [INFO ] [sig       ] MAS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:00.252584] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MAS.txt
[2025-11-27T19:53:00.252708] [INFO ] [sig       ] [2039/3661] Completed MAS in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:00.252756] [INFO ] [sig       ] [2040/3661] Forecasting MASI...
[2025-11-27T19:53:00.252792] [INFO ] [sig       ] Generating forecast for: MASI
[2025-11-27T19:53:00.252836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-11-27T19:53:00.263555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-11-27T19:53:00.263868] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-11-27T19:53:00.264643] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-11-27T19:53:00.264703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:00.264743] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:00.264779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:00.264844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:00.319468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:00.320076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:00.320173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:00.320218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:00.435945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:00.436070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:00.436114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:00.436150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:00.439346] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-11-27T19:53:00.439644] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-11-27T19:53:00.439775] [INFO ] [sig       ] MASI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:00.574932] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MASI.txt
[2025-11-27T19:53:00.575067] [INFO ] [sig       ] [2040/3661] Completed MASI in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:00.575115] [INFO ] [sig       ] [2041/3661] Forecasting MASS...
[2025-11-27T19:53:00.575148] [INFO ] [sig       ] Generating forecast for: MASS
[2025-11-27T19:53:00.575184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-11-27T19:53:00.585471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-11-27T19:53:00.585791] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-11-27T19:53:00.586546] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-11-27T19:53:00.586628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:00.586669] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:00.586705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:00.586772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:00.641726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:00.642312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:00.642396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:00.642433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:00.766446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:00.766587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:00.766643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:00.766680] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:00.769972] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=10.15%)
[2025-11-27T19:53:00.770253] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-11-27T19:53:00.770395] [INFO ] [sig       ] MASS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:00.909202] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MASS.txt
[2025-11-27T19:53:00.909373] [INFO ] [sig       ] [2041/3661] Completed MASS in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:00.909429] [INFO ] [sig       ] [2042/3661] Forecasting MATX...
[2025-11-27T19:53:00.909480] [INFO ] [sig       ] Generating forecast for: MATX
[2025-11-27T19:53:00.909526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-11-27T19:53:00.924161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-11-27T19:53:00.924553] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-11-27T19:53:00.925670] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-11-27T19:53:00.925750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:00.925812] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:00.925866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:00.925966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:00.994778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:00.995668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:00.995763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:00.995804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:01.137881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:01.138047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:01.138095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:01.138171] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:01.141436] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-11-27T19:53:01.141728] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-11-27T19:53:01.141858] [INFO ] [sig       ] MATX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:01.283826] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MATX.txt
[2025-11-27T19:53:01.284021] [INFO ] [sig       ] [2042/3661] Completed MATX in 0.4s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:01.284099] [INFO ] [sig       ] [2043/3661] Forecasting MAX...
[2025-11-27T19:53:01.284173] [INFO ] [sig       ] Generating forecast for: MAX
[2025-11-27T19:53:01.284226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-11-27T19:53:01.295529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-11-27T19:53:01.295901] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-11-27T19:53:01.296700] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-11-27T19:53:01.296761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:01.296803] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:01.296840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:01.296911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:01.353913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:01.354766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:01.354864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:01.354903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:01.474068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:01.474260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:01.474316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:01.474355] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:01.477745] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-11-27T19:53:01.478056] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-11-27T19:53:01.478216] [INFO ] [sig       ] MAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:01.627994] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MAX.txt
[2025-11-27T19:53:01.628211] [INFO ] [sig       ] [2043/3661] Completed MAX in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:01.628263] [INFO ] [sig       ] [2044/3661] Forecasting MAXI...
[2025-11-27T19:53:01.628303] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-11-27T19:53:01.628339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-11-27T19:53:01.640108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-11-27T19:53:01.640774] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-11-27T19:53:01.641716] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-11-27T19:53:01.641788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:01.641829] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:01.641865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:01.641931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:01.715761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:01.716653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:01.716747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:01.716786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:01.838061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:01.838466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:01.838565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:01.838645] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:01.843118] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=73.34%)
[2025-11-27T19:53:01.843469] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-11-27T19:53:01.843683] [INFO ] [sig       ] MAXI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:01.991639] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MAXI.txt
[2025-11-27T19:53:01.991842] [INFO ] [sig       ] [2044/3661] Completed MAXI in 0.4s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:01.991897] [INFO ] [sig       ] [2045/3661] Forecasting MAXN...
[2025-11-27T19:53:01.991936] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-11-27T19:53:01.992001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-11-27T19:53:02.003541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-11-27T19:53:02.003949] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-11-27T19:53:02.004856] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-11-27T19:53:02.004934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:02.004995] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:02.005051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:02.005135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:02.065669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:02.066616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:02.066725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:02.066775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:02.188091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:02.188296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:02.188349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:02.188394] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:02.192258] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-11-27T19:53:02.192560] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-11-27T19:53:02.192725] [INFO ] [sig       ] MAXN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:02.336871] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MAXN.txt
[2025-11-27T19:53:02.337071] [INFO ] [sig       ] [2045/3661] Completed MAXN in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:02.337125] [INFO ] [sig       ] [2046/3661] Forecasting MBB...
[2025-11-27T19:53:02.337184] [INFO ] [sig       ] Generating forecast for: MBB
[2025-11-27T19:53:02.337217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-11-27T19:53:02.348877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-11-27T19:53:02.349250] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-11-27T19:53:02.350099] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-11-27T19:53:02.350170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:02.350237] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:02.350291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:02.350393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:02.405834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:02.406499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:02.406616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:02.406678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:02.529056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:02.529240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:02.529318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:02.529395] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:02.532747] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-11-27T19:53:02.533047] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-11-27T19:53:02.533205] [INFO ] [sig       ] MBB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:02.668611] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MBB.txt
[2025-11-27T19:53:02.668794] [INFO ] [sig       ] [2046/3661] Completed MBB in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:02.668852] [INFO ] [sig       ] [2047/3661] Forecasting MBC...
[2025-11-27T19:53:02.668922] [INFO ] [sig       ] Generating forecast for: MBC
[2025-11-27T19:53:02.668962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-11-27T19:53:02.679914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-11-27T19:53:02.680221] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-11-27T19:53:02.681034] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-11-27T19:53:02.681099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:02.681143] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:02.681181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:02.681246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:02.737949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:02.738681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:02.738772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:02.738817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:02.862047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:02.862258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:02.862340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:02.862401] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:02.865825] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-11-27T19:53:02.866136] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-11-27T19:53:02.866301] [INFO ] [sig       ] MBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:03.004053] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MBC.txt
[2025-11-27T19:53:03.004258] [INFO ] [sig       ] [2047/3661] Completed MBC in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:03.004326] [INFO ] [sig       ] [2048/3661] Forecasting MBCN...
[2025-11-27T19:53:03.004401] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-11-27T19:53:03.004454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-11-27T19:53:03.014338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-11-27T19:53:03.014635] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-11-27T19:53:03.015440] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-11-27T19:53:03.015506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:03.015559] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:03.015620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:03.015706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:03.073393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:03.074197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:03.074303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:03.074358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:03.167428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:03.167609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:03.167659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:03.167697] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:03.170972] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2025-11-27T19:53:03.171255] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-11-27T19:53:03.171396] [INFO ] [sig       ] MBCN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:03.307796] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MBCN.txt
[2025-11-27T19:53:03.307955] [INFO ] [sig       ] [2048/3661] Completed MBCN in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:03.308013] [INFO ] [sig       ] [2049/3661] Forecasting MBI...
[2025-11-27T19:53:03.308072] [INFO ] [sig       ] Generating forecast for: MBI
[2025-11-27T19:53:03.308148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-11-27T19:53:03.318314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-11-27T19:53:03.318686] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-11-27T19:53:03.319622] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-11-27T19:53:03.319695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:03.319749] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:03.319798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:03.319887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:03.375158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:03.375830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:03.375934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:03.375975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:03.493094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:03.493250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:03.493298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:03.493336] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:03.496566] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=67.70%)
[2025-11-27T19:53:03.496856] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-11-27T19:53:03.496987] [INFO ] [sig       ] MBI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:03.635171] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MBI.txt
[2025-11-27T19:53:03.635336] [INFO ] [sig       ] [2049/3661] Completed MBI in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:03.635387] [INFO ] [sig       ] [2050/3661] Forecasting MBIN...
[2025-11-27T19:53:03.635424] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-11-27T19:53:03.635483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-11-27T19:53:03.646485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-11-27T19:53:03.646896] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-11-27T19:53:03.647802] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-11-27T19:53:03.647867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:03.647910] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:03.647960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:03.648028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:03.705096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:03.705891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:03.705983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:03.706027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:03.823091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:03.823247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:03.823299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:03.823332] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:03.826535] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-11-27T19:53:03.826827] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-11-27T19:53:03.826959] [INFO ] [sig       ] MBIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:03.962231] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MBIN.txt
[2025-11-27T19:53:03.962386] [INFO ] [sig       ] [2050/3661] Completed MBIN in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:03.962437] [INFO ] [sig       ] [2051/3661] Forecasting MBIO...
[2025-11-27T19:53:03.962479] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-11-27T19:53:03.962531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-11-27T19:53:03.973722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-11-27T19:53:03.974081] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-11-27T19:53:03.974942] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-11-27T19:53:03.975011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:03.975071] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:03.975138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:03.975258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:04.031320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:04.032202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:04.032305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:04.032377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:04.150697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:04.150877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:04.150936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:04.150987] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:04.154314] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=46.37%)
[2025-11-27T19:53:04.154622] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-11-27T19:53:04.154763] [INFO ] [sig       ] MBIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:04.295900] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MBIO.txt
[2025-11-27T19:53:04.296080] [INFO ] [sig       ] [2051/3661] Completed MBIO in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:04.296140] [INFO ] [sig       ] [2052/3661] Forecasting MBLY...
[2025-11-27T19:53:04.296221] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-11-27T19:53:04.296274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-11-27T19:53:04.307434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-11-27T19:53:04.307871] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-11-27T19:53:04.308802] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-11-27T19:53:04.308875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:04.308936] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:04.309799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:04.309966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:04.374487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:04.375554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:04.375695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:04.375756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:04.502214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:04.502406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:04.502469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:04.502510] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:04.506469] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-11-27T19:53:04.506845] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-11-27T19:53:04.507003] [INFO ] [sig       ] MBLY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:04.654376] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MBLY.txt
[2025-11-27T19:53:04.654604] [INFO ] [sig       ] [2052/3661] Completed MBLY in 0.4s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:04.654678] [INFO ] [sig       ] [2053/3661] Forecasting MBS...
[2025-11-27T19:53:04.654734] [INFO ] [sig       ] Generating forecast for: MBS
[2025-11-27T19:53:04.654788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-11-27T19:53:04.666363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-11-27T19:53:04.666809] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-11-27T19:53:04.667688] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-11-27T19:53:04.667753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:04.667797] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:04.667834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:04.667901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:04.723717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:04.724502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:04.724616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:04.724663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:04.841280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:04.841446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:04.841498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:04.841539] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:04.844925] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-11-27T19:53:04.845213] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-11-27T19:53:04.845355] [INFO ] [sig       ] MBS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:04.982783] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MBS.txt
[2025-11-27T19:53:04.982946] [INFO ] [sig       ] [2053/3661] Completed MBS in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 9.0m
[2025-11-27T19:53:04.982997] [INFO ] [sig       ] [2054/3661] Forecasting MBWM...
[2025-11-27T19:53:04.983036] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-11-27T19:53:04.983098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-11-27T19:53:04.997272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-11-27T19:53:04.997643] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-11-27T19:53:04.998513] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-11-27T19:53:04.998595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:04.998641] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:04.998679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:04.998739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:05.061139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:05.061918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:05.062008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:05.062051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:05.182239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:05.182404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:05.182454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:05.182497] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:05.186027] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=91.98%)
[2025-11-27T19:53:05.186311] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-11-27T19:53:05.186448] [INFO ] [sig       ] MBWM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:05.333609] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MBWM.txt
[2025-11-27T19:53:05.333766] [INFO ] [sig       ] [2054/3661] Completed MBWM in 0.4s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-11-27T19:53:05.333817] [INFO ] [sig       ] [2055/3661] Forecasting MBX...
[2025-11-27T19:53:05.333855] [INFO ] [sig       ] Generating forecast for: MBX
[2025-11-27T19:53:05.333896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-11-27T19:53:05.345109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-11-27T19:53:05.345403] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-11-27T19:53:05.346223] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-11-27T19:53:05.346287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:05.346329] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:05.346366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:05.346431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:05.407815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:05.408520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:05.408649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:05.408715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:05.534131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:05.534310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:05.534370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:05.534411] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:05.538162] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-11-27T19:53:05.538468] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-11-27T19:53:05.538623] [INFO ] [sig       ] MBX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:05.682075] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MBX.txt
[2025-11-27T19:53:05.682291] [INFO ] [sig       ] [2055/3661] Completed MBX in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-11-27T19:53:05.682344] [INFO ] [sig       ] [2056/3661] Forecasting MC...
[2025-11-27T19:53:05.682407] [INFO ] [sig       ] Generating forecast for: MC
[2025-11-27T19:53:05.682450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-11-27T19:53:05.694702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-11-27T19:53:05.695158] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-11-27T19:53:05.696155] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-11-27T19:53:05.696241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:05.696302] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:05.696381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:05.696482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:05.753682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:05.754588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:05.754700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:05.754756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:05.877147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:05.877333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:05.877398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:05.877462] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:05.880883] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-11-27T19:53:05.881184] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-11-27T19:53:05.881341] [INFO ] [sig       ] MC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:06.016995] [INFO ] [LOCAL     ] Saved forecast: MC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MC.txt
[2025-11-27T19:53:06.017163] [INFO ] [sig       ] [2056/3661] Completed MC in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:06.017242] [INFO ] [sig       ] [2057/3661] Forecasting MCBS...
[2025-11-27T19:53:06.017329] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-11-27T19:53:06.017394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-11-27T19:53:06.028756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-11-27T19:53:06.029126] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-11-27T19:53:06.029981] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-11-27T19:53:06.030045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:06.030087] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:06.030124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:06.030186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:06.086846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:06.087647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:06.087737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:06.087781] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:06.205312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:06.205477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:06.205525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:06.205564] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:06.208984] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-11-27T19:53:06.209264] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-11-27T19:53:06.209396] [INFO ] [sig       ] MCBS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:06.351610] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MCBS.txt
[2025-11-27T19:53:06.351782] [INFO ] [sig       ] [2057/3661] Completed MCBS in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:06.351850] [INFO ] [sig       ] [2058/3661] Forecasting MCHI...
[2025-11-27T19:53:06.351892] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-11-27T19:53:06.351947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-11-27T19:53:06.364846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-11-27T19:53:06.365238] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-11-27T19:53:06.366057] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-11-27T19:53:06.366122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:06.366165] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:06.366211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:06.366308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:06.427467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:06.428382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:06.428479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:06.428522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:06.555061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:06.555228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:06.555277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:06.555314] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:06.558742] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-11-27T19:53:06.559019] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-11-27T19:53:06.559155] [INFO ] [sig       ] MCHI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:06.697786] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MCHI.txt
[2025-11-27T19:53:06.697936] [INFO ] [sig       ] [2058/3661] Completed MCHI in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:06.697986] [INFO ] [sig       ] [2059/3661] Forecasting MCHP...
[2025-11-27T19:53:06.698025] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-11-27T19:53:06.698092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-11-27T19:53:06.708983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-11-27T19:53:06.709293] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-11-27T19:53:06.710066] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-11-27T19:53:06.710129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:06.710170] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:06.710208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:06.710276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:06.767366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:06.768232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:06.768326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:06.768374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:06.889089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:06.889251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:06.889307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:06.889348] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:06.892638] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-11-27T19:53:06.892914] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-11-27T19:53:06.893050] [INFO ] [sig       ] MCHP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:07.030180] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MCHP.txt
[2025-11-27T19:53:07.030336] [INFO ] [sig       ] [2059/3661] Completed MCHP in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:07.030386] [INFO ] [sig       ] [2060/3661] Forecasting MCHX...
[2025-11-27T19:53:07.030428] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-11-27T19:53:07.030467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-11-27T19:53:07.041694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-11-27T19:53:07.042037] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-11-27T19:53:07.042876] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-11-27T19:53:07.042942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:07.042995] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:07.043043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:07.043132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:07.103229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:07.104136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:07.104233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:07.104289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:07.214436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:07.214614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:07.214667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:07.214711] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:07.218066] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-11-27T19:53:07.218384] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-11-27T19:53:07.218521] [INFO ] [sig       ] MCHX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:07.355589] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MCHX.txt
[2025-11-27T19:53:07.355743] [INFO ] [sig       ] [2060/3661] Completed MCHX in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:07.355792] [INFO ] [sig       ] [2061/3661] Forecasting MCI...
[2025-11-27T19:53:07.355830] [INFO ] [sig       ] Generating forecast for: MCI
[2025-11-27T19:53:07.355885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-11-27T19:53:07.367252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-11-27T19:53:07.367538] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-11-27T19:53:07.368344] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-11-27T19:53:07.368410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:07.368455] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:07.368494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:07.368595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:07.425016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:07.425729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:07.425821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:07.425868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:07.542850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:07.543018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:07.543069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:07.543109] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:07.546437] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=84.59%)
[2025-11-27T19:53:07.546738] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-11-27T19:53:07.546877] [INFO ] [sig       ] MCI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:07.684257] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MCI.txt
[2025-11-27T19:53:07.684433] [INFO ] [sig       ] [2061/3661] Completed MCI in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:07.684486] [INFO ] [sig       ] [2062/3661] Forecasting MCK...
[2025-11-27T19:53:07.684526] [INFO ] [sig       ] Generating forecast for: MCK
[2025-11-27T19:53:07.684565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-11-27T19:53:07.696136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-11-27T19:53:07.696427] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-11-27T19:53:07.697210] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-11-27T19:53:07.697287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:07.697337] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:07.697380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:07.697445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:07.753830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:07.754463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:07.754552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:07.754612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:07.873878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:07.874049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:07.874103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:07.874144] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:07.877453] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-11-27T19:53:07.877756] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-11-27T19:53:07.877903] [INFO ] [sig       ] MCK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:08.014999] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MCK.txt
[2025-11-27T19:53:08.015182] [INFO ] [sig       ] [2062/3661] Completed MCK in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:08.015236] [INFO ] [sig       ] [2063/3661] Forecasting MCN...
[2025-11-27T19:53:08.015278] [INFO ] [sig       ] Generating forecast for: MCN
[2025-11-27T19:53:08.015322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-11-27T19:53:08.027344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-11-27T19:53:08.027766] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-11-27T19:53:08.028598] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-11-27T19:53:08.028676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:08.028722] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:08.028762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:08.028832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:08.086742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:08.087650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:08.087745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:08.087789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:08.204840] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:08.205010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:08.205059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:08.205098] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:08.208342] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-11-27T19:53:08.208677] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-11-27T19:53:08.208816] [INFO ] [sig       ] MCN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:08.347085] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MCN.txt
[2025-11-27T19:53:08.347228] [INFO ] [sig       ] [2063/3661] Completed MCN in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:08.347279] [INFO ] [sig       ] [2064/3661] Forecasting MCO...
[2025-11-27T19:53:08.347320] [INFO ] [sig       ] Generating forecast for: MCO
[2025-11-27T19:53:08.347358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-11-27T19:53:08.357483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-11-27T19:53:08.357794] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-11-27T19:53:08.358615] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-11-27T19:53:08.358678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:08.358719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:08.358754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:08.358823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:08.415488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:08.416377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:08.416472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:08.416511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:08.533894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:08.534061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:08.534110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:08.534143] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:08.537462] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-11-27T19:53:08.537749] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-11-27T19:53:08.537877] [INFO ] [sig       ] MCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:08.678885] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MCO.txt
[2025-11-27T19:53:08.679096] [INFO ] [sig       ] [2064/3661] Completed MCO in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:08.679157] [INFO ] [sig       ] [2065/3661] Forecasting MCRB...
[2025-11-27T19:53:08.679199] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-11-27T19:53:08.679246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-11-27T19:53:08.694556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-11-27T19:53:08.695047] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-11-27T19:53:08.696148] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-11-27T19:53:08.696228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:08.696298] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:08.696365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:08.696478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:08.762000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:08.762928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:08.763036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:08.763098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:08.878791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:08.878983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:08.879040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:08.879115] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:08.883348] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=88.41%)
[2025-11-27T19:53:08.883783] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-11-27T19:53:08.883959] [INFO ] [sig       ] MCRB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:09.023991] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MCRB.txt
[2025-11-27T19:53:09.024139] [INFO ] [sig       ] [2065/3661] Completed MCRB in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:09.024189] [INFO ] [sig       ] [2066/3661] Forecasting MCRI...
[2025-11-27T19:53:09.024234] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-11-27T19:53:09.024279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-11-27T19:53:09.040075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-11-27T19:53:09.040898] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-11-27T19:53:09.042001] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-11-27T19:53:09.042073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:09.042137] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:09.042188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:09.042278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:09.101024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:09.102364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:09.102541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:09.102611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:09.225063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:09.225275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:09.225330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:09.225370] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:09.229050] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2025-11-27T19:53:09.229377] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-11-27T19:53:09.229532] [INFO ] [sig       ] MCRI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:09.363652] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MCRI.txt
[2025-11-27T19:53:09.363849] [INFO ] [sig       ] [2066/3661] Completed MCRI in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:09.363906] [INFO ] [sig       ] [2067/3661] Forecasting MCS...
[2025-11-27T19:53:09.364021] [INFO ] [sig       ] Generating forecast for: MCS
[2025-11-27T19:53:09.364065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-11-27T19:53:09.375680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-11-27T19:53:09.375993] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-11-27T19:53:09.376795] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-11-27T19:53:09.376858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:09.376898] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:09.376942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:09.377015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:09.431729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:09.432404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:09.432493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:09.432548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:09.552483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:09.552670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:09.552732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:09.552779] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:09.556219] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-11-27T19:53:09.556514] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-11-27T19:53:09.556680] [INFO ] [sig       ] MCS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:09.691747] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MCS.txt
[2025-11-27T19:53:09.691902] [INFO ] [sig       ] [2067/3661] Completed MCS in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:09.691952] [INFO ] [sig       ] [2068/3661] Forecasting MCY...
[2025-11-27T19:53:09.691993] [INFO ] [sig       ] Generating forecast for: MCY
[2025-11-27T19:53:09.692030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-11-27T19:53:09.702911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-11-27T19:53:09.703213] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-11-27T19:53:09.704007] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-11-27T19:53:09.704070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:09.704104] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:09.704135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:09.704195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:09.759498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:09.760484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:09.760603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:09.760647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:09.879101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:09.879274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:09.879324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:09.879363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:09.882589] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-11-27T19:53:09.882860] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-11-27T19:53:09.883010] [INFO ] [sig       ] MCY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:10.018429] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MCY.txt
[2025-11-27T19:53:10.018626] [INFO ] [sig       ] [2068/3661] Completed MCY in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:10.018678] [INFO ] [sig       ] [2069/3661] Forecasting MD...
[2025-11-27T19:53:10.018717] [INFO ] [sig       ] Generating forecast for: MD
[2025-11-27T19:53:10.018786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-11-27T19:53:10.029971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-11-27T19:53:10.030248] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-11-27T19:53:10.031015] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-11-27T19:53:10.031077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:10.031118] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:10.031154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:10.031218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:10.086066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:10.086958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:10.087053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:10.087097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:10.208806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:10.208972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:10.209019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:10.209055] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:10.212269] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-11-27T19:53:10.212536] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-11-27T19:53:10.212682] [INFO ] [sig       ] MD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:10.345564] [INFO ] [LOCAL     ] Saved forecast: MD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MD.txt
[2025-11-27T19:53:10.345741] [INFO ] [sig       ] [2069/3661] Completed MD in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:10.345790] [INFO ] [sig       ] [2070/3661] Forecasting MDAI...
[2025-11-27T19:53:10.345825] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-11-27T19:53:10.345863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-11-27T19:53:10.357441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-11-27T19:53:10.357797] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-11-27T19:53:10.358640] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-11-27T19:53:10.358701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:10.358751] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:10.358797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:10.358875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:10.413447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:10.414141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:10.414230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:10.414267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:10.529777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:10.529932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:10.530007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:10.530056] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:10.533294] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-11-27T19:53:10.533587] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-11-27T19:53:10.533729] [INFO ] [sig       ] MDAI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:10.669562] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MDAI.txt
[2025-11-27T19:53:10.669728] [INFO ] [sig       ] [2070/3661] Completed MDAI in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:10.669780] [INFO ] [sig       ] [2071/3661] Forecasting MDB...
[2025-11-27T19:53:10.669817] [INFO ] [sig       ] Generating forecast for: MDB
[2025-11-27T19:53:10.669854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-11-27T19:53:10.681465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-11-27T19:53:10.681832] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-11-27T19:53:10.682678] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-11-27T19:53:10.682739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:10.682779] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:10.682815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:10.682877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:10.737787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:10.738634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:10.738724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:10.738769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:10.864800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:10.864965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:10.865013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:10.865052] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:10.871071] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=57.38%)
[2025-11-27T19:53:10.871348] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-11-27T19:53:10.871484] [INFO ] [sig       ] MDB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:11.006514] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MDB.txt
[2025-11-27T19:53:11.006685] [INFO ] [sig       ] [2071/3661] Completed MDB in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.9m
[2025-11-27T19:53:11.006737] [INFO ] [sig       ] [2072/3661] Forecasting MDGL...
[2025-11-27T19:53:11.006778] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-11-27T19:53:11.006845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-11-27T19:53:11.018325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-11-27T19:53:11.018646] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-11-27T19:53:11.019389] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-11-27T19:53:11.019451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:11.019487] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:11.019524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:11.019613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:11.074048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:11.074759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:11.074860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:11.074904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:11.192351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:11.192524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:11.192587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:11.192629] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:11.195820] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2025-11-27T19:53:11.196089] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-11-27T19:53:11.196216] [INFO ] [sig       ] MDGL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:11.333762] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MDGL.txt
[2025-11-27T19:53:11.333943] [INFO ] [sig       ] [2072/3661] Completed MDGL in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-11-27T19:53:11.333994] [INFO ] [sig       ] [2073/3661] Forecasting MDLZ...
[2025-11-27T19:53:11.334034] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-11-27T19:53:11.334072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-11-27T19:53:11.345847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-11-27T19:53:11.346281] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-11-27T19:53:11.347114] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-11-27T19:53:11.347179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:11.347222] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:11.347261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:11.347340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:11.405016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:11.405970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:11.406078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:11.406130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:11.527162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:11.527334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:11.527386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:11.527425] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:11.530776] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-11-27T19:53:11.531045] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-11-27T19:53:11.531175] [INFO ] [sig       ] MDLZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:11.673325] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MDLZ.txt
[2025-11-27T19:53:11.673492] [INFO ] [sig       ] [2073/3661] Completed MDLZ in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-11-27T19:53:11.673542] [INFO ] [sig       ] [2074/3661] Forecasting MDWD...
[2025-11-27T19:53:11.673651] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-11-27T19:53:11.673698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-11-27T19:53:11.684388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-11-27T19:53:11.684736] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-11-27T19:53:11.685504] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-11-27T19:53:11.685582] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:11.685643] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:11.685692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:11.685772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:11.742163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:11.742957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:11.743054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:11.743099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:11.858764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:11.858933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:11.858984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:11.859020] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:11.862394] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2025-11-27T19:53:11.862709] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-11-27T19:53:11.862848] [INFO ] [sig       ] MDWD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:12.003755] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MDWD.txt
[2025-11-27T19:53:12.003924] [INFO ] [sig       ] [2074/3661] Completed MDWD in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:12.003972] [INFO ] [sig       ] [2075/3661] Forecasting MDXG...
[2025-11-27T19:53:12.004011] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-11-27T19:53:12.004081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-11-27T19:53:12.017629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-11-27T19:53:12.018384] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-11-27T19:53:12.019540] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-11-27T19:53:12.019647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:12.019711] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:12.019771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:12.019876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:12.079545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:12.080779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:12.080904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:12.080954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:12.205018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:12.205198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:12.205248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:12.205286] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:12.208696] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-11-27T19:53:12.208976] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-11-27T19:53:12.209109] [INFO ] [sig       ] MDXG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:12.350625] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MDXG.txt
[2025-11-27T19:53:12.350801] [INFO ] [sig       ] [2075/3661] Completed MDXG in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:12.350850] [INFO ] [sig       ] [2076/3661] Forecasting MDXH...
[2025-11-27T19:53:12.350887] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-11-27T19:53:12.350926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-11-27T19:53:12.362277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-11-27T19:53:12.362714] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-11-27T19:53:12.363493] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-11-27T19:53:12.363556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:12.363627] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:12.363665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:12.363723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:12.419782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:12.420643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:12.420736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:12.420778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:12.536377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:12.536565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:12.536635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:12.536676] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:12.540754] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2025-11-27T19:53:12.541246] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-11-27T19:53:12.541463] [INFO ] [sig       ] MDXH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:12.720018] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MDXH.txt
[2025-11-27T19:53:12.720230] [INFO ] [sig       ] [2076/3661] Completed MDXH in 0.4s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:12.720288] [INFO ] [sig       ] [2077/3661] Forecasting MEC...
[2025-11-27T19:53:12.720362] [INFO ] [sig       ] Generating forecast for: MEC
[2025-11-27T19:53:12.720419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-11-27T19:53:12.733078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-11-27T19:53:12.733485] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-11-27T19:53:12.734262] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-11-27T19:53:12.734326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:12.734369] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:12.734407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:12.734473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:12.790625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:12.791486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:12.791610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:12.791658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:12.911640] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:12.911816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:12.911880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:12.911919] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:12.915100] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-11-27T19:53:12.915369] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-11-27T19:53:12.915499] [INFO ] [sig       ] MEC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:13.052639] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MEC.txt
[2025-11-27T19:53:13.052821] [INFO ] [sig       ] [2077/3661] Completed MEC in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:13.052875] [INFO ] [sig       ] [2078/3661] Forecasting MED...
[2025-11-27T19:53:13.052914] [INFO ] [sig       ] Generating forecast for: MED
[2025-11-27T19:53:13.052949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-11-27T19:53:13.064093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-11-27T19:53:13.064435] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-11-27T19:53:13.065253] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-11-27T19:53:13.065319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:13.065366] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:13.065404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:13.065469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:13.123877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:13.124625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:13.124714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:13.124764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:13.244059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:13.244215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:13.244294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:13.244355] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:13.247755] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=17.87%)
[2025-11-27T19:53:13.248055] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-11-27T19:53:13.248258] [INFO ] [sig       ] MED: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:13.382708] [INFO ] [LOCAL     ] Saved forecast: MED	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MED.txt
[2025-11-27T19:53:13.382888] [INFO ] [sig       ] [2078/3661] Completed MED in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:13.382974] [INFO ] [sig       ] [2079/3661] Forecasting MEDP...
[2025-11-27T19:53:13.383035] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-11-27T19:53:13.383090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-11-27T19:53:13.393781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-11-27T19:53:13.394173] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-11-27T19:53:13.395029] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-11-27T19:53:13.395094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:13.395138] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:13.395183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:13.395267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:13.451050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:13.451907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:13.452005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:13.452057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:13.573922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:13.574105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:13.574157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:13.574196] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:13.577521] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-11-27T19:53:13.577836] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-11-27T19:53:13.577986] [INFO ] [sig       ] MEDP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:13.713501] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MEDP.txt
[2025-11-27T19:53:13.713696] [INFO ] [sig       ] [2079/3661] Completed MEDP in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:13.713754] [INFO ] [sig       ] [2080/3661] Forecasting MEG...
[2025-11-27T19:53:13.713795] [INFO ] [sig       ] Generating forecast for: MEG
[2025-11-27T19:53:13.713857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-11-27T19:53:13.725522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-11-27T19:53:13.725947] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-11-27T19:53:13.726805] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-11-27T19:53:13.726868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:13.726920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:13.726968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:13.727050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:13.782721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:13.783601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:13.783697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:13.783751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:13.904781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:13.904977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:13.905027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:13.905065] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:13.909075] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-11-27T19:53:13.909599] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-11-27T19:53:13.909790] [INFO ] [sig       ] MEG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:14.053638] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MEG.txt
[2025-11-27T19:53:14.053797] [INFO ] [sig       ] [2080/3661] Completed MEG in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:14.053852] [INFO ] [sig       ] [2081/3661] Forecasting MEGI...
[2025-11-27T19:53:14.053891] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-11-27T19:53:14.053924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-11-27T19:53:14.065401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-11-27T19:53:14.065745] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-11-27T19:53:14.066508] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-11-27T19:53:14.066589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:14.066632] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:14.066668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:14.066731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:14.121541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:14.122197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:14.122286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:14.122328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:14.243884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:14.244058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:14.244106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:14.244161] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:14.247367] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-11-27T19:53:14.247655] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-11-27T19:53:14.247788] [INFO ] [sig       ] MEGI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:14.382488] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MEGI.txt
[2025-11-27T19:53:14.382665] [INFO ] [sig       ] [2081/3661] Completed MEGI in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:14.382722] [INFO ] [sig       ] [2082/3661] Forecasting MEGL...
[2025-11-27T19:53:14.382774] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-11-27T19:53:14.382809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-11-27T19:53:14.394303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-11-27T19:53:14.394702] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-11-27T19:53:14.395502] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-11-27T19:53:14.395565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:14.395638] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:14.395686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:14.395757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:14.449769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:14.450383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:14.450476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:14.450531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:14.561895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:14.562042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:14.562089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:14.562122] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:14.565402] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-11-27T19:53:14.565707] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-11-27T19:53:14.565846] [INFO ] [sig       ] MEGL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:14.699439] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MEGL.txt
[2025-11-27T19:53:14.699596] [INFO ] [sig       ] [2082/3661] Completed MEGL in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:14.699643] [INFO ] [sig       ] [2083/3661] Forecasting MEI...
[2025-11-27T19:53:14.699708] [INFO ] [sig       ] Generating forecast for: MEI
[2025-11-27T19:53:14.699763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-11-27T19:53:14.710504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-11-27T19:53:14.710796] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-11-27T19:53:14.711548] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-11-27T19:53:14.711644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:14.711684] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:14.711718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:14.711784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:14.765970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:14.766570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:14.766669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:14.766721] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:14.887479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:14.887668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:14.887724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:14.887761] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:14.891028] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-11-27T19:53:14.891305] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-11-27T19:53:14.891437] [INFO ] [sig       ] MEI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:15.028596] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MEI.txt
[2025-11-27T19:53:15.028722] [INFO ] [sig       ] [2083/3661] Completed MEI in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:15.028769] [INFO ] [sig       ] [2084/3661] Forecasting MELI...
[2025-11-27T19:53:15.028807] [INFO ] [sig       ] Generating forecast for: MELI
[2025-11-27T19:53:15.028842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-11-27T19:53:15.039642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-11-27T19:53:15.039917] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-11-27T19:53:15.040693] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-11-27T19:53:15.040753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:15.040793] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:15.040826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:15.040890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:15.096352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:15.096993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:15.097078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:15.097114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:15.214882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:15.215009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:15.215058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:15.215093] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:15.218266] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-11-27T19:53:15.218546] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-11-27T19:53:15.218704] [INFO ] [sig       ] MELI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:15.355816] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MELI.txt
[2025-11-27T19:53:15.355973] [INFO ] [sig       ] [2084/3661] Completed MELI in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:15.356021] [INFO ] [sig       ] [2085/3661] Forecasting MEOH...
[2025-11-27T19:53:15.356060] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-11-27T19:53:15.356121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-11-27T19:53:15.366974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-11-27T19:53:15.367311] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-11-27T19:53:15.368141] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-11-27T19:53:15.368214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:15.368265] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:15.368317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:15.368395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:15.424309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:15.425012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:15.425100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:15.425138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:15.545326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:15.545480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:15.545542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:15.545607] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:15.548967] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-11-27T19:53:15.549266] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-11-27T19:53:15.549416] [INFO ] [sig       ] MEOH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:15.684033] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MEOH.txt
[2025-11-27T19:53:15.684171] [INFO ] [sig       ] [2085/3661] Completed MEOH in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:15.684221] [INFO ] [sig       ] [2086/3661] Forecasting MERC...
[2025-11-27T19:53:15.684255] [INFO ] [sig       ] Generating forecast for: MERC
[2025-11-27T19:53:15.684305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-11-27T19:53:15.694746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-11-27T19:53:15.695022] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-11-27T19:53:15.695797] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-11-27T19:53:15.695857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:15.695898] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:15.695934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:15.696001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:15.750796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:15.751402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:15.751487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:15.751528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:15.871952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:15.872085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:15.872132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:15.872167] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:15.875295] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=16.34%)
[2025-11-27T19:53:15.875566] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-11-27T19:53:15.875714] [INFO ] [sig       ] MERC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:16.011967] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MERC.txt
[2025-11-27T19:53:16.012092] [INFO ] [sig       ] [2086/3661] Completed MERC in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:16.012143] [INFO ] [sig       ] [2087/3661] Forecasting META...
[2025-11-27T19:53:16.012180] [INFO ] [sig       ] Generating forecast for: META
[2025-11-27T19:53:16.012216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-11-27T19:53:16.022777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-11-27T19:53:16.023045] [INFO ] [FORECASTER] Starting predict_future for META
[2025-11-27T19:53:16.023837] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-11-27T19:53:16.023898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:16.023938] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:16.023973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:16.024036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:16.078405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:16.079011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:16.079096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:16.079132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:16.203220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:16.203385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:16.203434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:16.203469] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:16.206701] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-11-27T19:53:16.206977] [INFO ] [FORECASTER] Completed predict_future for META
[2025-11-27T19:53:16.207113] [INFO ] [sig       ] META: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:16.340170] [INFO ] [LOCAL     ] Saved forecast: META	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/META.txt
[2025-11-27T19:53:16.340314] [INFO ] [sig       ] [2087/3661] Completed META in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:16.340364] [INFO ] [sig       ] [2088/3661] Forecasting METC...
[2025-11-27T19:53:16.340405] [INFO ] [sig       ] Generating forecast for: METC
[2025-11-27T19:53:16.340446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-11-27T19:53:16.351054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-11-27T19:53:16.351340] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-11-27T19:53:16.352143] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-11-27T19:53:16.352207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:16.352249] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:16.352293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:16.352374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:16.409477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:16.410159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:16.410255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:16.410307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:16.524522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:16.524678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:16.524724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:16.524761] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:16.528001] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2025-11-27T19:53:16.528351] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-11-27T19:53:16.528485] [INFO ] [sig       ] METC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:16.664851] [INFO ] [LOCAL     ] Saved forecast: METC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/METC.txt
[2025-11-27T19:53:16.665061] [INFO ] [sig       ] [2088/3661] Completed METC in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:16.665132] [INFO ] [sig       ] [2089/3661] Forecasting METCB...
[2025-11-27T19:53:16.665208] [INFO ] [sig       ] Generating forecast for: METCB
[2025-11-27T19:53:16.665263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-11-27T19:53:16.679119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-11-27T19:53:16.679428] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-11-27T19:53:16.680356] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-11-27T19:53:16.680428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:16.680478] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:16.680522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:16.680627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:16.743698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:16.744329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:16.744415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:16.744460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:16.874974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:16.875136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:16.875191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:16.875222] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:16.878559] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-11-27T19:53:16.878867] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-11-27T19:53:16.879008] [INFO ] [sig       ] METCB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:17.012416] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/METCB.txt
[2025-11-27T19:53:17.012589] [INFO ] [sig       ] [2089/3661] Completed METCB in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.8m
[2025-11-27T19:53:17.012645] [INFO ] [sig       ] [2090/3661] Forecasting METD...
[2025-11-27T19:53:17.012683] [INFO ] [sig       ] Generating forecast for: METD
[2025-11-27T19:53:17.012762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-11-27T19:53:17.023534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-11-27T19:53:17.023858] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-11-27T19:53:17.024651] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-11-27T19:53:17.024711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:17.024750] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:17.024793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:17.024903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:17.079675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:17.080286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:17.080385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:17.080438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:17.201594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:17.201753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:17.201801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:17.201837] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:17.205084] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-11-27T19:53:17.205367] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-11-27T19:53:17.205526] [INFO ] [sig       ] METD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:17.341536] [INFO ] [LOCAL     ] Saved forecast: METD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/METD.txt
[2025-11-27T19:53:17.341781] [INFO ] [sig       ] [2090/3661] Completed METD in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-11-27T19:53:17.341841] [INFO ] [sig       ] [2091/3661] Forecasting MFA...
[2025-11-27T19:53:17.341933] [INFO ] [sig       ] Generating forecast for: MFA
[2025-11-27T19:53:17.341976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-11-27T19:53:17.353366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-11-27T19:53:17.353823] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-11-27T19:53:17.354716] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-11-27T19:53:17.354781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:17.354822] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:17.354856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:17.354919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:17.415156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:17.415998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:17.416104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:17.416146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:17.537683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:17.537841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:17.537888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:17.537925] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:17.541163] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-11-27T19:53:17.541434] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-11-27T19:53:17.541588] [INFO ] [sig       ] MFA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:17.678956] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MFA.txt
[2025-11-27T19:53:17.679158] [INFO ] [sig       ] [2091/3661] Completed MFA in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-11-27T19:53:17.679217] [INFO ] [sig       ] [2092/3661] Forecasting MFC...
[2025-11-27T19:53:17.679256] [INFO ] [sig       ] Generating forecast for: MFC
[2025-11-27T19:53:17.679293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-11-27T19:53:17.690481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-11-27T19:53:17.690893] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-11-27T19:53:17.691685] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-11-27T19:53:17.691746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:17.691787] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:17.691823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:17.691888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:17.746746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:17.747645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:17.747754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:17.747798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:17.865769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:17.865940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:17.865988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:17.866024] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:17.869354] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=29.78%)
[2025-11-27T19:53:17.869646] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-11-27T19:53:17.869780] [INFO ] [sig       ] MFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:18.005670] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MFC.txt
[2025-11-27T19:53:18.005833] [INFO ] [sig       ] [2092/3661] Completed MFC in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:18.005882] [INFO ] [sig       ] [2093/3661] Forecasting MFG...
[2025-11-27T19:53:18.005921] [INFO ] [sig       ] Generating forecast for: MFG
[2025-11-27T19:53:18.005959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-11-27T19:53:18.018300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-11-27T19:53:18.018669] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-11-27T19:53:18.019487] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-11-27T19:53:18.019554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:18.019624] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:18.019664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:18.019731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:18.080098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:18.080960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:18.081050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:18.081093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:18.212494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:18.212675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:18.212732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:18.212764] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:18.216296] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=29.27%)
[2025-11-27T19:53:18.216661] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-11-27T19:53:18.216803] [INFO ] [sig       ] MFG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:18.352665] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MFG.txt
[2025-11-27T19:53:18.352817] [INFO ] [sig       ] [2093/3661] Completed MFG in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:18.352869] [INFO ] [sig       ] [2094/3661] Forecasting MFI...
[2025-11-27T19:53:18.352923] [INFO ] [sig       ] Generating forecast for: MFI
[2025-11-27T19:53:18.352958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-11-27T19:53:18.363556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-11-27T19:53:18.363923] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-11-27T19:53:18.364736] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-11-27T19:53:18.364798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:18.364839] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:18.364874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:18.364938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:18.419893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:18.420524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:18.420627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:18.420670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:18.537636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:18.537795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:18.537843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:18.537878] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:18.541169] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=79.86%)
[2025-11-27T19:53:18.541448] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-11-27T19:53:18.541596] [INFO ] [sig       ] MFI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:18.720883] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MFI.txt
[2025-11-27T19:53:18.721046] [INFO ] [sig       ] [2094/3661] Completed MFI in 0.4s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:18.721096] [INFO ] [sig       ] [2095/3661] Forecasting MFIC...
[2025-11-27T19:53:18.721141] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-11-27T19:53:18.721185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-11-27T19:53:18.732143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-11-27T19:53:18.732448] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-11-27T19:53:18.733233] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-11-27T19:53:18.733297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:18.733337] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:18.733374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:18.733473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:18.788033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:18.788767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:18.788854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:18.788898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:18.911056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:18.911244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:18.911300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:18.911336] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:18.914747] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-11-27T19:53:18.915035] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-11-27T19:53:18.915167] [INFO ] [sig       ] MFIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:19.049257] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MFIC.txt
[2025-11-27T19:53:19.049428] [INFO ] [sig       ] [2095/3661] Completed MFIC in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:19.049479] [INFO ] [sig       ] [2096/3661] Forecasting MFIN...
[2025-11-27T19:53:19.049600] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-11-27T19:53:19.049638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-11-27T19:53:19.060415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-11-27T19:53:19.060805] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-11-27T19:53:19.061606] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-11-27T19:53:19.061667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:19.061708] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:19.061744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:19.061829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:19.116014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:19.116688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:19.116774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:19.116817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:19.238484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:19.238658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:19.238710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:19.238746] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:19.242029] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-11-27T19:53:19.242318] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-11-27T19:53:19.242451] [INFO ] [sig       ] MFIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:19.375925] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MFIN.txt
[2025-11-27T19:53:19.376067] [INFO ] [sig       ] [2096/3661] Completed MFIN in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:19.376120] [INFO ] [sig       ] [2097/3661] Forecasting MFM...
[2025-11-27T19:53:19.376154] [INFO ] [sig       ] Generating forecast for: MFM
[2025-11-27T19:53:19.376208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-11-27T19:53:19.387723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-11-27T19:53:19.388140] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-11-27T19:53:19.388955] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-11-27T19:53:19.389017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:19.389057] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:19.389092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:19.389155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:19.443295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:19.443945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:19.444033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:19.444074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:19.559711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:19.559869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:19.559918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:19.559955] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:19.563270] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-11-27T19:53:19.563568] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-11-27T19:53:19.563731] [INFO ] [sig       ] MFM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:19.698444] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MFM.txt
[2025-11-27T19:53:19.698641] [INFO ] [sig       ] [2097/3661] Completed MFM in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:19.698702] [INFO ] [sig       ] [2098/3661] Forecasting MG...
[2025-11-27T19:53:19.698741] [INFO ] [sig       ] Generating forecast for: MG
[2025-11-27T19:53:19.698798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-11-27T19:53:19.710227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-11-27T19:53:19.710642] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-11-27T19:53:19.711503] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-11-27T19:53:19.711606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:19.711665] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:19.711714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:19.711795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:19.767020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:19.767820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:19.767911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:19.767967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:19.884041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:19.884204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:19.884274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:19.884344] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:19.887749] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-11-27T19:53:19.888045] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-11-27T19:53:19.888198] [INFO ] [sig       ] MG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:20.027033] [INFO ] [LOCAL     ] Saved forecast: MG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MG.txt
[2025-11-27T19:53:20.027178] [INFO ] [sig       ] [2098/3661] Completed MG in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:20.027228] [INFO ] [sig       ] [2099/3661] Forecasting MGA...
[2025-11-27T19:53:20.027277] [INFO ] [sig       ] Generating forecast for: MGA
[2025-11-27T19:53:20.027328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-11-27T19:53:20.038156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-11-27T19:53:20.038463] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-11-27T19:53:20.039254] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-11-27T19:53:20.039317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:20.039361] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:20.039398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:20.039460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:20.094599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:20.095221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:20.095307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:20.095343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:20.219984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:20.220147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:20.220195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:20.220231] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:20.223558] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-11-27T19:53:20.223886] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-11-27T19:53:20.224015] [INFO ] [sig       ] MGA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:20.361453] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MGA.txt
[2025-11-27T19:53:20.361610] [INFO ] [sig       ] [2099/3661] Completed MGA in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:20.361667] [INFO ] [sig       ] [2100/3661] Forecasting MGEE...
[2025-11-27T19:53:20.361713] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-11-27T19:53:20.361750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-11-27T19:53:20.372248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-11-27T19:53:20.372609] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-11-27T19:53:20.373445] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-11-27T19:53:20.373510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:20.373552] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:20.373617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:20.373702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:20.431926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:20.432650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:20.432747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:20.432797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:20.550904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:20.551059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:20.551107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:20.551143] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:20.554351] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=79.90%)
[2025-11-27T19:53:20.554657] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-11-27T19:53:20.554789] [INFO ] [sig       ] MGEE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:20.692527] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MGEE.txt
[2025-11-27T19:53:20.692702] [INFO ] [sig       ] [2100/3661] Completed MGEE in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:20.692752] [INFO ] [sig       ] [2101/3661] Forecasting MGIC...
[2025-11-27T19:53:20.692788] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-11-27T19:53:20.692823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-11-27T19:53:20.703281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-11-27T19:53:20.703563] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-11-27T19:53:20.704335] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-11-27T19:53:20.704396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:20.704438] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:20.704473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:20.704536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:20.760119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:20.760781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:20.760868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:20.760909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:20.881612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:20.881767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:20.881814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:20.881849] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:20.885063] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-11-27T19:53:20.885348] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-11-27T19:53:20.885481] [INFO ] [sig       ] MGIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:21.020699] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MGIC.txt
[2025-11-27T19:53:21.020834] [INFO ] [sig       ] [2101/3661] Completed MGIC in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:21.020890] [INFO ] [sig       ] [2102/3661] Forecasting MGM...
[2025-11-27T19:53:21.020929] [INFO ] [sig       ] Generating forecast for: MGM
[2025-11-27T19:53:21.020964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-11-27T19:53:21.032014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-11-27T19:53:21.032348] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-11-27T19:53:21.033192] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-11-27T19:53:21.033263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:21.033319] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:21.033370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:21.033458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:21.089901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:21.090551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:21.090661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:21.090719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:21.212379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:21.212546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:21.212629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:21.212681] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:21.216014] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-11-27T19:53:21.216373] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-11-27T19:53:21.216538] [INFO ] [sig       ] MGM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:21.357711] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MGM.txt
[2025-11-27T19:53:21.357855] [INFO ] [sig       ] [2102/3661] Completed MGM in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:21.357904] [INFO ] [sig       ] [2103/3661] Forecasting MGNI...
[2025-11-27T19:53:21.357942] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-11-27T19:53:21.357988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-11-27T19:53:21.368925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-11-27T19:53:21.369221] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-11-27T19:53:21.370000] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-11-27T19:53:21.370062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:21.370102] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:21.370144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:21.370221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:21.426782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:21.427460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:21.427552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:21.427614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:21.551779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:21.551960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:21.552018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:21.552073] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:21.555555] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-11-27T19:53:21.555864] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-11-27T19:53:21.556020] [INFO ] [sig       ] MGNI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:21.698424] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MGNI.txt
[2025-11-27T19:53:21.698586] [INFO ] [sig       ] [2103/3661] Completed MGNI in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:21.698636] [INFO ] [sig       ] [2104/3661] Forecasting MGNX...
[2025-11-27T19:53:21.698673] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-11-27T19:53:21.698735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-11-27T19:53:21.709559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-11-27T19:53:21.709865] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-11-27T19:53:21.710675] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-11-27T19:53:21.710738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:21.710786] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:21.710832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:21.710907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:21.768892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:21.769556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:21.769661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:21.769704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:21.887088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:21.887252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:21.887300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:21.887335] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:21.890731] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-11-27T19:53:21.891026] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-11-27T19:53:21.891162] [INFO ] [sig       ] MGNX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:22.027910] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MGNX.txt
[2025-11-27T19:53:22.028062] [INFO ] [sig       ] [2104/3661] Completed MGNX in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:22.028126] [INFO ] [sig       ] [2105/3661] Forecasting MGPI...
[2025-11-27T19:53:22.028168] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-11-27T19:53:22.028204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-11-27T19:53:22.039005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-11-27T19:53:22.039305] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-11-27T19:53:22.040102] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-11-27T19:53:22.040175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:22.040230] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:22.040280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:22.040366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:22.094964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:22.095822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:22.095915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:22.095958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:22.212173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:22.212328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:22.212398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:22.212434] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:22.215634] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-11-27T19:53:22.215911] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-11-27T19:53:22.216042] [INFO ] [sig       ] MGPI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:22.350150] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MGPI.txt
[2025-11-27T19:53:22.350298] [INFO ] [sig       ] [2105/3661] Completed MGPI in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:22.350347] [INFO ] [sig       ] [2106/3661] Forecasting MGRC...
[2025-11-27T19:53:22.350385] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-11-27T19:53:22.350431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-11-27T19:53:22.361418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-11-27T19:53:22.361742] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-11-27T19:53:22.362557] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-11-27T19:53:22.362649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:22.362719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:22.362784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:22.362891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:22.418836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:22.419620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:22.419724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:22.419795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:22.540324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:22.540520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:22.540627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:22.540698] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:22.544204] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=89.26%)
[2025-11-27T19:53:22.544521] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-11-27T19:53:22.544706] [INFO ] [sig       ] MGRC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:22.683073] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MGRC.txt
[2025-11-27T19:53:22.683239] [INFO ] [sig       ] [2106/3661] Completed MGRC in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:22.683319] [INFO ] [sig       ] [2107/3661] Forecasting MGRX...
[2025-11-27T19:53:22.683408] [INFO ] [sig       ] Generating forecast for: MGRX
[2025-11-27T19:53:22.683498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRX' from 'https://tdm.silogroup.org/data/derivative_storage/MGRX.csv'.
[2025-11-27T19:53:22.694306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRX'.
[2025-11-27T19:53:22.694627] [INFO ] [FORECASTER] Starting predict_future for MGRX
[2025-11-27T19:53:22.695404] [DEBUG] [LOCAL     ] No optimal features file found for MGRX: ./output/feature-sets/MGRX.txt
[2025-11-27T19:53:22.695467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:22.695507] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:22.695543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:22.695625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:22.751408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:22.752120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:22.752209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:22.752251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:22.874269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:22.874423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:22.874471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:22.874508] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:22.877703] [DEBUG] [FORECASTER] MGRX: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-11-27T19:53:22.877973] [INFO ] [FORECASTER] Completed predict_future for MGRX
[2025-11-27T19:53:22.878116] [INFO ] [sig       ] MGRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:23.016203] [INFO ] [LOCAL     ] Saved forecast: MGRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MGRX.txt
[2025-11-27T19:53:23.016350] [INFO ] [sig       ] [2107/3661] Completed MGRX in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.7m
[2025-11-27T19:53:23.016398] [INFO ] [sig       ] [2108/3661] Forecasting MGTX...
[2025-11-27T19:53:23.016436] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-11-27T19:53:23.016480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-11-27T19:53:23.026919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-11-27T19:53:23.027211] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-11-27T19:53:23.028037] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-11-27T19:53:23.028100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:23.028184] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:23.028233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:23.028321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:23.083599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:23.084219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:23.084304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:23.084341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:23.201534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:23.201695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:23.201741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:23.201773] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:23.204952] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=51.74%)
[2025-11-27T19:53:23.205232] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-11-27T19:53:23.205371] [INFO ] [sig       ] MGTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:23.340987] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MGTX.txt
[2025-11-27T19:53:23.341133] [INFO ] [sig       ] [2108/3661] Completed MGTX in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-11-27T19:53:23.341190] [INFO ] [sig       ] [2109/3661] Forecasting MGX...
[2025-11-27T19:53:23.341227] [INFO ] [sig       ] Generating forecast for: MGX
[2025-11-27T19:53:23.341269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-11-27T19:53:23.351830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-11-27T19:53:23.352111] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-11-27T19:53:23.352921] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-11-27T19:53:23.352983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:23.353033] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:23.353081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:23.353160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:23.408760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:23.409356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:23.409442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:23.409483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:23.525623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:23.525789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:23.525836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:23.525879] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:23.529178] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2025-11-27T19:53:23.529456] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-11-27T19:53:23.529611] [INFO ] [sig       ] MGX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:23.665700] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MGX.txt
[2025-11-27T19:53:23.665852] [INFO ] [sig       ] [2109/3661] Completed MGX in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-11-27T19:53:23.665900] [INFO ] [sig       ] [2110/3661] Forecasting MGY...
[2025-11-27T19:53:23.665934] [INFO ] [sig       ] Generating forecast for: MGY
[2025-11-27T19:53:23.665976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-11-27T19:53:23.676601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-11-27T19:53:23.676887] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-11-27T19:53:23.677671] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-11-27T19:53:23.677731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:23.677779] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:23.677822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:23.677893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:23.734394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:23.735069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:23.735157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:23.735199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:23.855747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:23.855912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:23.855960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:23.856002] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:23.859296] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-11-27T19:53:23.859605] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-11-27T19:53:23.859770] [INFO ] [sig       ] MGY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:23.995623] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MGY.txt
[2025-11-27T19:53:23.995756] [INFO ] [sig       ] [2110/3661] Completed MGY in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:23.995803] [INFO ] [sig       ] [2111/3661] Forecasting MHD...
[2025-11-27T19:53:23.995839] [INFO ] [sig       ] Generating forecast for: MHD
[2025-11-27T19:53:23.995874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-11-27T19:53:24.006959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-11-27T19:53:24.007264] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-11-27T19:53:24.008049] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-11-27T19:53:24.008124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:24.008177] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:24.008210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:24.008309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:24.063820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:24.064445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:24.064531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:24.064567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:24.175831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:24.175985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:24.176032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:24.176068] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:24.179270] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-11-27T19:53:24.179552] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-11-27T19:53:24.179704] [INFO ] [sig       ] MHD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:24.314236] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MHD.txt
[2025-11-27T19:53:24.314371] [INFO ] [sig       ] [2111/3661] Completed MHD in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:24.314419] [INFO ] [sig       ] [2112/3661] Forecasting MHF...
[2025-11-27T19:53:24.314455] [INFO ] [sig       ] Generating forecast for: MHF
[2025-11-27T19:53:24.314492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-11-27T19:53:24.325230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-11-27T19:53:24.325558] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-11-27T19:53:24.326353] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-11-27T19:53:24.326415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:24.326464] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:24.326506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:24.326601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:24.381296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:24.381935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:24.382020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:24.382062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:24.497400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:24.497530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:24.497591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:24.497629] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:24.500851] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-11-27T19:53:24.501128] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-11-27T19:53:24.501267] [INFO ] [sig       ] MHF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:24.635979] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MHF.txt
[2025-11-27T19:53:24.636112] [INFO ] [sig       ] [2112/3661] Completed MHF in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:24.636169] [INFO ] [sig       ] [2113/3661] Forecasting MHK...
[2025-11-27T19:53:24.636224] [INFO ] [sig       ] Generating forecast for: MHK
[2025-11-27T19:53:24.636275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-11-27T19:53:24.647496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-11-27T19:53:24.647795] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-11-27T19:53:24.648604] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-11-27T19:53:24.648670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:24.648710] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:24.648746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:24.648808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:24.704123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:24.704727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:24.704811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:24.704854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:24.819816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:24.819980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:24.820042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:24.820093] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:24.823535] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-11-27T19:53:24.823843] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-11-27T19:53:24.823973] [INFO ] [sig       ] MHK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:24.972031] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MHK.txt
[2025-11-27T19:53:24.972180] [INFO ] [sig       ] [2113/3661] Completed MHK in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:24.972229] [INFO ] [sig       ] [2114/3661] Forecasting MHN...
[2025-11-27T19:53:24.972271] [INFO ] [sig       ] Generating forecast for: MHN
[2025-11-27T19:53:24.972316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-11-27T19:53:24.983849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-11-27T19:53:24.984233] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-11-27T19:53:24.985071] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-11-27T19:53:24.985133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:24.985173] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:24.985209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:24.985315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:25.041686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:25.042463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:25.042566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:25.042629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:25.160392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:25.160588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:25.160643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:25.160689] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:25.164094] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-11-27T19:53:25.164390] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-11-27T19:53:25.164540] [INFO ] [sig       ] MHN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:25.303138] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MHN.txt
[2025-11-27T19:53:25.303307] [INFO ] [sig       ] [2114/3661] Completed MHN in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:25.303360] [INFO ] [sig       ] [2115/3661] Forecasting MHO...
[2025-11-27T19:53:25.303402] [INFO ] [sig       ] Generating forecast for: MHO
[2025-11-27T19:53:25.303442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-11-27T19:53:25.315297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-11-27T19:53:25.315665] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-11-27T19:53:25.316441] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-11-27T19:53:25.316504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:25.316547] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:25.316601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:25.316675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:25.371527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:25.372249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:25.372343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:25.372383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:25.489346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:25.489518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:25.489587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:25.489624] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:25.492913] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-11-27T19:53:25.493202] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-11-27T19:53:25.493333] [INFO ] [sig       ] MHO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:25.627132] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MHO.txt
[2025-11-27T19:53:25.627286] [INFO ] [sig       ] [2115/3661] Completed MHO in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:25.627335] [INFO ] [sig       ] [2116/3661] Forecasting MHUA...
[2025-11-27T19:53:25.627373] [INFO ] [sig       ] Generating forecast for: MHUA
[2025-11-27T19:53:25.627481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'.
[2025-11-27T19:53:25.638253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHUA'.
[2025-11-27T19:53:25.638714] [INFO ] [FORECASTER] Starting predict_future for MHUA
[2025-11-27T19:53:25.639488] [DEBUG] [LOCAL     ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt
[2025-11-27T19:53:25.639552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:25.639612] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:25.639652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:25.639718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:25.694808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:25.695476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:25.695563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:25.695621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:25.800265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:25.800431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:25.800477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:25.800536] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:25.803766] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-11-27T19:53:25.804037] [INFO ] [FORECASTER] Completed predict_future for MHUA
[2025-11-27T19:53:25.804167] [INFO ] [sig       ] MHUA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:25.937874] [INFO ] [LOCAL     ] Saved forecast: MHUA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MHUA.txt
[2025-11-27T19:53:25.938028] [INFO ] [sig       ] [2116/3661] Completed MHUA in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:25.938078] [INFO ] [sig       ] [2117/3661] Forecasting MIDD...
[2025-11-27T19:53:25.938128] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-11-27T19:53:25.938165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-11-27T19:53:25.950123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-11-27T19:53:25.950486] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-11-27T19:53:25.951338] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-11-27T19:53:25.951406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:25.951451] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:25.951489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:25.951553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:26.006547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:26.007340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:26.007435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:26.007480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:26.129518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:26.129718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:26.129779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:26.129828] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:26.133242] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-11-27T19:53:26.133527] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-11-27T19:53:26.133686] [INFO ] [sig       ] MIDD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:26.275459] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MIDD.txt
[2025-11-27T19:53:26.275653] [INFO ] [sig       ] [2117/3661] Completed MIDD in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:26.275712] [INFO ] [sig       ] [2118/3661] Forecasting MIGI...
[2025-11-27T19:53:26.275755] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-11-27T19:53:26.275793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-11-27T19:53:26.287391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-11-27T19:53:26.287731] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-11-27T19:53:26.288528] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-11-27T19:53:26.288611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:26.288662] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:26.288705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:26.288783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:26.343645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:26.344229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:26.344315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:26.344369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:26.460093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:26.460245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:26.460294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:26.460328] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:26.463526] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=57.19%)
[2025-11-27T19:53:26.463847] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-11-27T19:53:26.463980] [INFO ] [sig       ] MIGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:26.598249] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MIGI.txt
[2025-11-27T19:53:26.598376] [INFO ] [sig       ] [2118/3661] Completed MIGI in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:26.598422] [INFO ] [sig       ] [2119/3661] Forecasting MILN...
[2025-11-27T19:53:26.598462] [INFO ] [sig       ] Generating forecast for: MILN
[2025-11-27T19:53:26.598505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-11-27T19:53:26.609498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-11-27T19:53:26.609841] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-11-27T19:53:26.610612] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-11-27T19:53:26.610673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:26.610714] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:26.610749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:26.610812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:26.665393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:26.666089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:26.666176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:26.666216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:26.769953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:26.770143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:26.770192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:26.770231] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:26.773447] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-11-27T19:53:26.773744] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-11-27T19:53:26.773873] [INFO ] [sig       ] MILN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:26.908512] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MILN.txt
[2025-11-27T19:53:26.908707] [INFO ] [sig       ] [2119/3661] Completed MILN in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:26.908756] [INFO ] [sig       ] [2120/3661] Forecasting MIND...
[2025-11-27T19:53:26.908791] [INFO ] [sig       ] Generating forecast for: MIND
[2025-11-27T19:53:26.908832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-11-27T19:53:26.919721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-11-27T19:53:26.919984] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-11-27T19:53:26.920780] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-11-27T19:53:26.920842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:26.920882] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:26.920918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:26.920989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:26.975336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:26.975951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:26.976036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:26.976077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:27.096481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:27.096654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:27.096702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:27.096741] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:27.102756] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-11-27T19:53:27.103029] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-11-27T19:53:27.103161] [INFO ] [sig       ] MIND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:27.239322] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MIND.txt
[2025-11-27T19:53:27.239457] [INFO ] [sig       ] [2120/3661] Completed MIND in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:27.239507] [INFO ] [sig       ] [2121/3661] Forecasting MIRA...
[2025-11-27T19:53:27.239548] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-11-27T19:53:27.239604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-11-27T19:53:27.251922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-11-27T19:53:27.252282] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-11-27T19:53:27.253117] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-11-27T19:53:27.253181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:27.253224] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:27.253269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:27.253347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:27.308310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:27.309127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:27.309218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:27.309269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:27.428298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:27.428469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:27.428518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:27.428557] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:27.431931] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-11-27T19:53:27.432228] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-11-27T19:53:27.432366] [INFO ] [sig       ] MIRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:27.572059] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MIRA.txt
[2025-11-27T19:53:27.572279] [INFO ] [sig       ] [2121/3661] Completed MIRA in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:27.572342] [INFO ] [sig       ] [2122/3661] Forecasting MIRM...
[2025-11-27T19:53:27.572392] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-11-27T19:53:27.572456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-11-27T19:53:27.583842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-11-27T19:53:27.584167] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-11-27T19:53:27.584969] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-11-27T19:53:27.585030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:27.585071] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:27.585106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:27.585169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:27.640597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:27.641200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:27.641296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:27.641341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:27.755137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:27.755287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:27.755337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:27.755374] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:27.758641] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-11-27T19:53:27.758927] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-11-27T19:53:27.759060] [INFO ] [sig       ] MIRM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:27.894973] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MIRM.txt
[2025-11-27T19:53:27.895112] [INFO ] [sig       ] [2122/3661] Completed MIRM in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:27.895160] [INFO ] [sig       ] [2123/3661] Forecasting MITK...
[2025-11-27T19:53:27.895197] [INFO ] [sig       ] Generating forecast for: MITK
[2025-11-27T19:53:27.895242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-11-27T19:53:27.906667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-11-27T19:53:27.907012] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-11-27T19:53:27.907860] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-11-27T19:53:27.907925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:27.907969] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:27.908012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:27.908087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:27.964128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:27.964824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:27.964916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:27.964967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:28.087291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:28.087469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:28.087523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:28.087590] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:28.091079] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=47.69%)
[2025-11-27T19:53:28.091378] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-11-27T19:53:28.091520] [INFO ] [sig       ] MITK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:28.228858] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MITK.txt
[2025-11-27T19:53:28.229037] [INFO ] [sig       ] [2123/3661] Completed MITK in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:28.229094] [INFO ] [sig       ] [2124/3661] Forecasting MIY...
[2025-11-27T19:53:28.229138] [INFO ] [sig       ] Generating forecast for: MIY
[2025-11-27T19:53:28.229203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-11-27T19:53:28.239954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-11-27T19:53:28.240245] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-11-27T19:53:28.241083] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-11-27T19:53:28.241147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:28.241190] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:28.241236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:28.241316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:28.301204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:28.302251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:28.302375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:28.302436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:28.421768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:28.421933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:28.421980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:28.422017] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:28.425242] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-11-27T19:53:28.425509] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-11-27T19:53:28.425669] [INFO ] [sig       ] MIY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:28.560486] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MIY.txt
[2025-11-27T19:53:28.560657] [INFO ] [sig       ] [2124/3661] Completed MIY in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:28.560709] [INFO ] [sig       ] [2125/3661] Forecasting MKC...
[2025-11-27T19:53:28.560741] [INFO ] [sig       ] Generating forecast for: MKC
[2025-11-27T19:53:28.560779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-11-27T19:53:28.572001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-11-27T19:53:28.572349] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-11-27T19:53:28.573169] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-11-27T19:53:28.573241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:28.573296] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:28.573348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:28.573430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:28.628783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:28.629455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:28.629552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:28.629628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:28.750904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:28.751101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:28.751151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:28.751188] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:28.754468] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-11-27T19:53:28.754759] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-11-27T19:53:28.754890] [INFO ] [sig       ] MKC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:28.888097] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MKC.txt
[2025-11-27T19:53:28.888258] [INFO ] [sig       ] [2125/3661] Completed MKC in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.6m
[2025-11-27T19:53:28.888306] [INFO ] [sig       ] [2126/3661] Forecasting MKL...
[2025-11-27T19:53:28.888345] [INFO ] [sig       ] Generating forecast for: MKL
[2025-11-27T19:53:28.888400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-11-27T19:53:28.899997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-11-27T19:53:28.900376] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-11-27T19:53:28.901177] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-11-27T19:53:28.901240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:28.901280] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:28.901316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:28.901381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:28.955954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:28.956810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:28.956900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:28.956942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:29.073883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:29.074045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:29.074094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:29.074137] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:29.077295] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-11-27T19:53:29.077564] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-11-27T19:53:29.077711] [INFO ] [sig       ] MKL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:29.211137] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MKL.txt
[2025-11-27T19:53:29.211254] [INFO ] [sig       ] [2126/3661] Completed MKL in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-11-27T19:53:29.211302] [INFO ] [sig       ] [2127/3661] Forecasting MKSI...
[2025-11-27T19:53:29.211340] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-11-27T19:53:29.211377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-11-27T19:53:29.222470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-11-27T19:53:29.222792] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-11-27T19:53:29.223538] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-11-27T19:53:29.223618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:29.223660] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:29.223697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:29.223763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:29.278614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:29.279337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:29.279426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:29.279468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:29.397550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:29.397743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:29.397792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:29.397834] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:29.401174] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-11-27T19:53:29.401488] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-11-27T19:53:29.401646] [INFO ] [sig       ] MKSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:29.536293] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MKSI.txt
[2025-11-27T19:53:29.536474] [INFO ] [sig       ] [2127/3661] Completed MKSI in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-11-27T19:53:29.536524] [INFO ] [sig       ] [2128/3661] Forecasting MKTX...
[2025-11-27T19:53:29.536607] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-11-27T19:53:29.536649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-11-27T19:53:29.548064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-11-27T19:53:29.548392] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-11-27T19:53:29.549209] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-11-27T19:53:29.549274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:29.549317] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:29.549368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:29.549446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:29.606220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:29.606910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:29.606998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:29.607037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:29.732554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:29.732715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:29.732768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:29.732804] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:29.736049] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-11-27T19:53:29.736317] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-11-27T19:53:29.736452] [INFO ] [sig       ] MKTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:29.870642] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MKTX.txt
[2025-11-27T19:53:29.870784] [INFO ] [sig       ] [2128/3661] Completed MKTX in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-11-27T19:53:29.870841] [INFO ] [sig       ] [2129/3661] Forecasting MLAB...
[2025-11-27T19:53:29.870882] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-11-27T19:53:29.870927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-11-27T19:53:29.881659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-11-27T19:53:29.881964] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-11-27T19:53:29.882750] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-11-27T19:53:29.882814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:29.882854] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:29.882889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:29.882954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:29.938131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:29.938769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:29.938860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:29.938901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:30.052059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:30.052231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:30.052281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:30.052317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:30.055501] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-11-27T19:53:30.055790] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-11-27T19:53:30.055927] [INFO ] [sig       ] MLAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:30.190881] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MLAB.txt
[2025-11-27T19:53:30.191057] [INFO ] [sig       ] [2129/3661] Completed MLAB in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:30.191106] [INFO ] [sig       ] [2130/3661] Forecasting MLCO...
[2025-11-27T19:53:30.191144] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-11-27T19:53:30.191183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-11-27T19:53:30.201860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-11-27T19:53:30.202182] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-11-27T19:53:30.202966] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-11-27T19:53:30.203028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:30.203066] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:30.203099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:30.203160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:30.257641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:30.258283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:30.258370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:30.258407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:30.377154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:30.377313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:30.377362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:30.377401] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:30.380622] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=69.33%)
[2025-11-27T19:53:30.380902] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-11-27T19:53:30.381032] [INFO ] [sig       ] MLCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:30.514344] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MLCO.txt
[2025-11-27T19:53:30.514482] [INFO ] [sig       ] [2130/3661] Completed MLCO in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:30.514530] [INFO ] [sig       ] [2131/3661] Forecasting MLGO...
[2025-11-27T19:53:30.514563] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-11-27T19:53:30.514616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-11-27T19:53:30.525073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-11-27T19:53:30.525378] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-11-27T19:53:30.526167] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-11-27T19:53:30.526229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:30.526274] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:30.526310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:30.526371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:30.582867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:30.583516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:30.583620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:30.583664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:30.698171] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:30.698329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:30.698377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:30.698414] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:30.701676] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-11-27T19:53:30.701968] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-11-27T19:53:30.702101] [INFO ] [sig       ] MLGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:30.836614] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MLGO.txt
[2025-11-27T19:53:30.836755] [INFO ] [sig       ] [2131/3661] Completed MLGO in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:30.836808] [INFO ] [sig       ] [2132/3661] Forecasting MLI...
[2025-11-27T19:53:30.836846] [INFO ] [sig       ] Generating forecast for: MLI
[2025-11-27T19:53:30.836882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-11-27T19:53:30.847566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-11-27T19:53:30.847876] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-11-27T19:53:30.848736] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-11-27T19:53:30.848798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:30.848848] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:30.848899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:30.848973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:30.903759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:30.904432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:30.904520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:30.904556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:31.024747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:31.024914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:31.024962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:31.025001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:31.028320] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-11-27T19:53:31.028636] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-11-27T19:53:31.028769] [INFO ] [sig       ] MLI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:31.163612] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MLI.txt
[2025-11-27T19:53:31.163775] [INFO ] [sig       ] [2132/3661] Completed MLI in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:31.163824] [INFO ] [sig       ] [2133/3661] Forecasting MLKN...
[2025-11-27T19:53:31.163862] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-11-27T19:53:31.163898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-11-27T19:53:31.175741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-11-27T19:53:31.176140] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-11-27T19:53:31.176981] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-11-27T19:53:31.177063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:31.177136] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:31.177204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:31.177319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:31.232482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:31.233358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:31.233461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:31.233531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:31.356469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:31.356650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:31.356712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:31.356764] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:31.360069] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=37.62%)
[2025-11-27T19:53:31.360360] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-11-27T19:53:31.360507] [INFO ] [sig       ] MLKN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:31.495212] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MLKN.txt
[2025-11-27T19:53:31.495367] [INFO ] [sig       ] [2133/3661] Completed MLKN in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:31.495432] [INFO ] [sig       ] [2134/3661] Forecasting MLM...
[2025-11-27T19:53:31.495486] [INFO ] [sig       ] Generating forecast for: MLM
[2025-11-27T19:53:31.495559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-11-27T19:53:31.506450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-11-27T19:53:31.506804] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-11-27T19:53:31.507620] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-11-27T19:53:31.507689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:31.507745] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:31.507795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:31.507886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:31.563824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:31.564468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:31.564593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:31.564632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:31.685144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:31.685300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:31.685348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:31.685391] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:31.688671] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-11-27T19:53:31.688941] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-11-27T19:53:31.689071] [INFO ] [sig       ] MLM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:31.823124] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MLM.txt
[2025-11-27T19:53:31.823264] [INFO ] [sig       ] [2134/3661] Completed MLM in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:31.823312] [INFO ] [sig       ] [2135/3661] Forecasting MLP...
[2025-11-27T19:53:31.823345] [INFO ] [sig       ] Generating forecast for: MLP
[2025-11-27T19:53:31.823381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-11-27T19:53:31.833887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-11-27T19:53:31.834193] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-11-27T19:53:31.834976] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-11-27T19:53:31.835038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:31.835087] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:31.835132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:31.835213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:31.890154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:31.890835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:31.890921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:31.890971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:31.991985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:31.992135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:31.992182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:31.992222] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:31.995486] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-11-27T19:53:31.995780] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-11-27T19:53:31.995919] [INFO ] [sig       ] MLP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:32.136898] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MLP.txt
[2025-11-27T19:53:32.137046] [INFO ] [sig       ] [2135/3661] Completed MLP in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:32.137094] [INFO ] [sig       ] [2136/3661] Forecasting MLTX...
[2025-11-27T19:53:32.137145] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-11-27T19:53:32.137188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-11-27T19:53:32.147525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-11-27T19:53:32.147848] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-11-27T19:53:32.148746] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-11-27T19:53:32.148810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:32.148853] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:32.148891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:32.148956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:32.204953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:32.205832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:32.205924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:32.205969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:32.327624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:32.327788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:32.327863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:32.327915] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:32.331312] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-11-27T19:53:32.331655] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-11-27T19:53:32.331817] [INFO ] [sig       ] MLTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:32.469242] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MLTX.txt
[2025-11-27T19:53:32.469388] [INFO ] [sig       ] [2136/3661] Completed MLTX in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:32.469445] [INFO ] [sig       ] [2137/3661] Forecasting MLYS...
[2025-11-27T19:53:32.469488] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-11-27T19:53:32.469524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-11-27T19:53:32.480473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-11-27T19:53:32.480816] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-11-27T19:53:32.481616] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-11-27T19:53:32.481684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:32.481726] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:32.481761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:32.481824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:32.538873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:32.539528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:32.539632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:32.539676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:32.651948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:32.652121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:32.652172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:32.652212] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:32.655686] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2025-11-27T19:53:32.655979] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-11-27T19:53:32.656118] [INFO ] [sig       ] MLYS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:32.808716] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MLYS.txt
[2025-11-27T19:53:32.808866] [INFO ] [sig       ] [2137/3661] Completed MLYS in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:32.808922] [INFO ] [sig       ] [2138/3661] Forecasting MMC...
[2025-11-27T19:53:32.808963] [INFO ] [sig       ] Generating forecast for: MMC
[2025-11-27T19:53:32.809003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-11-27T19:53:32.820298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-11-27T19:53:32.820599] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-11-27T19:53:32.821374] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-11-27T19:53:32.821437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:32.821478] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:32.821517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:32.821602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:32.877897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:32.878732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:32.878823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:32.878866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:32.998257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:32.998433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:32.998481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:32.998521] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:33.001752] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-11-27T19:53:33.002020] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-11-27T19:53:33.002168] [INFO ] [sig       ] MMC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:33.163471] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MMC.txt
[2025-11-27T19:53:33.163678] [INFO ] [sig       ] [2138/3661] Completed MMC in 0.4s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:33.163754] [INFO ] [sig       ] [2139/3661] Forecasting MMD...
[2025-11-27T19:53:33.163788] [INFO ] [sig       ] Generating forecast for: MMD
[2025-11-27T19:53:33.163829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-11-27T19:53:33.175337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-11-27T19:53:33.175669] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-11-27T19:53:33.176443] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-11-27T19:53:33.176506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:33.176547] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:33.176599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:33.176665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:33.231215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:33.232126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:33.232226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:33.232274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:33.348455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:33.348608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:33.348658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:33.348695] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:33.351917] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-11-27T19:53:33.352207] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-11-27T19:53:33.352336] [INFO ] [sig       ] MMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:33.485544] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MMD.txt
[2025-11-27T19:53:33.485687] [INFO ] [sig       ] [2139/3661] Completed MMD in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:33.485735] [INFO ] [sig       ] [2140/3661] Forecasting MMLP...
[2025-11-27T19:53:33.485774] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-11-27T19:53:33.485810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-11-27T19:53:33.495612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-11-27T19:53:33.495925] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-11-27T19:53:33.496721] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-11-27T19:53:33.496781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:33.496815] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:33.496849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:33.496925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:33.554189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:33.554823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:33.554909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:33.554954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:33.667995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:33.668138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:33.668195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:33.668234] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:33.671403] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-11-27T19:53:33.671710] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-11-27T19:53:33.671850] [INFO ] [sig       ] MMLP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:33.805120] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MMLP.txt
[2025-11-27T19:53:33.805247] [INFO ] [sig       ] [2140/3661] Completed MMLP in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:33.805294] [INFO ] [sig       ] [2141/3661] Forecasting MMS...
[2025-11-27T19:53:33.805329] [INFO ] [sig       ] Generating forecast for: MMS
[2025-11-27T19:53:33.805369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-11-27T19:53:33.815825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-11-27T19:53:33.816097] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-11-27T19:53:33.816877] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-11-27T19:53:33.816939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:33.816980] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:33.817016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:33.817078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:33.871898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:33.872516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:33.872616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:33.872660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:33.997739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:33.997891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:33.997938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:33.997973] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:34.001233] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-11-27T19:53:34.001506] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-11-27T19:53:34.001660] [INFO ] [sig       ] MMS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:34.136045] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MMS.txt
[2025-11-27T19:53:34.136170] [INFO ] [sig       ] [2141/3661] Completed MMS in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:34.136217] [INFO ] [sig       ] [2142/3661] Forecasting MMSI...
[2025-11-27T19:53:34.136254] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-11-27T19:53:34.136290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-11-27T19:53:34.146967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-11-27T19:53:34.147277] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-11-27T19:53:34.148095] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-11-27T19:53:34.148190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:34.148247] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:34.148305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:34.148408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:34.205697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:34.206389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:34.206501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:34.206565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:34.328021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:34.328180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:34.328242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:34.328291] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:34.331690] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-11-27T19:53:34.332000] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-11-27T19:53:34.332145] [INFO ] [sig       ] MMSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:34.469358] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MMSI.txt
[2025-11-27T19:53:34.469509] [INFO ] [sig       ] [2142/3661] Completed MMSI in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:34.469587] [INFO ] [sig       ] [2143/3661] Forecasting MNDO...
[2025-11-27T19:53:34.470066] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-11-27T19:53:34.470124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-11-27T19:53:34.481412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-11-27T19:53:34.481728] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-11-27T19:53:34.482523] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-11-27T19:53:34.482601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:34.482645] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:34.482682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:34.482753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:34.537974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:34.538627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:34.538712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:34.538753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:34.645617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:34.645758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:34.645803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:34.645838] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:34.651974] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=42.08%)
[2025-11-27T19:53:34.652298] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-11-27T19:53:34.652449] [INFO ] [sig       ] MNDO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:34.786139] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MNDO.txt
[2025-11-27T19:53:34.786273] [INFO ] [sig       ] [2143/3661] Completed MNDO in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.5m
[2025-11-27T19:53:34.786322] [INFO ] [sig       ] [2144/3661] Forecasting MNDY...
[2025-11-27T19:53:34.786367] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-11-27T19:53:34.786421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-11-27T19:53:34.796945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-11-27T19:53:34.797233] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-11-27T19:53:34.798014] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-11-27T19:53:34.798076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:34.798172] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:34.798218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:34.798286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:34.852825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:34.853464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:34.853550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:34.853609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:34.976451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:34.976631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:34.976682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:34.976718] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:34.980057] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-11-27T19:53:34.980341] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-11-27T19:53:34.980482] [INFO ] [sig       ] MNDY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:35.118584] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MNDY.txt
[2025-11-27T19:53:35.118737] [INFO ] [sig       ] [2144/3661] Completed MNDY in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-11-27T19:53:35.118786] [INFO ] [sig       ] [2145/3661] Forecasting MNKD...
[2025-11-27T19:53:35.118835] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-11-27T19:53:35.118877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-11-27T19:53:35.129277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-11-27T19:53:35.129543] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-11-27T19:53:35.130312] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-11-27T19:53:35.130373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:35.130414] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:35.130449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:35.130511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:35.185296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:35.185982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:35.186075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:35.186123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:35.310860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:35.311027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:35.311076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:35.311112] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:35.314375] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=26.02%)
[2025-11-27T19:53:35.314667] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-11-27T19:53:35.314806] [INFO ] [sig       ] MNKD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:35.453907] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MNKD.txt
[2025-11-27T19:53:35.454048] [INFO ] [sig       ] [2145/3661] Completed MNKD in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-11-27T19:53:35.454102] [INFO ] [sig       ] [2146/3661] Forecasting MNMD...
[2025-11-27T19:53:35.454139] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-11-27T19:53:35.454175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-11-27T19:53:35.464909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-11-27T19:53:35.465185] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-11-27T19:53:35.465964] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-11-27T19:53:35.466025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:35.466065] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:35.466101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:35.466166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:35.521770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:35.522395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:35.522481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:35.522518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:35.641082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:35.641228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:35.641276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:35.641312] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:35.644485] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=24.96%)
[2025-11-27T19:53:35.644776] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-11-27T19:53:35.644930] [INFO ] [sig       ] MNMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:35.779464] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MNMD.txt
[2025-11-27T19:53:35.779632] [INFO ] [sig       ] [2146/3661] Completed MNMD in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-11-27T19:53:35.779688] [INFO ] [sig       ] [2147/3661] Forecasting MNRO...
[2025-11-27T19:53:35.779729] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-11-27T19:53:35.779767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-11-27T19:53:35.790675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-11-27T19:53:35.790990] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-11-27T19:53:35.791878] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-11-27T19:53:35.791950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:35.791996] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:35.792037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:35.792110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:35.849809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:35.850489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:35.850589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:35.850630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:35.969117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:35.969263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:35.969310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:35.969349] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:35.972593] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-11-27T19:53:35.972864] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-11-27T19:53:35.972998] [INFO ] [sig       ] MNRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:36.108190] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MNRO.txt
[2025-11-27T19:53:36.108320] [INFO ] [sig       ] [2147/3661] Completed MNRO in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:36.108368] [INFO ] [sig       ] [2148/3661] Forecasting MNSO...
[2025-11-27T19:53:36.108416] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-11-27T19:53:36.108457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-11-27T19:53:36.119260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-11-27T19:53:36.119526] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-11-27T19:53:36.120348] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-11-27T19:53:36.120412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:36.120453] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:36.120497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:36.120588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:36.175215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:36.176023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:36.176108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:36.176150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:36.298503] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:36.298685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:36.298742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:36.298781] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:36.302109] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-11-27T19:53:36.302376] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-11-27T19:53:36.302512] [INFO ] [sig       ] MNSO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:36.442516] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MNSO.txt
[2025-11-27T19:53:36.442790] [INFO ] [sig       ] [2148/3661] Completed MNSO in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:36.442885] [INFO ] [sig       ] [2149/3661] Forecasting MNTK...
[2025-11-27T19:53:36.442942] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-11-27T19:53:36.442996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-11-27T19:53:36.454941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-11-27T19:53:36.455257] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-11-27T19:53:36.456124] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-11-27T19:53:36.456189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:36.456230] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:36.456267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:36.456331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:36.511951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:36.512614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:36.512707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:36.512753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:36.633185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:36.633355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:36.633405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:36.633443] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:36.636752] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-11-27T19:53:36.637029] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-11-27T19:53:36.637166] [INFO ] [sig       ] MNTK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:36.787366] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MNTK.txt
[2025-11-27T19:53:36.787512] [INFO ] [sig       ] [2149/3661] Completed MNTK in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:36.787562] [INFO ] [sig       ] [2150/3661] Forecasting MNY...
[2025-11-27T19:53:36.787635] [INFO ] [sig       ] Generating forecast for: MNY
[2025-11-27T19:53:36.787675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-11-27T19:53:36.798412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-11-27T19:53:36.798688] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-11-27T19:53:36.799455] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-11-27T19:53:36.799518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:36.799560] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:36.799785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:36.799856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:36.854899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:36.855560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:36.855676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:36.855735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:36.976527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:36.976706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:36.976759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:36.976796] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:36.982958] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-11-27T19:53:36.983255] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-11-27T19:53:36.983388] [INFO ] [sig       ] MNY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:37.119143] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MNY.txt
[2025-11-27T19:53:37.119283] [INFO ] [sig       ] [2150/3661] Completed MNY in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:37.119332] [INFO ] [sig       ] [2151/3661] Forecasting MOB...
[2025-11-27T19:53:37.119370] [INFO ] [sig       ] Generating forecast for: MOB
[2025-11-27T19:53:37.119408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'.
[2025-11-27T19:53:37.130230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOB'.
[2025-11-27T19:53:37.130511] [INFO ] [FORECASTER] Starting predict_future for MOB
[2025-11-27T19:53:37.131313] [DEBUG] [LOCAL     ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt
[2025-11-27T19:53:37.131377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:37.131418] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:37.131463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:37.131544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:37.187713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:37.188345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:37.188438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:37.188475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:37.306394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:37.306547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:37.306609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:37.306665] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:37.309960] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-11-27T19:53:37.310229] [INFO ] [FORECASTER] Completed predict_future for MOB
[2025-11-27T19:53:37.310370] [INFO ] [sig       ] MOB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:37.449462] [INFO ] [LOCAL     ] Saved forecast: MOB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MOB.txt
[2025-11-27T19:53:37.449628] [INFO ] [sig       ] [2151/3661] Completed MOB in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:37.449681] [INFO ] [sig       ] [2152/3661] Forecasting MOD...
[2025-11-27T19:53:37.449722] [INFO ] [sig       ] Generating forecast for: MOD
[2025-11-27T19:53:37.449757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-11-27T19:53:37.461059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-11-27T19:53:37.461356] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-11-27T19:53:37.462174] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-11-27T19:53:37.462235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:37.462276] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:37.462308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:37.462374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:37.518404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:37.519039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:37.519149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:37.519192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:37.640645] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:37.640798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:37.640845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:37.640884] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:37.644080] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-11-27T19:53:37.644348] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-11-27T19:53:37.644477] [INFO ] [sig       ] MOD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:37.794548] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MOD.txt
[2025-11-27T19:53:37.794736] [INFO ] [sig       ] [2152/3661] Completed MOD in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:37.794797] [INFO ] [sig       ] [2153/3661] Forecasting MODG...
[2025-11-27T19:53:37.794837] [INFO ] [sig       ] Generating forecast for: MODG
[2025-11-27T19:53:37.794875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-11-27T19:53:37.805687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-11-27T19:53:37.805960] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-11-27T19:53:37.806731] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-11-27T19:53:37.806792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:37.806832] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:37.806867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:37.806932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:37.862511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:37.863239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:37.863328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:37.863382] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:37.991547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:37.991727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:37.991777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:37.991811] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:37.995051] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-11-27T19:53:37.995318] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-11-27T19:53:37.995451] [INFO ] [sig       ] MODG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:38.130546] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MODG.txt
[2025-11-27T19:53:38.130713] [INFO ] [sig       ] [2153/3661] Completed MODG in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:38.130764] [INFO ] [sig       ] [2154/3661] Forecasting MODL...
[2025-11-27T19:53:38.130801] [INFO ] [sig       ] Generating forecast for: MODL
[2025-11-27T19:53:38.130841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-11-27T19:53:38.144388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-11-27T19:53:38.144713] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-11-27T19:53:38.145470] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-11-27T19:53:38.145532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:38.145591] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:38.145632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:38.145697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:38.201792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:38.202436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:38.202530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:38.202570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:38.323040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:38.323197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:38.323244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:38.323276] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:38.326568] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=67.77%)
[2025-11-27T19:53:38.326858] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-11-27T19:53:38.327003] [INFO ] [sig       ] MODL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:38.463995] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MODL.txt
[2025-11-27T19:53:38.464137] [INFO ] [sig       ] [2154/3661] Completed MODL in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:38.464189] [INFO ] [sig       ] [2155/3661] Forecasting MOFG...
[2025-11-27T19:53:38.464224] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-11-27T19:53:38.464262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-11-27T19:53:38.475849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-11-27T19:53:38.476171] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-11-27T19:53:38.476984] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-11-27T19:53:38.477069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:38.477120] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:38.477170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:38.477286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:38.535865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:38.536656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:38.536744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:38.536785] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:38.650914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:38.651095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:38.651146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:38.651210] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:38.654780] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=34.37%)
[2025-11-27T19:53:38.655078] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-11-27T19:53:38.655228] [INFO ] [sig       ] MOFG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:38.797741] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MOFG.txt
[2025-11-27T19:53:38.797890] [INFO ] [sig       ] [2155/3661] Completed MOFG in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:38.797953] [INFO ] [sig       ] [2156/3661] Forecasting MOGO...
[2025-11-27T19:53:38.798006] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-11-27T19:53:38.798047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-11-27T19:53:38.809220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-11-27T19:53:38.809518] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-11-27T19:53:38.810341] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-11-27T19:53:38.810408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:38.810459] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:38.810496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:38.810599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:38.867898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:38.868605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:38.868694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:38.868736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:38.988914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:38.989119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:38.989169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:38.989215] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:38.992641] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2025-11-27T19:53:38.992930] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-11-27T19:53:38.993079] [INFO ] [sig       ] MOGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:39.133724] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MOGO.txt
[2025-11-27T19:53:39.133873] [INFO ] [sig       ] [2156/3661] Completed MOGO in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:39.133921] [INFO ] [sig       ] [2157/3661] Forecasting MOH...
[2025-11-27T19:53:39.133971] [INFO ] [sig       ] Generating forecast for: MOH
[2025-11-27T19:53:39.134078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-11-27T19:53:39.145156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-11-27T19:53:39.145466] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-11-27T19:53:39.146271] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-11-27T19:53:39.146333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:39.146375] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:39.146413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:39.146477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:39.203694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:39.204311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:39.204408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:39.204449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:39.323039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:39.323206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:39.323252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:39.323289] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:39.326535] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-11-27T19:53:39.326828] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-11-27T19:53:39.326958] [INFO ] [sig       ] MOH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:39.467766] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MOH.txt
[2025-11-27T19:53:39.467915] [INFO ] [sig       ] [2157/3661] Completed MOH in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:39.467980] [INFO ] [sig       ] [2158/3661] Forecasting MOMO...
[2025-11-27T19:53:39.468014] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-11-27T19:53:39.468062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-11-27T19:53:39.478731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-11-27T19:53:39.479007] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-11-27T19:53:39.479821] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-11-27T19:53:39.479889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:39.479930] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:39.479978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:39.480096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:39.536932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:39.537601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:39.537687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:39.537731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:39.658131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:39.658297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:39.658346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:39.658388] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:39.661807] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-11-27T19:53:39.662101] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-11-27T19:53:39.662234] [INFO ] [sig       ] MOMO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:39.808237] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MOMO.txt
[2025-11-27T19:53:39.808399] [INFO ] [sig       ] [2158/3661] Completed MOMO in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:39.808457] [INFO ] [sig       ] [2159/3661] Forecasting MORN...
[2025-11-27T19:53:39.808524] [INFO ] [sig       ] Generating forecast for: MORN
[2025-11-27T19:53:39.808633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-11-27T19:53:39.819335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-11-27T19:53:39.819673] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-11-27T19:53:39.820456] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-11-27T19:53:39.820517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:39.820559] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:39.820629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:39.820711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:39.876050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:39.876694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:39.876781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:39.876822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:39.993096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:39.993280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:39.993329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:39.993379] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:39.996698] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=71.13%)
[2025-11-27T19:53:39.996977] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-11-27T19:53:39.997112] [INFO ] [sig       ] MORN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:40.133910] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MORN.txt
[2025-11-27T19:53:40.134110] [INFO ] [sig       ] [2159/3661] Completed MORN in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:40.134222] [INFO ] [sig       ] [2160/3661] Forecasting MOS...
[2025-11-27T19:53:40.134264] [INFO ] [sig       ] Generating forecast for: MOS
[2025-11-27T19:53:40.134303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-11-27T19:53:40.145314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-11-27T19:53:40.145713] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-11-27T19:53:40.146500] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-11-27T19:53:40.146563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:40.146628] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:40.146665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:40.146739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:40.201822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:40.202467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:40.202555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:40.202613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:40.322736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:40.322904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:40.322951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:40.322996] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:40.326322] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-11-27T19:53:40.326622] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-11-27T19:53:40.326752] [INFO ] [sig       ] MOS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:40.462434] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MOS.txt
[2025-11-27T19:53:40.462672] [INFO ] [sig       ] [2160/3661] Completed MOS in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:40.462765] [INFO ] [sig       ] [2161/3661] Forecasting MP...
[2025-11-27T19:53:40.462829] [INFO ] [sig       ] Generating forecast for: MP
[2025-11-27T19:53:40.462865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-11-27T19:53:40.476913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-11-27T19:53:40.477242] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-11-27T19:53:40.478069] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-11-27T19:53:40.478151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:40.478206] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:40.478252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:40.478332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:40.534744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:40.535380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:40.535466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:40.535519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:40.659394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:40.659564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:40.659637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:40.659678] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:40.662963] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-11-27T19:53:40.663241] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-11-27T19:53:40.663378] [INFO ] [sig       ] MP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:40.799462] [INFO ] [LOCAL     ] Saved forecast: MP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MP.txt
[2025-11-27T19:53:40.799615] [INFO ] [sig       ] [2161/3661] Completed MP in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.4m
[2025-11-27T19:53:40.799680] [INFO ] [sig       ] [2162/3661] Forecasting MPA...
[2025-11-27T19:53:40.799728] [INFO ] [sig       ] Generating forecast for: MPA
[2025-11-27T19:53:40.799804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-11-27T19:53:40.811895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-11-27T19:53:40.812272] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-11-27T19:53:40.813129] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-11-27T19:53:40.813193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:40.813236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:40.813271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:40.813336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:40.870218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:40.870966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:40.871059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:40.871103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:40.976207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:40.976378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:40.976426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:40.976466] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:40.979802] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-11-27T19:53:40.980081] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-11-27T19:53:40.980225] [INFO ] [sig       ] MPA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:41.118430] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MPA.txt
[2025-11-27T19:53:41.118627] [INFO ] [sig       ] [2162/3661] Completed MPA in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-11-27T19:53:41.118701] [INFO ] [sig       ] [2163/3661] Forecasting MPAA...
[2025-11-27T19:53:41.118736] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-11-27T19:53:41.118779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-11-27T19:53:41.130523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-11-27T19:53:41.130848] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-11-27T19:53:41.131645] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-11-27T19:53:41.131705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:41.131747] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:41.131783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:41.131845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:41.187894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:41.188766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:41.188861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:41.188906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:41.305669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:41.305834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:41.305882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:41.305919] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:41.309188] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-11-27T19:53:41.309476] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-11-27T19:53:41.309632] [INFO ] [sig       ] MPAA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:41.448980] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MPAA.txt
[2025-11-27T19:53:41.449146] [INFO ] [sig       ] [2163/3661] Completed MPAA in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-11-27T19:53:41.449218] [INFO ] [sig       ] [2164/3661] Forecasting MPB...
[2025-11-27T19:53:41.449269] [INFO ] [sig       ] Generating forecast for: MPB
[2025-11-27T19:53:41.449337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-11-27T19:53:41.460341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-11-27T19:53:41.460719] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-11-27T19:53:41.461563] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-11-27T19:53:41.461645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:41.461702] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:41.461758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:41.461887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:41.517354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:41.518059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:41.518190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:41.518278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:41.635817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:41.636010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:41.636079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:41.636155] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:41.639699] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-11-27T19:53:41.640011] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-11-27T19:53:41.640181] [INFO ] [sig       ] MPB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:41.772842] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MPB.txt
[2025-11-27T19:53:41.773003] [INFO ] [sig       ] [2164/3661] Completed MPB in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-11-27T19:53:41.773088] [INFO ] [sig       ] [2165/3661] Forecasting MPC...
[2025-11-27T19:53:41.773159] [INFO ] [sig       ] Generating forecast for: MPC
[2025-11-27T19:53:41.773262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-11-27T19:53:41.784750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-11-27T19:53:41.785037] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-11-27T19:53:41.785966] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-11-27T19:53:41.786041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:41.786093] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:41.786133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:41.786195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:41.841558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:41.842265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:41.842351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:41.842392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:41.963525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:41.963698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:41.963746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:41.963784] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:41.967165] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-11-27T19:53:41.967437] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-11-27T19:53:41.967567] [INFO ] [sig       ] MPC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:42.102548] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MPC.txt
[2025-11-27T19:53:42.102727] [INFO ] [sig       ] [2165/3661] Completed MPC in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:42.102781] [INFO ] [sig       ] [2166/3661] Forecasting MPX...
[2025-11-27T19:53:42.102818] [INFO ] [sig       ] Generating forecast for: MPX
[2025-11-27T19:53:42.102863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-11-27T19:53:42.113728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-11-27T19:53:42.114095] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-11-27T19:53:42.114931] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-11-27T19:53:42.114996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:42.115054] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:42.115122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:42.115233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:42.170978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:42.171833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:42.171922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:42.171964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:42.283382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:42.283550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:42.283614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:42.283653] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:42.286984] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=75.14%)
[2025-11-27T19:53:42.287281] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-11-27T19:53:42.287411] [INFO ] [sig       ] MPX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:42.422623] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MPX.txt
[2025-11-27T19:53:42.422763] [INFO ] [sig       ] [2166/3661] Completed MPX in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:42.422811] [INFO ] [sig       ] [2167/3661] Forecasting MQ...
[2025-11-27T19:53:42.422850] [INFO ] [sig       ] Generating forecast for: MQ
[2025-11-27T19:53:42.422904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-11-27T19:53:42.433698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-11-27T19:53:42.433981] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-11-27T19:53:42.434779] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-11-27T19:53:42.434839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:42.434880] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:42.434915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:42.435004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:42.489674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:42.490291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:42.490391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:42.490442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:42.608986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:42.609162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:42.609209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:42.609244] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:42.612603] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-11-27T19:53:42.612903] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-11-27T19:53:42.613047] [INFO ] [sig       ] MQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:42.746706] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MQ.txt
[2025-11-27T19:53:42.746852] [INFO ] [sig       ] [2167/3661] Completed MQ in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:42.746901] [INFO ] [sig       ] [2168/3661] Forecasting MQY...
[2025-11-27T19:53:42.746935] [INFO ] [sig       ] Generating forecast for: MQY
[2025-11-27T19:53:42.746983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-11-27T19:53:42.758485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-11-27T19:53:42.758799] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-11-27T19:53:42.759659] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-11-27T19:53:42.759721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:42.759772] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:42.759810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:42.759908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:42.815410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:42.816083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:42.816170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:42.816207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:42.936341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:42.936500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:42.936551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:42.936601] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:42.939955] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-11-27T19:53:42.940263] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-11-27T19:53:42.940399] [INFO ] [sig       ] MQY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:43.077182] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MQY.txt
[2025-11-27T19:53:43.077321] [INFO ] [sig       ] [2168/3661] Completed MQY in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:43.077367] [INFO ] [sig       ] [2169/3661] Forecasting MRAM...
[2025-11-27T19:53:43.077406] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-11-27T19:53:43.077438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-11-27T19:53:43.087850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-11-27T19:53:43.088161] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-11-27T19:53:43.088963] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-11-27T19:53:43.089027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:43.089078] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:43.089123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:43.089202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:43.144250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:43.144911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:43.144996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:43.145039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:43.262077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:43.262218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:43.262268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:43.262309] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:43.265585] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-11-27T19:53:43.265868] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-11-27T19:53:43.265999] [INFO ] [sig       ] MRAM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:43.403258] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MRAM.txt
[2025-11-27T19:53:43.403399] [INFO ] [sig       ] [2169/3661] Completed MRAM in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:43.403462] [INFO ] [sig       ] [2170/3661] Forecasting MRBK...
[2025-11-27T19:53:43.403498] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-11-27T19:53:43.403529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-11-27T19:53:43.414990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-11-27T19:53:43.415337] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-11-27T19:53:43.416282] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-11-27T19:53:43.416344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:43.416385] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:43.416422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:43.416486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:43.471284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:43.472241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:43.472333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:43.472378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:43.588295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:43.588480] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:53:43.588529] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:43.588567] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:43.591886] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=29.41%)
[2025-11-27T19:53:43.592194] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-11-27T19:53:43.592339] [INFO ] [sig       ] MRBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:43.727862] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MRBK.txt
[2025-11-27T19:53:43.728008] [INFO ] [sig       ] [2170/3661] Completed MRBK in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:43.728057] [INFO ] [sig       ] [2171/3661] Forecasting MRCC...
[2025-11-27T19:53:43.728094] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-11-27T19:53:43.728357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-11-27T19:53:43.739173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-11-27T19:53:43.739440] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-11-27T19:53:43.740216] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-11-27T19:53:43.740279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:43.740320] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:43.740357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:43.740421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:43.798002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:43.798659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:43.798753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:43.798796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:43.920684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:43.920854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:43.920901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:43.920940] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:43.924173] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-11-27T19:53:43.924442] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-11-27T19:53:43.924590] [INFO ] [sig       ] MRCC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:44.060260] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MRCC.txt
[2025-11-27T19:53:44.060411] [INFO ] [sig       ] [2171/3661] Completed MRCC in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:44.060467] [INFO ] [sig       ] [2172/3661] Forecasting MRCY...
[2025-11-27T19:53:44.060524] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-11-27T19:53:44.060583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-11-27T19:53:44.071856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-11-27T19:53:44.072186] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-11-27T19:53:44.073010] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-11-27T19:53:44.073082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:44.073138] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:44.073197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:44.073328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:44.127540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:44.128219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:44.128320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:44.128389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:44.252457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:44.252634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:44.252706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:44.252766] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:44.256037] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-11-27T19:53:44.256336] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-11-27T19:53:44.256491] [INFO ] [sig       ] MRCY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:44.390784] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MRCY.txt
[2025-11-27T19:53:44.390938] [INFO ] [sig       ] [2172/3661] Completed MRCY in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:44.391000] [INFO ] [sig       ] [2173/3661] Forecasting MREO...
[2025-11-27T19:53:44.391098] [INFO ] [sig       ] Generating forecast for: MREO
[2025-11-27T19:53:44.391171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-11-27T19:53:44.405225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-11-27T19:53:44.405619] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-11-27T19:53:44.406420] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-11-27T19:53:44.406494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:44.406558] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:44.406643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:44.406774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:44.462031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:44.462676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:44.462771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:44.462826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:44.581149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:44.581313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:44.581373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:44.581427] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:44.584821] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-11-27T19:53:44.585122] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-11-27T19:53:44.585292] [INFO ] [sig       ] MREO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:44.720210] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MREO.txt
[2025-11-27T19:53:44.720374] [INFO ] [sig       ] [2173/3661] Completed MREO in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:44.720449] [INFO ] [sig       ] [2174/3661] Forecasting MRK...
[2025-11-27T19:53:44.720529] [INFO ] [sig       ] Generating forecast for: MRK
[2025-11-27T19:53:44.720598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-11-27T19:53:44.731293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-11-27T19:53:44.731639] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-11-27T19:53:44.732450] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-11-27T19:53:44.732515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:44.732556] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:44.732622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:44.732694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:44.788050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:44.791093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:44.791189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:44.791230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:44.913343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:44.913513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:44.913561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:44.913617] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:44.916850] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2025-11-27T19:53:44.917130] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-11-27T19:53:44.917265] [INFO ] [sig       ] MRK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:45.050625] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MRK.txt
[2025-11-27T19:53:45.050776] [INFO ] [sig       ] [2174/3661] Completed MRK in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:45.050825] [INFO ] [sig       ] [2175/3661] Forecasting MRM...
[2025-11-27T19:53:45.050860] [INFO ] [sig       ] Generating forecast for: MRM
[2025-11-27T19:53:45.050896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-11-27T19:53:45.062022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-11-27T19:53:45.062386] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-11-27T19:53:45.063198] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-11-27T19:53:45.063264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:45.063306] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:45.063342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:45.063405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:45.120554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:45.121546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:45.121663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:45.121708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:45.236678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:45.236856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:45.236909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:45.236969] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:45.240332] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-11-27T19:53:45.240633] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-11-27T19:53:45.240768] [INFO ] [sig       ] MRM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:45.382012] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MRM.txt
[2025-11-27T19:53:45.382205] [INFO ] [sig       ] [2175/3661] Completed MRM in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:45.382257] [INFO ] [sig       ] [2176/3661] Forecasting MRNA...
[2025-11-27T19:53:45.382301] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-11-27T19:53:45.382339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-11-27T19:53:45.396798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-11-27T19:53:45.397260] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-11-27T19:53:45.398387] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-11-27T19:53:45.398465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:45.398521] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:45.398592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:45.398692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:45.464784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:45.465698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:45.465791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:45.465835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:45.580677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:45.580823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:45.580873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:45.580906] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:45.584070] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=81.02%)
[2025-11-27T19:53:45.584346] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-11-27T19:53:45.584474] [INFO ] [sig       ] MRNA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:45.717427] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MRNA.txt
[2025-11-27T19:53:45.717550] [INFO ] [sig       ] [2176/3661] Completed MRNA in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:45.717619] [INFO ] [sig       ] [2177/3661] Forecasting MRSN...
[2025-11-27T19:53:45.717663] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-11-27T19:53:45.717701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-11-27T19:53:45.728352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-11-27T19:53:45.728648] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-11-27T19:53:45.729411] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-11-27T19:53:45.729472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:45.729512] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:45.729547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:45.729627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:45.784637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:45.785234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:45.785333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:45.785374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:45.903086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:45.903236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:45.903292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:45.903329] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:45.906481] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-11-27T19:53:45.906767] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-11-27T19:53:45.906897] [INFO ] [sig       ] MRSN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:46.041596] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MRSN.txt
[2025-11-27T19:53:46.041754] [INFO ] [sig       ] [2177/3661] Completed MRSN in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:46.041810] [INFO ] [sig       ] [2178/3661] Forecasting MRTN...
[2025-11-27T19:53:46.041852] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-11-27T19:53:46.041892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-11-27T19:53:46.053477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-11-27T19:53:46.053837] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-11-27T19:53:46.054654] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-11-27T19:53:46.054718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:46.054762] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:46.054800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:46.054864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:46.109027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:46.109670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:46.109772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:46.109816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:46.222908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:46.223085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:46.223142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:46.223181] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:46.226518] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-11-27T19:53:46.226829] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-11-27T19:53:46.226967] [INFO ] [sig       ] MRTN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:46.360631] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MRTN.txt
[2025-11-27T19:53:46.360789] [INFO ] [sig       ] [2178/3661] Completed MRTN in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.3m
[2025-11-27T19:53:46.360837] [INFO ] [sig       ] [2179/3661] Forecasting MRUS...
[2025-11-27T19:53:46.360874] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-11-27T19:53:46.360905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-11-27T19:53:46.371721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-11-27T19:53:46.372056] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-11-27T19:53:46.372883] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-11-27T19:53:46.372946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:46.372998] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:46.373046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:46.373124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:46.428781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:46.429501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:46.429607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:46.429652] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:46.544975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:46.545137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:46.545184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:46.545223] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:46.548465] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-11-27T19:53:46.548757] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-11-27T19:53:46.548887] [INFO ] [sig       ] MRUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:46.682950] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MRUS.txt
[2025-11-27T19:53:46.683119] [INFO ] [sig       ] [2179/3661] Completed MRUS in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-11-27T19:53:46.683172] [INFO ] [sig       ] [2180/3661] Forecasting MRVI...
[2025-11-27T19:53:46.683225] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-11-27T19:53:46.683262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-11-27T19:53:46.693635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-11-27T19:53:46.693916] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-11-27T19:53:46.694699] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-11-27T19:53:46.694759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:46.694800] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:46.694835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:46.694898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:46.749219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:46.749875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:46.749962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:46.750005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:46.871051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:46.871226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:46.871277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:46.871317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:46.874643] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=40.72%)
[2025-11-27T19:53:46.874924] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-11-27T19:53:46.875070] [INFO ] [sig       ] MRVI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:47.012623] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MRVI.txt
[2025-11-27T19:53:47.012792] [INFO ] [sig       ] [2180/3661] Completed MRVI in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-11-27T19:53:47.012860] [INFO ] [sig       ] [2181/3661] Forecasting MRVL...
[2025-11-27T19:53:47.012899] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-11-27T19:53:47.012938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-11-27T19:53:47.023358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-11-27T19:53:47.023658] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-11-27T19:53:47.024415] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-11-27T19:53:47.024477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:47.024517] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:47.024554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:47.024643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:47.080375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:47.081019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:47.081104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:47.081140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:47.197833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:47.197990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:47.198036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:47.198073] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:47.201446] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-11-27T19:53:47.201737] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-11-27T19:53:47.201872] [INFO ] [sig       ] MRVL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:47.334854] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MRVL.txt
[2025-11-27T19:53:47.335021] [INFO ] [sig       ] [2181/3661] Completed MRVL in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-11-27T19:53:47.335092] [INFO ] [sig       ] [2182/3661] Forecasting MRX...
[2025-11-27T19:53:47.335129] [INFO ] [sig       ] Generating forecast for: MRX
[2025-11-27T19:53:47.335175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-11-27T19:53:47.345833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-11-27T19:53:47.346128] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-11-27T19:53:47.346929] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-11-27T19:53:47.346991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:47.347032] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:47.347068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:47.347131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:47.403645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:47.404606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:47.404701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:47.404746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:47.522774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:47.522953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:47.523003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:47.523040] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:47.526361] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-11-27T19:53:47.526667] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-11-27T19:53:47.526801] [INFO ] [sig       ] MRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:47.668592] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MRX.txt
[2025-11-27T19:53:47.668765] [INFO ] [sig       ] [2182/3661] Completed MRX in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-11-27T19:53:47.668844] [INFO ] [sig       ] [2183/3661] Forecasting MS...
[2025-11-27T19:53:47.668889] [INFO ] [sig       ] Generating forecast for: MS
[2025-11-27T19:53:47.668933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-11-27T19:53:47.680414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-11-27T19:53:47.680762] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-11-27T19:53:47.681564] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-11-27T19:53:47.681651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:47.681694] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:47.681730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:47.681797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:47.738889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:47.739687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:47.739777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:47.739820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:47.862606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:47.862777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:47.862827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:47.862864] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:47.866080] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-11-27T19:53:47.866356] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-11-27T19:53:47.866483] [INFO ] [sig       ] MS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:48.011439] [INFO ] [LOCAL     ] Saved forecast: MS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MS.txt
[2025-11-27T19:53:48.011615] [INFO ] [sig       ] [2183/3661] Completed MS in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:48.011669] [INFO ] [sig       ] [2184/3661] Forecasting MSA...
[2025-11-27T19:53:48.011707] [INFO ] [sig       ] Generating forecast for: MSA
[2025-11-27T19:53:48.011741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-11-27T19:53:48.023423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-11-27T19:53:48.023770] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-11-27T19:53:48.024549] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-11-27T19:53:48.024630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:48.024676] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:48.024714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:48.024787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:48.079198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:48.079832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:48.079922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:48.079964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:48.198633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:48.198814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:48.198889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:48.198945] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:48.202511] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-11-27T19:53:48.202835] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-11-27T19:53:48.202991] [INFO ] [sig       ] MSA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:48.341298] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MSA.txt
[2025-11-27T19:53:48.341471] [INFO ] [sig       ] [2184/3661] Completed MSA in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:48.341541] [INFO ] [sig       ] [2185/3661] Forecasting MSB...
[2025-11-27T19:53:48.341631] [INFO ] [sig       ] Generating forecast for: MSB
[2025-11-27T19:53:48.341704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-11-27T19:53:48.352764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-11-27T19:53:48.353065] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-11-27T19:53:48.353937] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-11-27T19:53:48.354002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:48.354052] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:48.354116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:48.354216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:48.412918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:48.413699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:48.413801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:48.413864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:48.534161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:48.534341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:48.534411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:48.534470] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:48.537896] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-11-27T19:53:48.538217] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-11-27T19:53:48.538380] [INFO ] [sig       ] MSB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:48.674196] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MSB.txt
[2025-11-27T19:53:48.674429] [INFO ] [sig       ] [2185/3661] Completed MSB in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:48.674493] [INFO ] [sig       ] [2186/3661] Forecasting MSBI...
[2025-11-27T19:53:48.674554] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-11-27T19:53:48.674641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-11-27T19:53:48.685504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-11-27T19:53:48.685879] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-11-27T19:53:48.686771] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-11-27T19:53:48.686837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:48.686879] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:48.686916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:48.686980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:48.743740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:48.744523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:48.744639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:48.744688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:48.866929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:48.867099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:48.867149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:48.867187] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:48.870551] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-11-27T19:53:48.870849] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-11-27T19:53:48.870987] [INFO ] [sig       ] MSBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:49.012633] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MSBI.txt
[2025-11-27T19:53:49.012786] [INFO ] [sig       ] [2186/3661] Completed MSBI in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:49.012838] [INFO ] [sig       ] [2187/3661] Forecasting MSCI...
[2025-11-27T19:53:49.012885] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-11-27T19:53:49.012947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-11-27T19:53:49.024382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-11-27T19:53:49.024756] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-11-27T19:53:49.025563] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-11-27T19:53:49.025642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:49.025683] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:49.025718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:49.025781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:49.080113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:49.080921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:49.081018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:49.081061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:49.198020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:49.198228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:49.198279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:49.198317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:49.201548] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=53.28%)
[2025-11-27T19:53:49.201840] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-11-27T19:53:49.201974] [INFO ] [sig       ] MSCI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:49.335320] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MSCI.txt
[2025-11-27T19:53:49.335478] [INFO ] [sig       ] [2187/3661] Completed MSCI in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:49.335528] [INFO ] [sig       ] [2188/3661] Forecasting MSD...
[2025-11-27T19:53:49.335567] [INFO ] [sig       ] Generating forecast for: MSD
[2025-11-27T19:53:49.335621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-11-27T19:53:49.345951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-11-27T19:53:49.346244] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-11-27T19:53:49.347039] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-11-27T19:53:49.347100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:49.347141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:49.347179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:49.347254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:49.401258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:49.401969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:49.402060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:49.402103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:49.524002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:49.524161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:49.524211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:49.524250] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:49.527642] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=35.11%)
[2025-11-27T19:53:49.527935] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-11-27T19:53:49.528076] [INFO ] [sig       ] MSD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:49.666740] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MSD.txt
[2025-11-27T19:53:49.666894] [INFO ] [sig       ] [2188/3661] Completed MSD in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:49.666942] [INFO ] [sig       ] [2189/3661] Forecasting MSEX...
[2025-11-27T19:53:49.666978] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-11-27T19:53:49.667013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-11-27T19:53:49.677695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-11-27T19:53:49.677985] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-11-27T19:53:49.678830] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-11-27T19:53:49.678891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:49.678931] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:49.678963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:49.679024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:49.734429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:49.735178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:49.735266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:49.735309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:49.852917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:49.853094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:49.853144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:49.853181] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:49.856485] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-11-27T19:53:49.856805] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-11-27T19:53:49.856955] [INFO ] [sig       ] MSEX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:50.002664] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MSEX.txt
[2025-11-27T19:53:50.002880] [INFO ] [sig       ] [2189/3661] Completed MSEX in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:50.002943] [INFO ] [sig       ] [2190/3661] Forecasting MSFD...
[2025-11-27T19:53:50.003007] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-11-27T19:53:50.003051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-11-27T19:53:50.015290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-11-27T19:53:50.015735] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-11-27T19:53:50.016600] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-11-27T19:53:50.016673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:50.016729] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:50.016780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:50.016878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:50.078354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:50.079518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:50.079643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:50.079701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:50.216934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:50.217139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:50.217211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:50.217257] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:50.222469] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-11-27T19:53:50.222969] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-11-27T19:53:50.223202] [INFO ] [sig       ] MSFD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:50.432557] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MSFD.txt
[2025-11-27T19:53:50.432827] [INFO ] [sig       ] [2190/3661] Completed MSFD in 0.4s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:50.432913] [INFO ] [sig       ] [2191/3661] Forecasting MSFL...
[2025-11-27T19:53:50.432959] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-11-27T19:53:50.433016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-11-27T19:53:50.448422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-11-27T19:53:50.448946] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-11-27T19:53:50.450116] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-11-27T19:53:50.450202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:50.450267] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:50.450324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:50.450422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:50.542223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:50.543422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:50.543556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:50.543647] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:50.697878] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:50.698047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:50.698098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:50.698164] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:50.701529] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-11-27T19:53:50.701832] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-11-27T19:53:50.701971] [INFO ] [sig       ] MSFL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:50.842070] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MSFL.txt
[2025-11-27T19:53:50.842259] [INFO ] [sig       ] [2191/3661] Completed MSFL in 0.4s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:50.842313] [INFO ] [sig       ] [2192/3661] Forecasting MSGE...
[2025-11-27T19:53:50.842355] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-11-27T19:53:50.842395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-11-27T19:53:50.853734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-11-27T19:53:50.854154] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-11-27T19:53:50.854995] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-11-27T19:53:50.855072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:50.855116] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:50.855154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:50.855220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:50.911738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:50.912621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:50.912715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:50.912759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:51.039145] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:51.039341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:51.039409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:51.039458] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:51.042836] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-11-27T19:53:51.043145] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-11-27T19:53:51.043317] [INFO ] [sig       ] MSGE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:51.179151] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MSGE.txt
[2025-11-27T19:53:51.179333] [INFO ] [sig       ] [2192/3661] Completed MSGE in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:51.179404] [INFO ] [sig       ] [2193/3661] Forecasting MSGM...
[2025-11-27T19:53:51.179474] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-11-27T19:53:51.179531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-11-27T19:53:51.190628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-11-27T19:53:51.191010] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-11-27T19:53:51.191825] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-11-27T19:53:51.191898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:51.191953] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:51.192006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:51.192102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:51.250741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:51.251594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:51.251697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:51.251753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:51.368942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:51.369112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:51.369180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:51.369233] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:51.372526] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-11-27T19:53:51.372837] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-11-27T19:53:51.372983] [INFO ] [sig       ] MSGM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:51.508759] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MSGM.txt
[2025-11-27T19:53:51.508920] [INFO ] [sig       ] [2193/3661] Completed MSGM in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:51.508987] [INFO ] [sig       ] [2194/3661] Forecasting MSGS...
[2025-11-27T19:53:51.509042] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-11-27T19:53:51.509094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-11-27T19:53:51.520371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-11-27T19:53:51.520703] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-11-27T19:53:51.521523] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-11-27T19:53:51.521613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:51.521678] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:51.521734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:51.521832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:51.579368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:51.580378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:51.580490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:51.580534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:51.697660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:51.697835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:51.697884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:51.697922] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:51.701260] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-11-27T19:53:51.701564] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-11-27T19:53:51.701727] [INFO ] [sig       ] MSGS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:51.839084] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MSGS.txt
[2025-11-27T19:53:51.839239] [INFO ] [sig       ] [2194/3661] Completed MSGS in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:51.839297] [INFO ] [sig       ] [2195/3661] Forecasting MSI...
[2025-11-27T19:53:51.839345] [INFO ] [sig       ] Generating forecast for: MSI
[2025-11-27T19:53:51.839393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-11-27T19:53:51.850601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-11-27T19:53:51.850887] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-11-27T19:53:51.851691] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-11-27T19:53:51.851753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:51.851795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:51.851832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:51.851898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:51.909358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:51.910114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:51.910206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:51.910254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:52.035203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:52.035371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:52.035422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:52.035462] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:52.038833] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-11-27T19:53:52.039134] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-11-27T19:53:52.039277] [INFO ] [sig       ] MSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:52.180126] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MSI.txt
[2025-11-27T19:53:52.180315] [INFO ] [sig       ] [2195/3661] Completed MSI in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:52.180367] [INFO ] [sig       ] [2196/3661] Forecasting MSM...
[2025-11-27T19:53:52.180406] [INFO ] [sig       ] Generating forecast for: MSM
[2025-11-27T19:53:52.180440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-11-27T19:53:52.191223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-11-27T19:53:52.191536] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-11-27T19:53:52.192423] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-11-27T19:53:52.192485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:52.192526] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:52.192563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:52.192645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:52.248102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:52.248952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:52.249042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:52.249084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:52.367368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:52.367532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:52.367599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:52.367638] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:52.370937] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=15.69%)
[2025-11-27T19:53:52.371211] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-11-27T19:53:52.371348] [INFO ] [sig       ] MSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:52.508198] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MSM.txt
[2025-11-27T19:53:52.508328] [INFO ] [sig       ] [2196/3661] Completed MSM in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:52.508377] [INFO ] [sig       ] [2197/3661] Forecasting MSTX...
[2025-11-27T19:53:52.508416] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-11-27T19:53:52.508478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-11-27T19:53:52.520132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-11-27T19:53:52.520502] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-11-27T19:53:52.521400] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-11-27T19:53:52.521478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:52.521533] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:52.521609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:52.521705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:52.578713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:52.579403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:52.579507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:52.579563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:52.701718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:52.701892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:52.701960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:52.702012] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:52.705381] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-11-27T19:53:52.705722] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-11-27T19:53:52.705875] [INFO ] [sig       ] MSTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:52.840476] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MSTX.txt
[2025-11-27T19:53:52.840652] [INFO ] [sig       ] [2197/3661] Completed MSTX in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.2m
[2025-11-27T19:53:52.840719] [INFO ] [sig       ] [2198/3661] Forecasting MTB...
[2025-11-27T19:53:52.840772] [INFO ] [sig       ] Generating forecast for: MTB
[2025-11-27T19:53:52.840847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-11-27T19:53:52.852275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-11-27T19:53:52.852622] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-11-27T19:53:52.853434] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-11-27T19:53:52.853506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:52.853559] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:52.853628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:52.853721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:52.911231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:52.911914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:52.912011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:52.912067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:53.037452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:53.037646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:53.037712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:53.037763] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:53.041220] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-11-27T19:53:53.041517] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-11-27T19:53:53.041692] [INFO ] [sig       ] MTB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:53.175504] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTB.txt
[2025-11-27T19:53:53.175698] [INFO ] [sig       ] [2198/3661] Completed MTB in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-11-27T19:53:53.175784] [INFO ] [sig       ] [2199/3661] Forecasting MTCH...
[2025-11-27T19:53:53.175841] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-11-27T19:53:53.175888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-11-27T19:53:53.187149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-11-27T19:53:53.187468] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-11-27T19:53:53.188292] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-11-27T19:53:53.188356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:53.188397] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:53.188433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:53.188496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:53.242780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:53.243352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:53.243438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:53.243480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:53.361542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:53.361737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:53.361787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:53.361826] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:53.365013] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-11-27T19:53:53.365284] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-11-27T19:53:53.365413] [INFO ] [sig       ] MTCH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:53.503800] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTCH.txt
[2025-11-27T19:53:53.503932] [INFO ] [sig       ] [2199/3661] Completed MTCH in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-11-27T19:53:53.503983] [INFO ] [sig       ] [2200/3661] Forecasting MTD...
[2025-11-27T19:53:53.504022] [INFO ] [sig       ] Generating forecast for: MTD
[2025-11-27T19:53:53.504066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-11-27T19:53:53.515528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-11-27T19:53:53.515820] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-11-27T19:53:53.516609] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-11-27T19:53:53.516671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:53.516713] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:53.516749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:53.516814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:53.572346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:53.572958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:53.573045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:53.573088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:53.694867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:53.695036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:53.695085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:53.695124] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:53.698388] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-11-27T19:53:53.698685] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-11-27T19:53:53.698815] [INFO ] [sig       ] MTD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:53.834904] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTD.txt
[2025-11-27T19:53:53.835039] [INFO ] [sig       ] [2200/3661] Completed MTD in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-11-27T19:53:53.835089] [INFO ] [sig       ] [2201/3661] Forecasting MTEN...
[2025-11-27T19:53:53.835129] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-11-27T19:53:53.835169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-11-27T19:53:53.845745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-11-27T19:53:53.846010] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-11-27T19:53:53.846817] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-11-27T19:53:53.846881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:53.846923] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:53.846960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:53.847026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:53.903111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:53.903773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:53.903861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:53.903904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:54.025199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:54.025345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:54.025394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:54.025433] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:54.028601] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-11-27T19:53:54.028868] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-11-27T19:53:54.028999] [INFO ] [sig       ] MTEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:54.168189] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTEN.txt
[2025-11-27T19:53:54.168350] [INFO ] [sig       ] [2201/3661] Completed MTEN in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:54.168401] [INFO ] [sig       ] [2202/3661] Forecasting MTG...
[2025-11-27T19:53:54.168440] [INFO ] [sig       ] Generating forecast for: MTG
[2025-11-27T19:53:54.168479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-11-27T19:53:54.179626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-11-27T19:53:54.179893] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-11-27T19:53:54.180706] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-11-27T19:53:54.180768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:54.180808] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:54.180843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:54.180908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:54.236839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:54.237412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:54.237497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:54.237539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:54.352901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:54.353054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:54.353101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:54.353138] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:54.356324] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2025-11-27T19:53:54.356640] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-11-27T19:53:54.356771] [INFO ] [sig       ] MTG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:54.493078] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTG.txt
[2025-11-27T19:53:54.493209] [INFO ] [sig       ] [2202/3661] Completed MTG in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:54.493259] [INFO ] [sig       ] [2203/3661] Forecasting MTH...
[2025-11-27T19:53:54.493298] [INFO ] [sig       ] Generating forecast for: MTH
[2025-11-27T19:53:54.493336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-11-27T19:53:54.504309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-11-27T19:53:54.504609] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-11-27T19:53:54.505358] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-11-27T19:53:54.505419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:54.505472] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:54.505511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:54.505597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:54.561049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:54.561686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:54.561771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:54.561814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:54.678098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:54.678252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:54.678303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:54.678348] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:54.681554] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2025-11-27T19:53:54.681835] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-11-27T19:53:54.681963] [INFO ] [sig       ] MTH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:54.818153] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTH.txt
[2025-11-27T19:53:54.818285] [INFO ] [sig       ] [2203/3661] Completed MTH in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:54.818336] [INFO ] [sig       ] [2204/3661] Forecasting MTLS...
[2025-11-27T19:53:54.818371] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-11-27T19:53:54.818409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-11-27T19:53:54.829917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-11-27T19:53:54.830246] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-11-27T19:53:54.831150] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-11-27T19:53:54.831213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:54.831254] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:54.831290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:54.831381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:54.887820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:54.888792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:54.888885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:54.888937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:55.004095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:55.004264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:55.004312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:55.004362] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:55.007649] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-11-27T19:53:55.007937] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-11-27T19:53:55.008082] [INFO ] [sig       ] MTLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:55.146821] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTLS.txt
[2025-11-27T19:53:55.146985] [INFO ] [sig       ] [2204/3661] Completed MTLS in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:55.147041] [INFO ] [sig       ] [2205/3661] Forecasting MTN...
[2025-11-27T19:53:55.147076] [INFO ] [sig       ] Generating forecast for: MTN
[2025-11-27T19:53:55.147132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-11-27T19:53:55.158781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-11-27T19:53:55.159151] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-11-27T19:53:55.159948] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-11-27T19:53:55.160010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:55.160051] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:55.160087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:55.160150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:55.214897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:55.215492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:55.215593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:55.215635] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:55.335138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:55.335299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:55.335346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:55.335381] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:55.338655] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-11-27T19:53:55.338931] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-11-27T19:53:55.339058] [INFO ] [sig       ] MTN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:55.474661] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTN.txt
[2025-11-27T19:53:55.474797] [INFO ] [sig       ] [2205/3661] Completed MTN in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:55.474842] [INFO ] [sig       ] [2206/3661] Forecasting MTRN...
[2025-11-27T19:53:55.474880] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-11-27T19:53:55.474916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-11-27T19:53:55.485972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-11-27T19:53:55.486240] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-11-27T19:53:55.487019] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-11-27T19:53:55.487081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:55.487121] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:55.487158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:55.487220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:55.542941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:55.543525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:55.543628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:55.543672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:55.664257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:55.664413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:55.664464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:55.664500] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:55.667749] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-11-27T19:53:55.668021] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-11-27T19:53:55.668165] [INFO ] [sig       ] MTRN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:55.807448] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MTRN.txt
[2025-11-27T19:53:55.807608] [INFO ] [sig       ] [2206/3661] Completed MTRN in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:55.807665] [INFO ] [sig       ] [2207/3661] Forecasting MTRX...
[2025-11-27T19:53:55.807704] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-11-27T19:53:55.807738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-11-27T19:53:55.819167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-11-27T19:53:55.819537] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-11-27T19:53:55.820340] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-11-27T19:53:55.820403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:55.820453] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:55.820488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:55.820554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:55.877853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:55.878813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:55.878907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:55.878953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:55.997708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:55.997880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:55.997928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:55.997965] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:56.001269] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-11-27T19:53:56.001539] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-11-27T19:53:56.001687] [INFO ] [sig       ] MTRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:56.141184] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTRX.txt
[2025-11-27T19:53:56.141331] [INFO ] [sig       ] [2207/3661] Completed MTRX in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:56.141379] [INFO ] [sig       ] [2208/3661] Forecasting MTSI...
[2025-11-27T19:53:56.141419] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-11-27T19:53:56.141477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-11-27T19:53:56.153163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-11-27T19:53:56.153490] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-11-27T19:53:56.154293] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-11-27T19:53:56.154355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:56.154396] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:56.154434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:56.154504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:56.210055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:56.210721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:56.210807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:56.210848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:56.331273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:56.331438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:56.331485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:56.331523] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:56.334749] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-11-27T19:53:56.335020] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-11-27T19:53:56.335169] [INFO ] [sig       ] MTSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:56.471154] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTSI.txt
[2025-11-27T19:53:56.471286] [INFO ] [sig       ] [2208/3661] Completed MTSI in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:56.471329] [INFO ] [sig       ] [2209/3661] Forecasting MTX...
[2025-11-27T19:53:56.471370] [INFO ] [sig       ] Generating forecast for: MTX
[2025-11-27T19:53:56.471408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-11-27T19:53:56.483177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-11-27T19:53:56.483495] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-11-27T19:53:56.484295] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-11-27T19:53:56.484358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:56.484401] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:56.484439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:56.484500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:56.540653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:56.541254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:56.541346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:56.541394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:56.654742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:56.654915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:56.654963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:56.655001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:56.658268] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-11-27T19:53:56.658535] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-11-27T19:53:56.658685] [INFO ] [sig       ] MTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:56.795705] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTX.txt
[2025-11-27T19:53:56.795846] [INFO ] [sig       ] [2209/3661] Completed MTX in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:56.795894] [INFO ] [sig       ] [2210/3661] Forecasting MTZ...
[2025-11-27T19:53:56.795954] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-11-27T19:53:56.796001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-11-27T19:53:56.807539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-11-27T19:53:56.807878] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-11-27T19:53:56.808705] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-11-27T19:53:56.808767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:56.808809] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:56.808843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:56.808905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:56.863317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:56.863931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:56.864017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:56.864058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:56.986626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:56.986794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:56.986842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:56.986896] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:56.990174] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=26.53%)
[2025-11-27T19:53:56.990446] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-11-27T19:53:56.990602] [INFO ] [sig       ] MTZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:57.125758] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MTZ.txt
[2025-11-27T19:53:57.125897] [INFO ] [sig       ] [2210/3661] Completed MTZ in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:57.125941] [INFO ] [sig       ] [2211/3661] Forecasting MUA...
[2025-11-27T19:53:57.125981] [INFO ] [sig       ] Generating forecast for: MUA
[2025-11-27T19:53:57.126015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-11-27T19:53:57.137534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-11-27T19:53:57.137869] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-11-27T19:53:57.138747] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-11-27T19:53:57.138818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:57.138859] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:57.138895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:57.138960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:57.194034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:57.194642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:57.194729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:57.194769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:57.315126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:57.315289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:57.315336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:57.315371] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:57.318649] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-11-27T19:53:57.318919] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-11-27T19:53:57.319047] [INFO ] [sig       ] MUA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:57.457703] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MUA.txt
[2025-11-27T19:53:57.457842] [INFO ] [sig       ] [2211/3661] Completed MUA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:57.457890] [INFO ] [sig       ] [2212/3661] Forecasting MUC...
[2025-11-27T19:53:57.457928] [INFO ] [sig       ] Generating forecast for: MUC
[2025-11-27T19:53:57.457968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-11-27T19:53:57.469039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-11-27T19:53:57.469339] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-11-27T19:53:57.470154] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-11-27T19:53:57.470217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:57.470260] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:57.470295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:57.470398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:57.525047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:57.525661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:57.525762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:57.525804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:57.645797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:57.645950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:57.645998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:57.646036] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:57.649425] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-11-27T19:53:57.649744] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-11-27T19:53:57.649875] [INFO ] [sig       ] MUC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:57.788960] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MUC.txt
[2025-11-27T19:53:57.789134] [INFO ] [sig       ] [2212/3661] Completed MUC in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:57.789189] [INFO ] [sig       ] [2213/3661] Forecasting MUE...
[2025-11-27T19:53:57.789232] [INFO ] [sig       ] Generating forecast for: MUE
[2025-11-27T19:53:57.789291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-11-27T19:53:57.799804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-11-27T19:53:57.800105] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-11-27T19:53:57.800885] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-11-27T19:53:57.800947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:57.800987] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:57.801023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:57.801086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:57.856915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:57.857512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:57.857628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:57.857673] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:57.972067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:57.972215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:57.972262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:57.972300] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:57.975505] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-11-27T19:53:57.975793] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-11-27T19:53:57.975923] [INFO ] [sig       ] MUE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:53:58.113880] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MUE.txt
[2025-11-27T19:53:58.114020] [INFO ] [sig       ] [2213/3661] Completed MUE in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:58.114075] [INFO ] [sig       ] [2214/3661] Forecasting MUFG...
[2025-11-27T19:53:58.114114] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-11-27T19:53:58.114152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-11-27T19:53:58.126078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-11-27T19:53:58.126416] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-11-27T19:53:58.127319] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-11-27T19:53:58.127384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:58.127418] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:58.127473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:58.127553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:58.185440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:58.186334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:58.186443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:58.186517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:58.306934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:58.307084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:58.307149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:58.307207] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:58.310919] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-27T19:53:58.311228] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-11-27T19:53:58.311392] [INFO ] [sig       ] MUFG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:58.449792] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MUFG.txt
[2025-11-27T19:53:58.449960] [INFO ] [sig       ] [2214/3661] Completed MUFG in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.1m
[2025-11-27T19:53:58.450027] [INFO ] [sig       ] [2215/3661] Forecasting MUJ...
[2025-11-27T19:53:58.450103] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-11-27T19:53:58.450162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-11-27T19:53:58.461801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-11-27T19:53:58.462100] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-11-27T19:53:58.462920] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-11-27T19:53:58.462991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:58.463052] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:58.463107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:58.463200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:58.519045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:58.519729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:58.519834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:58.519908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:58.637041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:58.637225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:58.637293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:58.637351] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:58.640778] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=27.43%)
[2025-11-27T19:53:58.641074] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-11-27T19:53:58.641233] [INFO ] [sig       ] MUJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:58.776311] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MUJ.txt
[2025-11-27T19:53:58.776488] [INFO ] [sig       ] [2215/3661] Completed MUJ in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-11-27T19:53:58.776603] [INFO ] [sig       ] [2216/3661] Forecasting MURA...
[2025-11-27T19:53:58.776661] [INFO ] [sig       ] Generating forecast for: MURA
[2025-11-27T19:53:58.776721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'.
[2025-11-27T19:53:58.787650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MURA'.
[2025-11-27T19:53:58.788038] [INFO ] [FORECASTER] Starting predict_future for MURA
[2025-11-27T19:53:58.788960] [DEBUG] [LOCAL     ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt
[2025-11-27T19:53:58.789027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:58.789071] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:58.789112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:58.789194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:58.844427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:58.845283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:58.845373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:58.845427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:58.963555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:58.963737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:58.963787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:58.963826] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:58.967021] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-11-27T19:53:58.967290] [INFO ] [FORECASTER] Completed predict_future for MURA
[2025-11-27T19:53:58.967420] [INFO ] [sig       ] MURA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:59.103135] [INFO ] [LOCAL     ] Saved forecast: MURA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MURA.txt
[2025-11-27T19:53:59.103275] [INFO ] [sig       ] [2216/3661] Completed MURA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-11-27T19:53:59.103323] [INFO ] [sig       ] [2217/3661] Forecasting MUSA...
[2025-11-27T19:53:59.103362] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-11-27T19:53:59.103409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-11-27T19:53:59.114187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-11-27T19:53:59.114505] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-11-27T19:53:59.115344] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-11-27T19:53:59.115406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:59.115480] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:59.115546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:59.115663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:59.171154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:59.171832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:59.171927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:59.171982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:59.289617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:59.289795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:59.289862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:59.289915] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:59.293193] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-11-27T19:53:59.293491] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-11-27T19:53:59.293654] [INFO ] [sig       ] MUSA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:59.430841] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MUSA.txt
[2025-11-27T19:53:59.431016] [INFO ] [sig       ] [2217/3661] Completed MUSA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-11-27T19:53:59.431085] [INFO ] [sig       ] [2218/3661] Forecasting MUX...
[2025-11-27T19:53:59.431185] [INFO ] [sig       ] Generating forecast for: MUX
[2025-11-27T19:53:59.431250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-11-27T19:53:59.441788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-11-27T19:53:59.442094] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-11-27T19:53:59.442925] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-11-27T19:53:59.442989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:59.443031] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:59.443095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:59.443194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:59.499123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:59.499819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:59.499907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:59.499957] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:59.633547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:59.633730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:59.633792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:59.633846] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:59.637072] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-11-27T19:53:59.637358] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-11-27T19:53:59.637507] [INFO ] [sig       ] MUX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:53:59.775505] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MUX.txt
[2025-11-27T19:53:59.775674] [INFO ] [sig       ] [2218/3661] Completed MUX in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-11-27T19:53:59.775727] [INFO ] [sig       ] [2219/3661] Forecasting MVBF...
[2025-11-27T19:53:59.775768] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-11-27T19:53:59.775814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-11-27T19:53:59.786953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-11-27T19:53:59.787295] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-11-27T19:53:59.788064] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-11-27T19:53:59.788147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:53:59.788192] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:53:59.788229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:53:59.788295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:53:59.843788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:53:59.844591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:53:59.844681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:53:59.844726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:53:59.958369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:53:59.958544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:53:59.958616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:53:59.958657] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:53:59.962036] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=60.03%)
[2025-11-27T19:53:59.962372] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-11-27T19:53:59.962518] [INFO ] [sig       ] MVBF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:00.100219] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MVBF.txt
[2025-11-27T19:54:00.100445] [INFO ] [sig       ] [2219/3661] Completed MVBF in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:00.100541] [INFO ] [sig       ] [2220/3661] Forecasting MVF...
[2025-11-27T19:54:00.100612] [INFO ] [sig       ] Generating forecast for: MVF
[2025-11-27T19:54:00.100651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-11-27T19:54:00.112062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-11-27T19:54:00.112383] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-11-27T19:54:00.113173] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-11-27T19:54:00.113236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:00.113278] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:00.113313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:00.113381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:00.168190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:00.168811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:00.168897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:00.168940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:00.285776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:00.285947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:00.285996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:00.286032] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:00.289236] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-11-27T19:54:00.289515] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-11-27T19:54:00.289664] [INFO ] [sig       ] MVF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:00.428012] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MVF.txt
[2025-11-27T19:54:00.428194] [INFO ] [sig       ] [2220/3661] Completed MVF in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:00.428246] [INFO ] [sig       ] [2221/3661] Forecasting MVO...
[2025-11-27T19:54:00.428286] [INFO ] [sig       ] Generating forecast for: MVO
[2025-11-27T19:54:00.428323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-11-27T19:54:00.439907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-11-27T19:54:00.440264] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-11-27T19:54:00.441081] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-11-27T19:54:00.441142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:00.441184] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:00.441220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:00.441284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:00.497422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:00.498262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:00.498356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:00.498401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:00.616645] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:00.616829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:00.616878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:00.616917] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:00.620164] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=49.52%)
[2025-11-27T19:54:00.620433] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-11-27T19:54:00.620562] [INFO ] [sig       ] MVO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:00.757445] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MVO.txt
[2025-11-27T19:54:00.757646] [INFO ] [sig       ] [2221/3661] Completed MVO in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:00.757700] [INFO ] [sig       ] [2222/3661] Forecasting MWA...
[2025-11-27T19:54:00.757742] [INFO ] [sig       ] Generating forecast for: MWA
[2025-11-27T19:54:00.757781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-11-27T19:54:00.768250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-11-27T19:54:00.768556] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-11-27T19:54:00.769330] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-11-27T19:54:00.769392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:00.769434] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:00.769474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:00.769539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:00.826036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:00.826783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:00.826880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:00.826925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:00.945241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:00.945402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:00.945444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:00.945476] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:00.948765] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=40.22%)
[2025-11-27T19:54:00.949031] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-11-27T19:54:00.949157] [INFO ] [sig       ] MWA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:01.093375] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MWA.txt
[2025-11-27T19:54:01.093546] [INFO ] [sig       ] [2222/3661] Completed MWA in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:01.093617] [INFO ] [sig       ] [2223/3661] Forecasting MX...
[2025-11-27T19:54:01.093659] [INFO ] [sig       ] Generating forecast for: MX
[2025-11-27T19:54:01.093699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-11-27T19:54:01.106961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-11-27T19:54:01.107294] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-11-27T19:54:01.108098] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-11-27T19:54:01.108198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:01.108243] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:01.108282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:01.108349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:01.165676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:01.166317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:01.166405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:01.166448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:01.285495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:01.285714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:01.285799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:01.285848] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:01.293561] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=75.62%)
[2025-11-27T19:54:01.294067] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-11-27T19:54:01.294246] [INFO ] [sig       ] MX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:01.428980] [INFO ] [LOCAL     ] Saved forecast: MX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MX.txt
[2025-11-27T19:54:01.429136] [INFO ] [sig       ] [2223/3661] Completed MX in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:01.429193] [INFO ] [sig       ] [2224/3661] Forecasting MXF...
[2025-11-27T19:54:01.429289] [INFO ] [sig       ] Generating forecast for: MXF
[2025-11-27T19:54:01.429385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-11-27T19:54:01.440087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-11-27T19:54:01.440384] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-11-27T19:54:01.441203] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-11-27T19:54:01.441266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:01.441315] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:01.441364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:01.441441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:01.502516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:01.503338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:01.503428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:01.503472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:01.618741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:01.618907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:01.618956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:01.618995] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:01.622405] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=46.15%)
[2025-11-27T19:54:01.622708] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-11-27T19:54:01.622842] [INFO ] [sig       ] MXF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:01.760522] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MXF.txt
[2025-11-27T19:54:01.760721] [INFO ] [sig       ] [2224/3661] Completed MXF in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:01.760789] [INFO ] [sig       ] [2225/3661] Forecasting MXL...
[2025-11-27T19:54:01.760823] [INFO ] [sig       ] Generating forecast for: MXL
[2025-11-27T19:54:01.760855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-11-27T19:54:01.772383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-11-27T19:54:01.772717] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-11-27T19:54:01.773474] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-11-27T19:54:01.773536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:01.773595] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:01.773635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:01.773698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:01.830622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:01.831375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:01.831467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:01.831510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:01.951791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:01.951953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:01.952003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:01.952041] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:01.955338] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=61.78%)
[2025-11-27T19:54:01.955634] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-11-27T19:54:01.955769] [INFO ] [sig       ] MXL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:02.137122] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MXL.txt
[2025-11-27T19:54:02.137296] [INFO ] [sig       ] [2225/3661] Completed MXL in 0.4s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:02.137345] [INFO ] [sig       ] [2226/3661] Forecasting MYE...
[2025-11-27T19:54:02.137380] [INFO ] [sig       ] Generating forecast for: MYE
[2025-11-27T19:54:02.137419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-11-27T19:54:02.148832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-11-27T19:54:02.149140] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-11-27T19:54:02.149929] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-11-27T19:54:02.149991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:02.150028] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:02.150065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:02.150129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:02.205521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:02.206249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:02.206337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:02.206379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:02.325456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:02.325638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:02.325704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:02.325763] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:02.329033] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-11-27T19:54:02.329330] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-11-27T19:54:02.329487] [INFO ] [sig       ] MYE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:02.464939] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/MYE.txt
[2025-11-27T19:54:02.465110] [INFO ] [sig       ] [2226/3661] Completed MYE in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:02.465197] [INFO ] [sig       ] [2227/3661] Forecasting MYGN...
[2025-11-27T19:54:02.465288] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-11-27T19:54:02.465334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-11-27T19:54:02.476487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-11-27T19:54:02.476860] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-11-27T19:54:02.477710] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-11-27T19:54:02.477774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:02.477856] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:02.477898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:02.477980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:02.535171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:02.535967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:02.536074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:02.536137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:02.653980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:02.654165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:02.654229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:02.654276] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:02.657636] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-11-27T19:54:02.657916] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-11-27T19:54:02.658064] [INFO ] [sig       ] MYGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:02.795146] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MYGN.txt
[2025-11-27T19:54:02.795324] [INFO ] [sig       ] [2227/3661] Completed MYGN in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:02.795375] [INFO ] [sig       ] [2228/3661] Forecasting MYI...
[2025-11-27T19:54:02.795409] [INFO ] [sig       ] Generating forecast for: MYI
[2025-11-27T19:54:02.795446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-11-27T19:54:02.807023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-11-27T19:54:02.807444] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-11-27T19:54:02.808308] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-11-27T19:54:02.808374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:02.808416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:02.808452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:02.808595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:02.865756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:02.866633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:02.866724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:02.866768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:02.991096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:02.991291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:02.991342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:02.991381] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:02.994717] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-11-27T19:54:02.995024] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-11-27T19:54:02.995159] [INFO ] [sig       ] MYI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:03.133730] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MYI.txt
[2025-11-27T19:54:03.133887] [INFO ] [sig       ] [2228/3661] Completed MYI in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:03.133935] [INFO ] [sig       ] [2229/3661] Forecasting MYN...
[2025-11-27T19:54:03.133971] [INFO ] [sig       ] Generating forecast for: MYN
[2025-11-27T19:54:03.134016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-11-27T19:54:03.144889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-11-27T19:54:03.145191] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-11-27T19:54:03.145978] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-11-27T19:54:03.146040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:03.146089] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:03.146135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:03.146214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:03.202737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:03.203670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:03.203769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:03.203814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:03.324667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:03.324837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:03.324885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:03.324936] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:03.328287] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2025-11-27T19:54:03.328631] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-11-27T19:54:03.328777] [INFO ] [sig       ] MYN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:03.469069] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MYN.txt
[2025-11-27T19:54:03.469229] [INFO ] [sig       ] [2229/3661] Completed MYN in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:03.469282] [INFO ] [sig       ] [2230/3661] Forecasting MYRG...
[2025-11-27T19:54:03.469321] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-11-27T19:54:03.469363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-11-27T19:54:03.480874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-11-27T19:54:03.481199] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-11-27T19:54:03.482022] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-11-27T19:54:03.482086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:03.482130] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:03.482168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:03.482253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:03.541686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:03.542512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:03.542629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:03.542676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:03.665645] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:03.665827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:03.665877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:03.665914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:03.669309] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=73.23%)
[2025-11-27T19:54:03.669630] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-11-27T19:54:03.669766] [INFO ] [sig       ] MYRG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:03.809300] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/MYRG.txt
[2025-11-27T19:54:03.809457] [INFO ] [sig       ] [2230/3661] Completed MYRG in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:03.809541] [INFO ] [sig       ] [2231/3661] Forecasting NA...
[2025-11-27T19:54:03.809603] [INFO ] [sig       ] Generating forecast for: NA
[2025-11-27T19:54:03.809643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-11-27T19:54:03.820258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-11-27T19:54:03.820601] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-11-27T19:54:03.821375] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-11-27T19:54:03.821437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:03.821477] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:03.821513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:03.821621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:03.877435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:03.878324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:03.878422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:03.878477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:04.001907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:04.002071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:04.002120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:04.002159] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:04.005469] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-11-27T19:54:04.005771] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-11-27T19:54:04.005904] [INFO ] [sig       ] NA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:04.144665] [INFO ] [LOCAL     ] Saved forecast: NA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NA.txt
[2025-11-27T19:54:04.144817] [INFO ] [sig       ] [2231/3661] Completed NA in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:04.144868] [INFO ] [sig       ] [2232/3661] Forecasting NAAS...
[2025-11-27T19:54:04.144907] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-11-27T19:54:04.144948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-11-27T19:54:04.156250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-11-27T19:54:04.156672] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-11-27T19:54:04.157619] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-11-27T19:54:04.157687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:04.157738] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:04.157793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:04.157928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:04.216682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:04.217566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:04.217682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:04.217726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:04.342515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:04.342707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:04.342757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:04.342791] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:04.346105] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-11-27T19:54:04.346385] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-11-27T19:54:04.346534] [INFO ] [sig       ] NAAS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:04.484737] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NAAS.txt
[2025-11-27T19:54:04.484905] [INFO ] [sig       ] [2232/3661] Completed NAAS in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 8.0m
[2025-11-27T19:54:04.484986] [INFO ] [sig       ] [2233/3661] Forecasting NABL...
[2025-11-27T19:54:04.485040] [INFO ] [sig       ] Generating forecast for: NABL
[2025-11-27T19:54:04.485088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-11-27T19:54:04.495875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-11-27T19:54:04.496155] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-11-27T19:54:04.496945] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-11-27T19:54:04.497007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:04.497043] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:04.497081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:04.497186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:04.553825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:04.554463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:04.554551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:04.554612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:04.674667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:04.674832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:04.674880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:04.674916] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:04.678193] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-11-27T19:54:04.678479] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-11-27T19:54:04.678645] [INFO ] [sig       ] NABL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:04.815471] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NABL.txt
[2025-11-27T19:54:04.815659] [INFO ] [sig       ] [2233/3661] Completed NABL in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-11-27T19:54:04.815724] [INFO ] [sig       ] [2234/3661] Forecasting NAC...
[2025-11-27T19:54:04.815782] [INFO ] [sig       ] Generating forecast for: NAC
[2025-11-27T19:54:04.815819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-11-27T19:54:04.826865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-11-27T19:54:04.827139] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-11-27T19:54:04.827941] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-11-27T19:54:04.828005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:04.828050] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:04.828087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:04.828182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:04.884929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:04.885737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:04.885828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:04.885871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:05.008399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:05.008594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:05.008653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:05.008715] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:05.011923] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-11-27T19:54:05.012190] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-11-27T19:54:05.012319] [INFO ] [sig       ] NAC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:05.147639] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NAC.txt
[2025-11-27T19:54:05.147778] [INFO ] [sig       ] [2234/3661] Completed NAC in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-11-27T19:54:05.147825] [INFO ] [sig       ] [2235/3661] Forecasting NAD...
[2025-11-27T19:54:05.147864] [INFO ] [sig       ] Generating forecast for: NAD
[2025-11-27T19:54:05.147903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-11-27T19:54:05.159893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-11-27T19:54:05.160208] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-11-27T19:54:05.161047] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-11-27T19:54:05.161112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:05.161151] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:05.161200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:05.161309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:05.218954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:05.219744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:05.219834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:05.219880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:05.343085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:05.343278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:05.343344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:05.343400] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:05.346802] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-11-27T19:54:05.347133] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-11-27T19:54:05.347278] [INFO ] [sig       ] NAD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:05.486957] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NAD.txt
[2025-11-27T19:54:05.487109] [INFO ] [sig       ] [2235/3661] Completed NAD in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-11-27T19:54:05.487157] [INFO ] [sig       ] [2236/3661] Forecasting NAMS...
[2025-11-27T19:54:05.487198] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-11-27T19:54:05.487264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-11-27T19:54:05.498233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-11-27T19:54:05.498541] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-11-27T19:54:05.499338] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-11-27T19:54:05.499401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:05.499443] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:05.499496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:05.499599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:05.554856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:05.555458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:05.555554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:05.555613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:05.674349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:05.674515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:05.674595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:05.674642] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:05.677956] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-11-27T19:54:05.678256] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-11-27T19:54:05.678387] [INFO ] [sig       ] NAMS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:05.820234] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NAMS.txt
[2025-11-27T19:54:05.820393] [INFO ] [sig       ] [2236/3661] Completed NAMS in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-11-27T19:54:05.820446] [INFO ] [sig       ] [2237/3661] Forecasting NATH...
[2025-11-27T19:54:05.820515] [INFO ] [sig       ] Generating forecast for: NATH
[2025-11-27T19:54:05.820589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-11-27T19:54:05.831350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-11-27T19:54:05.831682] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-11-27T19:54:05.832427] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-11-27T19:54:05.832488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:05.832529] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:05.832567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:05.832651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:05.888365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:05.889020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:05.889108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:05.889151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:05.995984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:05.996136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:05.996183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:05.996219] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:05.999534] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-11-27T19:54:05.999840] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-11-27T19:54:05.999984] [INFO ] [sig       ] NATH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:06.141908] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NATH.txt
[2025-11-27T19:54:06.142051] [INFO ] [sig       ] [2237/3661] Completed NATH in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:06.142103] [INFO ] [sig       ] [2238/3661] Forecasting NATL...
[2025-11-27T19:54:06.142145] [INFO ] [sig       ] Generating forecast for: NATL
[2025-11-27T19:54:06.142237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-11-27T19:54:06.152779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-11-27T19:54:06.153048] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-11-27T19:54:06.153815] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-11-27T19:54:06.153877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:06.153919] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:06.153965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:06.154032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:06.210217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:06.210862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:06.210948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:06.210990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:06.331715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:06.331861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:06.331907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:06.331944] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:06.335110] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-11-27T19:54:06.335375] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-11-27T19:54:06.335502] [INFO ] [sig       ] NATL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:06.471027] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NATL.txt
[2025-11-27T19:54:06.471157] [INFO ] [sig       ] [2238/3661] Completed NATL in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:06.471205] [INFO ] [sig       ] [2239/3661] Forecasting NAVI...
[2025-11-27T19:54:06.471244] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-11-27T19:54:06.471284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-11-27T19:54:06.482136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-11-27T19:54:06.482403] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-11-27T19:54:06.483167] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-11-27T19:54:06.483229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:06.483270] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:06.483307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:06.483387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:06.538631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:06.539211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:06.539296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:06.539348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:06.656839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:06.656968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:06.657013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:06.657047] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:06.660246] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=72.19%)
[2025-11-27T19:54:06.660520] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-11-27T19:54:06.660673] [INFO ] [sig       ] NAVI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:06.794035] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NAVI.txt
[2025-11-27T19:54:06.794167] [INFO ] [sig       ] [2239/3661] Completed NAVI in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:06.794216] [INFO ] [sig       ] [2240/3661] Forecasting NAZ...
[2025-11-27T19:54:06.794253] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-11-27T19:54:06.794341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-11-27T19:54:06.805266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-11-27T19:54:06.805625] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-11-27T19:54:06.806415] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-11-27T19:54:06.806479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:06.806516] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:06.806554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:06.806645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:06.862763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:06.863353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:06.863442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:06.863484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:06.964902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:06.965054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:06.965105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:06.965138] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:06.968348] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-11-27T19:54:06.968634] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-11-27T19:54:06.968818] [INFO ] [sig       ] NAZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:07.103164] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NAZ.txt
[2025-11-27T19:54:07.103317] [INFO ] [sig       ] [2240/3661] Completed NAZ in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:07.103367] [INFO ] [sig       ] [2241/3661] Forecasting NB...
[2025-11-27T19:54:07.103405] [INFO ] [sig       ] Generating forecast for: NB
[2025-11-27T19:54:07.103443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-11-27T19:54:07.114344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-11-27T19:54:07.114655] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-11-27T19:54:07.115399] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-11-27T19:54:07.115461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:07.115501] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:07.115537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:07.115619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:07.171041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:07.171774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:07.171862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:07.171904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:07.284205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:07.284372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:07.284429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:07.284466] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:07.287698] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2025-11-27T19:54:07.287964] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-11-27T19:54:07.288095] [INFO ] [sig       ] NB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:07.422513] [INFO ] [LOCAL     ] Saved forecast: NB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NB.txt
[2025-11-27T19:54:07.422688] [INFO ] [sig       ] [2241/3661] Completed NB in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:07.422737] [INFO ] [sig       ] [2242/3661] Forecasting NBB...
[2025-11-27T19:54:07.422778] [INFO ] [sig       ] Generating forecast for: NBB
[2025-11-27T19:54:07.422822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-11-27T19:54:07.434520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-11-27T19:54:07.434987] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-11-27T19:54:07.435882] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-11-27T19:54:07.435950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:07.435995] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:07.436037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:07.436122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:07.492281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:07.493129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:07.493221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:07.493269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:07.611489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:07.611700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:07.611767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:07.611820] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:07.615341] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-11-27T19:54:07.615785] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-11-27T19:54:07.615953] [INFO ] [sig       ] NBB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:07.750900] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NBB.txt
[2025-11-27T19:54:07.751095] [INFO ] [sig       ] [2242/3661] Completed NBB in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:07.751164] [INFO ] [sig       ] [2243/3661] Forecasting NBBK...
[2025-11-27T19:54:07.751218] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-11-27T19:54:07.751293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-11-27T19:54:07.763055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-11-27T19:54:07.763441] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-11-27T19:54:07.764277] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-11-27T19:54:07.764348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:07.764409] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:07.764464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:07.764559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:07.820731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:07.821560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:07.821674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:07.821735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:07.942797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:07.942984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:07.943058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:07.943113] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:07.946485] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-11-27T19:54:07.946812] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-11-27T19:54:07.946972] [INFO ] [sig       ] NBBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:08.082197] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NBBK.txt
[2025-11-27T19:54:08.082370] [INFO ] [sig       ] [2243/3661] Completed NBBK in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:08.082446] [INFO ] [sig       ] [2244/3661] Forecasting NBHC...
[2025-11-27T19:54:08.082520] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-11-27T19:54:08.082607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-11-27T19:54:08.093189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-11-27T19:54:08.093511] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-11-27T19:54:08.094352] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-11-27T19:54:08.094418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:08.094463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:08.094526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:08.094650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:08.151255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:08.152023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:08.152118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:08.152158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:08.269344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:08.269521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:08.269623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:08.269699] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:08.273365] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-11-27T19:54:08.273674] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-11-27T19:54:08.273820] [INFO ] [sig       ] NBHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:08.410028] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NBHC.txt
[2025-11-27T19:54:08.410191] [INFO ] [sig       ] [2244/3661] Completed NBHC in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:08.410240] [INFO ] [sig       ] [2245/3661] Forecasting NBIX...
[2025-11-27T19:54:08.410278] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-11-27T19:54:08.410314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-11-27T19:54:08.421403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-11-27T19:54:08.421809] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-11-27T19:54:08.422645] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-11-27T19:54:08.422705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:08.422757] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:08.422812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:08.422908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:08.478719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:08.479417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:08.479518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:08.479599] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:08.600252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:08.600427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:08.600481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:08.600519] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:08.603941] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-11-27T19:54:08.604232] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-11-27T19:54:08.604369] [INFO ] [sig       ] NBIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:08.745823] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NBIX.txt
[2025-11-27T19:54:08.745979] [INFO ] [sig       ] [2245/3661] Completed NBIX in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:08.746039] [INFO ] [sig       ] [2246/3661] Forecasting NBN...
[2025-11-27T19:54:08.746085] [INFO ] [sig       ] Generating forecast for: NBN
[2025-11-27T19:54:08.746146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-11-27T19:54:08.757509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-11-27T19:54:08.757871] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-11-27T19:54:08.758767] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-11-27T19:54:08.758834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:08.758876] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:08.758915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:08.758981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:08.816380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:08.817151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:08.817250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:08.817309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:08.939063] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:08.939240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:08.939315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:08.939372] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:08.942741] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2025-11-27T19:54:08.943020] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-11-27T19:54:08.943153] [INFO ] [sig       ] NBN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:09.081191] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NBN.txt
[2025-11-27T19:54:09.081360] [INFO ] [sig       ] [2246/3661] Completed NBN in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:09.081440] [INFO ] [sig       ] [2247/3661] Forecasting NBTB...
[2025-11-27T19:54:09.081503] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-11-27T19:54:09.081564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-11-27T19:54:09.092903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-11-27T19:54:09.093211] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-11-27T19:54:09.094050] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-11-27T19:54:09.094118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:09.094174] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:09.094230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:09.094329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:09.153748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:09.154491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:09.154603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:09.154658] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:09.271886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:09.272060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:09.272135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:09.272193] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:09.275503] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-11-27T19:54:09.275826] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-11-27T19:54:09.275981] [INFO ] [sig       ] NBTB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:09.410377] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NBTB.txt
[2025-11-27T19:54:09.410539] [INFO ] [sig       ] [2247/3661] Completed NBTB in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:09.410632] [INFO ] [sig       ] [2248/3661] Forecasting NBXG...
[2025-11-27T19:54:09.410693] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-11-27T19:54:09.410773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-11-27T19:54:09.422222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-11-27T19:54:09.422552] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-11-27T19:54:09.423402] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-11-27T19:54:09.423468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:09.423510] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:09.423547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:09.423639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:09.480821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:09.481466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:09.481555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:09.481625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:09.604412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:09.604589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:09.604639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:09.604709] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:09.608167] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-11-27T19:54:09.608492] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-11-27T19:54:09.608681] [INFO ] [sig       ] NBXG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:09.744510] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NBXG.txt
[2025-11-27T19:54:09.744731] [INFO ] [sig       ] [2248/3661] Completed NBXG in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:09.744807] [INFO ] [sig       ] [2249/3661] Forecasting NC...
[2025-11-27T19:54:09.744867] [INFO ] [sig       ] Generating forecast for: NC
[2025-11-27T19:54:09.744947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-11-27T19:54:09.756689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-11-27T19:54:09.757142] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-11-27T19:54:09.757987] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-11-27T19:54:09.758053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:09.758094] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:09.758152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:09.758265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:09.813377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:09.814274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:09.814382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:09.814438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:09.917747] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:09.917931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:09.917979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:09.918017] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:09.921385] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-11-27T19:54:09.921728] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-11-27T19:54:09.921871] [INFO ] [sig       ] NC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:10.057718] [INFO ] [LOCAL     ] Saved forecast: NC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NC.txt
[2025-11-27T19:54:10.057884] [INFO ] [sig       ] [2249/3661] Completed NC in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:10.057939] [INFO ] [sig       ] [2250/3661] Forecasting NCA...
[2025-11-27T19:54:10.057980] [INFO ] [sig       ] Generating forecast for: NCA
[2025-11-27T19:54:10.058064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-11-27T19:54:10.069859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-11-27T19:54:10.070219] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-11-27T19:54:10.071021] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-11-27T19:54:10.071084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:10.071121] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:10.071169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:10.071251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:10.127447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:10.128536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:10.128736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:10.128799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:10.246078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:10.246256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:10.246333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:10.246388] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:10.249790] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-11-27T19:54:10.250086] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-11-27T19:54:10.250246] [INFO ] [sig       ] NCA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:10.385790] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NCA.txt
[2025-11-27T19:54:10.385937] [INFO ] [sig       ] [2250/3661] Completed NCA in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.9m
[2025-11-27T19:54:10.386005] [INFO ] [sig       ] [2251/3661] Forecasting NCLH...
[2025-11-27T19:54:10.386073] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-11-27T19:54:10.386132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-11-27T19:54:10.397501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-11-27T19:54:10.397844] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-11-27T19:54:10.398732] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-11-27T19:54:10.398812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:10.398872] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:10.398929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:10.399026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:10.454321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:10.454979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:10.455065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:10.455119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:10.575380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:10.575547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:10.575614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:10.575655] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:10.578961] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-11-27T19:54:10.579237] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-11-27T19:54:10.579372] [INFO ] [sig       ] NCLH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:10.714224] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NCLH.txt
[2025-11-27T19:54:10.714393] [INFO ] [sig       ] [2251/3661] Completed NCLH in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-11-27T19:54:10.714441] [INFO ] [sig       ] [2252/3661] Forecasting NCMI...
[2025-11-27T19:54:10.714482] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-11-27T19:54:10.714519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-11-27T19:54:10.725057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-11-27T19:54:10.725343] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-11-27T19:54:10.726144] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-11-27T19:54:10.726206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:10.726242] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:10.726279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:10.726361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:10.780853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:10.781445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:10.781530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:10.781570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:10.898536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:10.898699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:10.898747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:10.898786] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:10.901969] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-11-27T19:54:10.902247] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-11-27T19:54:10.902376] [INFO ] [sig       ] NCMI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:11.035739] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NCMI.txt
[2025-11-27T19:54:11.035882] [INFO ] [sig       ] [2252/3661] Completed NCMI in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-11-27T19:54:11.035929] [INFO ] [sig       ] [2253/3661] Forecasting NCNA...
[2025-11-27T19:54:11.035969] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-11-27T19:54:11.036003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-11-27T19:54:11.047439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-11-27T19:54:11.047823] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-11-27T19:54:11.048641] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-11-27T19:54:11.048713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:11.048762] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:11.048800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:11.048864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:11.103472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:11.104201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:11.104295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:11.104334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:11.216483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:11.216662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:11.216710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:11.216749] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:11.220059] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-11-27T19:54:11.220358] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-11-27T19:54:11.220503] [INFO ] [sig       ] NCNA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:11.355260] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NCNA.txt
[2025-11-27T19:54:11.355411] [INFO ] [sig       ] [2253/3661] Completed NCNA in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-11-27T19:54:11.355463] [INFO ] [sig       ] [2254/3661] Forecasting NCNO...
[2025-11-27T19:54:11.355520] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-11-27T19:54:11.355585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-11-27T19:54:11.367109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-11-27T19:54:11.367452] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-11-27T19:54:11.368278] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-11-27T19:54:11.368340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:11.368379] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:11.368413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:11.368478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:11.424697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:11.425467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:11.425560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:11.425623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:11.550367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:11.550534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:11.550604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:11.550646] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:11.553964] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=44.29%)
[2025-11-27T19:54:11.554249] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-11-27T19:54:11.554400] [INFO ] [sig       ] NCNO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:11.688821] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NCNO.txt
[2025-11-27T19:54:11.688997] [INFO ] [sig       ] [2254/3661] Completed NCNO in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-11-27T19:54:11.689054] [INFO ] [sig       ] [2255/3661] Forecasting NCTY...
[2025-11-27T19:54:11.689101] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-11-27T19:54:11.689139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-11-27T19:54:11.700528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-11-27T19:54:11.700902] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-11-27T19:54:11.701718] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-11-27T19:54:11.701781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:11.701817] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:11.701853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:11.701933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:11.755924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:11.756617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:11.756705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:11.756742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:11.883531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:11.883726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:11.883776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:11.883825] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:11.887094] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-11-27T19:54:11.887384] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-11-27T19:54:11.887520] [INFO ] [sig       ] NCTY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:12.022264] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NCTY.txt
[2025-11-27T19:54:12.022425] [INFO ] [sig       ] [2255/3661] Completed NCTY in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:12.022476] [INFO ] [sig       ] [2256/3661] Forecasting NCZ...
[2025-11-27T19:54:12.022515] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-11-27T19:54:12.022585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-11-27T19:54:12.033749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-11-27T19:54:12.034066] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-11-27T19:54:12.034864] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-11-27T19:54:12.034926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:12.034967] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:12.035003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:12.035078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:12.089505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:12.090308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:12.090401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:12.090444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:12.209176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:12.209340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:12.209389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:12.209446] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:12.212723] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2025-11-27T19:54:12.213021] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-11-27T19:54:12.213153] [INFO ] [sig       ] NCZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:12.346589] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NCZ.txt
[2025-11-27T19:54:12.346741] [INFO ] [sig       ] [2256/3661] Completed NCZ in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:12.346789] [INFO ] [sig       ] [2257/3661] Forecasting NDAQ...
[2025-11-27T19:54:12.346828] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-11-27T19:54:12.346875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-11-27T19:54:12.357735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-11-27T19:54:12.358023] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-11-27T19:54:12.358814] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-11-27T19:54:12.358877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:12.358917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:12.358954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:12.359017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:12.413910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:12.414550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:12.414659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:12.414704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:12.537501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:12.537685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:12.537736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:12.537775] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:12.541073] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=35.76%)
[2025-11-27T19:54:12.541347] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-11-27T19:54:12.541479] [INFO ] [sig       ] NDAQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:12.676162] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NDAQ.txt
[2025-11-27T19:54:12.676312] [INFO ] [sig       ] [2257/3661] Completed NDAQ in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:12.676375] [INFO ] [sig       ] [2258/3661] Forecasting NDMO...
[2025-11-27T19:54:12.676415] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-11-27T19:54:12.676456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-11-27T19:54:12.688487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-11-27T19:54:12.688913] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-11-27T19:54:12.689785] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-11-27T19:54:12.689864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:12.689915] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:12.689958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:12.690026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:12.746840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:12.747599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:12.747690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:12.747742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:12.869023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:12.869196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:12.869265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:12.869304] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:12.872531] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-11-27T19:54:12.872851] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-11-27T19:54:12.872993] [INFO ] [sig       ] NDMO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:13.009701] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NDMO.txt
[2025-11-27T19:54:13.009886] [INFO ] [sig       ] [2258/3661] Completed NDMO in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:13.009936] [INFO ] [sig       ] [2259/3661] Forecasting NDRA...
[2025-11-27T19:54:13.009997] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-11-27T19:54:13.010036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-11-27T19:54:13.192042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-11-27T19:54:13.192707] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-11-27T19:54:13.193709] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-11-27T19:54:13.193776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:13.193823] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:13.193859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:13.193929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:13.250656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:13.251997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:13.252122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:13.252179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:13.369202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:13.369449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:13.369506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:13.369547] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:13.373291] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-11-27T19:54:13.373668] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-11-27T19:54:13.373819] [INFO ] [sig       ] NDRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:13.532069] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NDRA.txt
[2025-11-27T19:54:13.532239] [INFO ] [sig       ] [2259/3661] Completed NDRA in 0.5s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:13.532289] [INFO ] [sig       ] [2260/3661] Forecasting NDSN...
[2025-11-27T19:54:13.532330] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-11-27T19:54:13.532367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-11-27T19:54:13.546082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-11-27T19:54:13.546515] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-11-27T19:54:13.547451] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-11-27T19:54:13.547519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:13.547563] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:13.547617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:13.547684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:13.605876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:13.606713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:13.606814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:13.606867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:13.733487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:13.733696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:13.733749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:13.733789] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:13.737259] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-11-27T19:54:13.737543] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-11-27T19:54:13.737697] [INFO ] [sig       ] NDSN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:13.872450] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NDSN.txt
[2025-11-27T19:54:13.872630] [INFO ] [sig       ] [2260/3661] Completed NDSN in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:13.872683] [INFO ] [sig       ] [2261/3661] Forecasting NE...
[2025-11-27T19:54:13.872717] [INFO ] [sig       ] Generating forecast for: NE
[2025-11-27T19:54:13.872756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-11-27T19:54:13.884293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-11-27T19:54:13.884663] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-11-27T19:54:13.885565] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-11-27T19:54:13.885670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:13.885731] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:13.885787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:13.885879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:13.942120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:13.943104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:13.943201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:13.943246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:14.072891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:14.073081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:14.073135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:14.073168] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:14.077562] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=53.98%)
[2025-11-27T19:54:14.077918] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-11-27T19:54:14.078068] [INFO ] [sig       ] NE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:14.212179] [INFO ] [LOCAL     ] Saved forecast: NE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NE.txt
[2025-11-27T19:54:14.212339] [INFO ] [sig       ] [2261/3661] Completed NE in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:14.212389] [INFO ] [sig       ] [2262/3661] Forecasting NEA...
[2025-11-27T19:54:14.212429] [INFO ] [sig       ] Generating forecast for: NEA
[2025-11-27T19:54:14.212469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-11-27T19:54:14.224495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-11-27T19:54:14.224845] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-11-27T19:54:14.225638] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-11-27T19:54:14.225699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:14.225744] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:14.225782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:14.225846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:14.284288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:14.285237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:14.285347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:14.285391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:14.407756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:14.407940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:14.407992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:14.408029] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:14.411314] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-11-27T19:54:14.411602] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-11-27T19:54:14.411734] [INFO ] [sig       ] NEA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:14.548454] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NEA.txt
[2025-11-27T19:54:14.548619] [INFO ] [sig       ] [2262/3661] Completed NEA in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:14.548672] [INFO ] [sig       ] [2263/3661] Forecasting NECB...
[2025-11-27T19:54:14.548710] [INFO ] [sig       ] Generating forecast for: NECB
[2025-11-27T19:54:14.548769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-11-27T19:54:14.559290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-11-27T19:54:14.559609] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-11-27T19:54:14.560367] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-11-27T19:54:14.560430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:14.560464] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:14.560496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:14.560562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:14.615800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:14.616490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:14.616595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:14.616633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:14.734077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:14.734217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:14.734266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:14.734310] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:14.737587] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-11-27T19:54:14.737859] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-11-27T19:54:14.737988] [INFO ] [sig       ] NECB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:14.872372] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NECB.txt
[2025-11-27T19:54:14.872515] [INFO ] [sig       ] [2263/3661] Completed NECB in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:14.872564] [INFO ] [sig       ] [2264/3661] Forecasting NEE...
[2025-11-27T19:54:14.872621] [INFO ] [sig       ] Generating forecast for: NEE
[2025-11-27T19:54:14.872674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-11-27T19:54:14.883491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-11-27T19:54:14.883820] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-11-27T19:54:14.884617] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-11-27T19:54:14.884686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:14.884726] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:14.884761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:14.884831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:14.939781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:14.940569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:14.940680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:14.940725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:15.054998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:15.055145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:15.055193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:15.055236] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:15.058468] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-11-27T19:54:15.058765] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-11-27T19:54:15.058900] [INFO ] [sig       ] NEE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:15.193053] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NEE.txt
[2025-11-27T19:54:15.193188] [INFO ] [sig       ] [2264/3661] Completed NEE in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:15.193239] [INFO ] [sig       ] [2265/3661] Forecasting NEGG...
[2025-11-27T19:54:15.193278] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-11-27T19:54:15.193336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-11-27T19:54:15.204026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-11-27T19:54:15.204308] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-11-27T19:54:15.205078] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-11-27T19:54:15.205140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:15.205182] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:15.205218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:15.205283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:15.260045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:15.260699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:15.260786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:15.260827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:15.375585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:15.375756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:15.375805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:15.375839] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:15.379126] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-11-27T19:54:15.379403] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-11-27T19:54:15.379538] [INFO ] [sig       ] NEGG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:15.514741] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NEGG.txt
[2025-11-27T19:54:15.514934] [INFO ] [sig       ] [2265/3661] Completed NEGG in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:15.514991] [INFO ] [sig       ] [2266/3661] Forecasting NEM...
[2025-11-27T19:54:15.515035] [INFO ] [sig       ] Generating forecast for: NEM
[2025-11-27T19:54:15.515093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-11-27T19:54:15.526275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-11-27T19:54:15.526590] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-11-27T19:54:15.527367] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-11-27T19:54:15.527431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:15.527483] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:15.527529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:15.527613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:15.582733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:15.583332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:15.583420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:15.583475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:15.706804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:15.706964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:15.707011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:15.707045] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:15.710442] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-11-27T19:54:15.710743] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-11-27T19:54:15.710879] [INFO ] [sig       ] NEM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:15.844898] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NEM.txt
[2025-11-27T19:54:15.845040] [INFO ] [sig       ] [2266/3661] Completed NEM in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:15.845089] [INFO ] [sig       ] [2267/3661] Forecasting NEO...
[2025-11-27T19:54:15.845132] [INFO ] [sig       ] Generating forecast for: NEO
[2025-11-27T19:54:15.845169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-11-27T19:54:15.855815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-11-27T19:54:15.856108] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-11-27T19:54:15.856911] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-11-27T19:54:15.856974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:15.857025] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:15.857071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:15.857145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:15.911468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:15.912175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:15.912262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:15.912304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:16.028665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:16.028832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:16.028882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:16.028916] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:16.032234] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-11-27T19:54:16.032521] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-11-27T19:54:16.032685] [INFO ] [sig       ] NEO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:16.170782] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NEO.txt
[2025-11-27T19:54:16.170928] [INFO ] [sig       ] [2267/3661] Completed NEO in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:16.170976] [INFO ] [sig       ] [2268/3661] Forecasting NEOG...
[2025-11-27T19:54:16.171021] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-11-27T19:54:16.171053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-11-27T19:54:16.182351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-11-27T19:54:16.182657] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-11-27T19:54:16.183449] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-11-27T19:54:16.183513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:16.183553] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:16.183607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:16.183702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:16.238202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:16.239051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:16.239141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:16.239192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:16.355994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:16.356169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:16.356218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:16.356250] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:16.359721] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-11-27T19:54:16.360053] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-11-27T19:54:16.360195] [INFO ] [sig       ] NEOG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:16.496359] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NEOG.txt
[2025-11-27T19:54:16.496512] [INFO ] [sig       ] [2268/3661] Completed NEOG in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.8m
[2025-11-27T19:54:16.496567] [INFO ] [sig       ] [2269/3661] Forecasting NEON...
[2025-11-27T19:54:16.496689] [INFO ] [sig       ] Generating forecast for: NEON
[2025-11-27T19:54:16.496729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-11-27T19:54:16.507976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-11-27T19:54:16.508372] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-11-27T19:54:16.509210] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-11-27T19:54:16.509273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:16.509314] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:16.509350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:16.509413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:16.564042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:16.564884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:16.564976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:16.565019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:16.684519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:16.684715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:16.684765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:16.684822] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:16.688144] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-11-27T19:54:16.688423] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-11-27T19:54:16.688563] [INFO ] [sig       ] NEON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:16.827488] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NEON.txt
[2025-11-27T19:54:16.827672] [INFO ] [sig       ] [2269/3661] Completed NEON in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-11-27T19:54:16.827723] [INFO ] [sig       ] [2270/3661] Forecasting NEXA...
[2025-11-27T19:54:16.827763] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-11-27T19:54:16.827799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-11-27T19:54:16.838662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-11-27T19:54:16.839036] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-11-27T19:54:16.839970] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-11-27T19:54:16.840033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:16.840091] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:16.840151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:16.840243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:16.894402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:16.895169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:16.895269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:16.895326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:17.007507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:17.007688] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:54:17.007755] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:17.007794] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:17.011110] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-11-27T19:54:17.011428] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-11-27T19:54:17.011588] [INFO ] [sig       ] NEXA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:17.148069] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NEXA.txt
[2025-11-27T19:54:17.148257] [INFO ] [sig       ] [2270/3661] Completed NEXA in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-11-27T19:54:17.148319] [INFO ] [sig       ] [2271/3661] Forecasting NEXN...
[2025-11-27T19:54:17.148367] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-11-27T19:54:17.148413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-11-27T19:54:17.159294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-11-27T19:54:17.159627] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-11-27T19:54:17.160413] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-11-27T19:54:17.160477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:17.160519] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:17.160558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:17.160642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:17.216486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:17.217250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:17.217340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:17.217398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:17.337421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:17.337565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:17.337630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:17.337669] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:17.340903] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=10.41%)
[2025-11-27T19:54:17.341178] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-11-27T19:54:17.341314] [INFO ] [sig       ] NEXN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:17.477674] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NEXN.txt
[2025-11-27T19:54:17.477817] [INFO ] [sig       ] [2271/3661] Completed NEXN in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-11-27T19:54:17.477868] [INFO ] [sig       ] [2272/3661] Forecasting NFBK...
[2025-11-27T19:54:17.477906] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-11-27T19:54:17.477944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-11-27T19:54:17.488904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-11-27T19:54:17.489182] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-11-27T19:54:17.489970] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-11-27T19:54:17.490033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:17.490074] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:17.490112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:17.490177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:17.549518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:17.550234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:17.550321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:17.550360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:17.661768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:17.661904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:17.661950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:17.661981] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:17.665126] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-11-27T19:54:17.665402] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-11-27T19:54:17.665538] [INFO ] [sig       ] NFBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:17.800288] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NFBK.txt
[2025-11-27T19:54:17.800424] [INFO ] [sig       ] [2272/3661] Completed NFBK in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-11-27T19:54:17.800471] [INFO ] [sig       ] [2273/3661] Forecasting NFE...
[2025-11-27T19:54:17.800508] [INFO ] [sig       ] Generating forecast for: NFE
[2025-11-27T19:54:17.800544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-11-27T19:54:17.811305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-11-27T19:54:17.811605] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-11-27T19:54:17.812357] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-11-27T19:54:17.812419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:17.812459] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:17.812503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:17.812591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:17.868592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:17.869202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:17.869289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:17.869326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:17.990512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:17.990656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:17.990705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:17.990741] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:17.993974] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-11-27T19:54:17.994262] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-11-27T19:54:17.994395] [INFO ] [sig       ] NFE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:18.132758] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NFE.txt
[2025-11-27T19:54:18.132944] [INFO ] [sig       ] [2273/3661] Completed NFE in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:18.132995] [INFO ] [sig       ] [2274/3661] Forecasting NFG...
[2025-11-27T19:54:18.133037] [INFO ] [sig       ] Generating forecast for: NFG
[2025-11-27T19:54:18.133098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-11-27T19:54:18.143953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-11-27T19:54:18.144269] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-11-27T19:54:18.145076] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-11-27T19:54:18.145148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:18.145194] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:18.145231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:18.145295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:18.206373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:18.207046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:18.207134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:18.207176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:18.327284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:18.327433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:18.327481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:18.327520] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:18.330827] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=45.20%)
[2025-11-27T19:54:18.331116] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-11-27T19:54:18.331270] [INFO ] [sig       ] NFG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:18.474706] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NFG.txt
[2025-11-27T19:54:18.474861] [INFO ] [sig       ] [2274/3661] Completed NFG in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:18.474910] [INFO ] [sig       ] [2275/3661] Forecasting NFJ...
[2025-11-27T19:54:18.474949] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-11-27T19:54:18.475003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-11-27T19:54:18.485952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-11-27T19:54:18.486235] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-11-27T19:54:18.487031] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-11-27T19:54:18.487094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:18.487134] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:18.487169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:18.487231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:18.544873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:18.545506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:18.545610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:18.545656] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:18.674959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:18.675119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:18.675173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:18.675208] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:18.678531] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-11-27T19:54:18.678849] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-11-27T19:54:18.679000] [INFO ] [sig       ] NFJ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:18.822296] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NFJ.txt
[2025-11-27T19:54:18.822458] [INFO ] [sig       ] [2275/3661] Completed NFJ in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:18.822509] [INFO ] [sig       ] [2276/3661] Forecasting NFLX...
[2025-11-27T19:54:18.822541] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-11-27T19:54:18.822595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-11-27T19:54:18.833899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-11-27T19:54:18.834278] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-11-27T19:54:18.835139] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-11-27T19:54:18.835205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:18.835248] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:18.835284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:18.835349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:18.895661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:18.896731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:18.896851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:18.896915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:19.025838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:19.026005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:19.026055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:19.026095] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:19.029522] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-11-27T19:54:19.029853] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-11-27T19:54:19.030027] [INFO ] [sig       ] NFLX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:19.165451] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NFLX.txt
[2025-11-27T19:54:19.165647] [INFO ] [sig       ] [2276/3661] Completed NFLX in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:19.165702] [INFO ] [sig       ] [2277/3661] Forecasting NFTY...
[2025-11-27T19:54:19.165745] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-11-27T19:54:19.165818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-11-27T19:54:19.178001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-11-27T19:54:19.178399] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-11-27T19:54:19.179216] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-11-27T19:54:19.179282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:19.179325] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:19.179360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:19.179426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:19.234197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:19.235022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:19.235119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:19.235162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:19.353419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:19.353617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:19.353678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:19.353720] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:19.357357] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-11-27T19:54:19.357729] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-11-27T19:54:19.357878] [INFO ] [sig       ] NFTY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:19.507006] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NFTY.txt
[2025-11-27T19:54:19.507189] [INFO ] [sig       ] [2277/3661] Completed NFTY in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:19.507245] [INFO ] [sig       ] [2278/3661] Forecasting NGG...
[2025-11-27T19:54:19.507317] [INFO ] [sig       ] Generating forecast for: NGG
[2025-11-27T19:54:19.507364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-11-27T19:54:19.519220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-11-27T19:54:19.519616] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-11-27T19:54:19.520508] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-11-27T19:54:19.520612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:19.520678] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:19.520730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:19.520807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:19.580694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:19.581548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:19.581658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:19.581702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:19.708945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:19.709118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:19.709170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:19.709209] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:19.712728] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2025-11-27T19:54:19.713015] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-11-27T19:54:19.713150] [INFO ] [sig       ] NGG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:19.858560] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NGG.txt
[2025-11-27T19:54:19.858743] [INFO ] [sig       ] [2278/3661] Completed NGG in 0.4s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:19.858796] [INFO ] [sig       ] [2279/3661] Forecasting NGL...
[2025-11-27T19:54:19.858854] [INFO ] [sig       ] Generating forecast for: NGL
[2025-11-27T19:54:19.858896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-11-27T19:54:19.870067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-11-27T19:54:19.870450] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-11-27T19:54:19.871315] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-11-27T19:54:19.871380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:19.871433] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:19.871476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:19.871543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:19.932811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:19.933688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:19.933786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:19.933831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:20.065771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:20.065978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:20.066034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:20.066072] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:20.069679] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-11-27T19:54:20.069974] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-11-27T19:54:20.070112] [INFO ] [sig       ] NGL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:20.211073] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NGL.txt
[2025-11-27T19:54:20.211235] [INFO ] [sig       ] [2279/3661] Completed NGL in 0.4s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:20.211291] [INFO ] [sig       ] [2280/3661] Forecasting NGNE...
[2025-11-27T19:54:20.211332] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-11-27T19:54:20.211404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-11-27T19:54:20.223035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-11-27T19:54:20.223355] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-11-27T19:54:20.224296] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-11-27T19:54:20.224362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:20.224408] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:20.224459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:20.224529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:20.283908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:20.284738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:20.284830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:20.284875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:20.409778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:20.409948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:20.410000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:20.410040] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:20.413638] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-11-27T19:54:20.413926] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-11-27T19:54:20.414091] [INFO ] [sig       ] NGNE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:20.561019] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NGNE.txt
[2025-11-27T19:54:20.561178] [INFO ] [sig       ] [2280/3661] Completed NGNE in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:20.561229] [INFO ] [sig       ] [2281/3661] Forecasting NGS...
[2025-11-27T19:54:20.561273] [INFO ] [sig       ] Generating forecast for: NGS
[2025-11-27T19:54:20.561355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-11-27T19:54:20.572943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-11-27T19:54:20.573303] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-11-27T19:54:20.574129] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-11-27T19:54:20.574193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:20.574232] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:20.574270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:20.574335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:20.631367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:20.632122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:20.632218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:20.632267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:20.751035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:20.751210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:20.751261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:20.751300] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:20.754671] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-11-27T19:54:20.754946] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-11-27T19:54:20.755079] [INFO ] [sig       ] NGS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:20.891508] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NGS.txt
[2025-11-27T19:54:20.891704] [INFO ] [sig       ] [2281/3661] Completed NGS in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:20.891755] [INFO ] [sig       ] [2282/3661] Forecasting NGVC...
[2025-11-27T19:54:20.891809] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-11-27T19:54:20.891852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-11-27T19:54:20.902939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-11-27T19:54:20.903274] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-11-27T19:54:20.904105] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-11-27T19:54:20.904167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:20.904208] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:20.904244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:20.904307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:20.959131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:20.959998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:20.960108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:20.960151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:21.076890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:21.077081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:21.077130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:21.077164] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:21.080607] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-11-27T19:54:21.080916] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-11-27T19:54:21.081068] [INFO ] [sig       ] NGVC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:21.218212] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NGVC.txt
[2025-11-27T19:54:21.218396] [INFO ] [sig       ] [2282/3661] Completed NGVC in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:21.218446] [INFO ] [sig       ] [2283/3661] Forecasting NHI...
[2025-11-27T19:54:21.218499] [INFO ] [sig       ] Generating forecast for: NHI
[2025-11-27T19:54:21.218532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-11-27T19:54:21.229781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-11-27T19:54:21.230191] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-11-27T19:54:21.231016] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-11-27T19:54:21.231080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:21.231122] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:21.231158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:21.231216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:21.285328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:21.286169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:21.286274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:21.286327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:21.404954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:21.405126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:21.405178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:21.405222] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:21.408486] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-11-27T19:54:21.408798] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-11-27T19:54:21.408933] [INFO ] [sig       ] NHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:21.544932] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NHI.txt
[2025-11-27T19:54:21.545110] [INFO ] [sig       ] [2283/3661] Completed NHI in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:21.545161] [INFO ] [sig       ] [2284/3661] Forecasting NHTC...
[2025-11-27T19:54:21.545203] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-11-27T19:54:21.545262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-11-27T19:54:21.556724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-11-27T19:54:21.557147] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-11-27T19:54:21.557982] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-11-27T19:54:21.558058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:21.558128] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:21.558166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:21.558231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:21.616863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:21.617786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:21.617880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:21.617922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:21.724727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:21.724902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:21.724952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:21.724993] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:21.728398] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-11-27T19:54:21.728701] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-11-27T19:54:21.728837] [INFO ] [sig       ] NHTC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:21.863838] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NHTC.txt
[2025-11-27T19:54:21.864031] [INFO ] [sig       ] [2284/3661] Completed NHTC in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:21.864089] [INFO ] [sig       ] [2285/3661] Forecasting NI...
[2025-11-27T19:54:21.864149] [INFO ] [sig       ] Generating forecast for: NI
[2025-11-27T19:54:21.864184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-11-27T19:54:21.875788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-11-27T19:54:21.876156] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-11-27T19:54:21.876989] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-11-27T19:54:21.877054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:21.877097] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:21.877135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:21.877199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:21.934974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:21.935885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:21.935992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:21.936045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:22.060431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:22.060623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:22.060674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:22.060711] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:22.063972] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-11-27T19:54:22.064246] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-11-27T19:54:22.064378] [INFO ] [sig       ] NI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:22.200901] [INFO ] [LOCAL     ] Saved forecast: NI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NI.txt
[2025-11-27T19:54:22.201056] [INFO ] [sig       ] [2285/3661] Completed NI in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:22.201105] [INFO ] [sig       ] [2286/3661] Forecasting NIC...
[2025-11-27T19:54:22.201141] [INFO ] [sig       ] Generating forecast for: NIC
[2025-11-27T19:54:22.201179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-11-27T19:54:22.212113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-11-27T19:54:22.212474] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-11-27T19:54:22.213273] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-11-27T19:54:22.213335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:22.213387] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:22.213425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:22.213489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:22.269494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:22.270155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:22.270243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:22.270286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:22.389956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:22.390122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:22.390172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:22.390210] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:22.393551] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-11-27T19:54:22.393842] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-11-27T19:54:22.393998] [INFO ] [sig       ] NIC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:22.542880] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NIC.txt
[2025-11-27T19:54:22.543074] [INFO ] [sig       ] [2286/3661] Completed NIC in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.7m
[2025-11-27T19:54:22.543129] [INFO ] [sig       ] [2287/3661] Forecasting NICE...
[2025-11-27T19:54:22.543170] [INFO ] [sig       ] Generating forecast for: NICE
[2025-11-27T19:54:22.543234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-11-27T19:54:22.554607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-11-27T19:54:22.554905] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-11-27T19:54:22.555681] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-11-27T19:54:22.555744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:22.555785] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:22.555823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:22.555888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:22.612775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:22.613455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:22.613544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:22.613605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:22.736843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:22.737007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:22.737055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:22.737092] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:22.740405] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-11-27T19:54:22.740703] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-11-27T19:54:22.740839] [INFO ] [sig       ] NICE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:22.884369] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NICE.txt
[2025-11-27T19:54:22.884529] [INFO ] [sig       ] [2287/3661] Completed NICE in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-11-27T19:54:22.884597] [INFO ] [sig       ] [2288/3661] Forecasting NIE...
[2025-11-27T19:54:22.884639] [INFO ] [sig       ] Generating forecast for: NIE
[2025-11-27T19:54:22.884676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-11-27T19:54:22.896372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-11-27T19:54:22.896772] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-11-27T19:54:22.897654] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-11-27T19:54:22.897725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:22.897785] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:22.897838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:22.897946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:22.953318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:22.954256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:22.954363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:22.954424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:23.073700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:23.073878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:23.073943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:23.073997] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:23.077288] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-11-27T19:54:23.077621] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-11-27T19:54:23.077784] [INFO ] [sig       ] NIE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:23.212023] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NIE.txt
[2025-11-27T19:54:23.212220] [INFO ] [sig       ] [2288/3661] Completed NIE in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-11-27T19:54:23.212290] [INFO ] [sig       ] [2289/3661] Forecasting NIKL...
[2025-11-27T19:54:23.212385] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-11-27T19:54:23.212441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-11-27T19:54:23.223468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-11-27T19:54:23.223907] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-11-27T19:54:23.224772] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-11-27T19:54:23.224840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:23.224900] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:23.224956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:23.225049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:23.282846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:23.283746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:23.283845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:23.283899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:23.393279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:23.393394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:23.393459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:23.393512] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:23.396646] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-11-27T19:54:23.396950] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-11-27T19:54:23.397101] [INFO ] [sig       ] NIKL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:23.533634] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NIKL.txt
[2025-11-27T19:54:23.533769] [INFO ] [sig       ] [2289/3661] Completed NIKL in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-11-27T19:54:23.533852] [INFO ] [sig       ] [2290/3661] Forecasting NIM...
[2025-11-27T19:54:23.533912] [INFO ] [sig       ] Generating forecast for: NIM
[2025-11-27T19:54:23.533968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-11-27T19:54:23.544405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-11-27T19:54:23.544735] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-11-27T19:54:23.545512] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-11-27T19:54:23.545590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:23.545636] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:23.545679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:23.545755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:23.600979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:23.601568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:23.601667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:23.601709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:23.708047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:23.708198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:23.708263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:23.708324] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:23.711547] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-11-27T19:54:23.711852] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-11-27T19:54:23.712007] [INFO ] [sig       ] NIM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:23.847417] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NIM.txt
[2025-11-27T19:54:23.847560] [INFO ] [sig       ] [2290/3661] Completed NIM in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-11-27T19:54:23.847626] [INFO ] [sig       ] [2291/3661] Forecasting NIO...
[2025-11-27T19:54:23.847700] [INFO ] [sig       ] Generating forecast for: NIO
[2025-11-27T19:54:23.847738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-11-27T19:54:23.858174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-11-27T19:54:23.858469] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-11-27T19:54:23.859254] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-11-27T19:54:23.859316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:23.859373] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:23.859430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:23.859521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:23.915658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:23.916306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:23.916395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:23.916433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:24.037116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:24.037267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:24.037313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:24.037349] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:24.040769] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-11-27T19:54:24.041078] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-11-27T19:54:24.041244] [INFO ] [sig       ] NIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:24.179856] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NIO.txt
[2025-11-27T19:54:24.179980] [INFO ] [sig       ] [2291/3661] Completed NIO in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:24.180027] [INFO ] [sig       ] [2292/3661] Forecasting NIPG...
[2025-11-27T19:54:24.180063] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-11-27T19:54:24.180107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-11-27T19:54:24.190998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-11-27T19:54:24.191322] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-11-27T19:54:24.192141] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-11-27T19:54:24.192203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:24.192244] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:24.192280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:24.192527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:24.248790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:24.249411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:24.249502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:24.249544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:24.358962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:24.359076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:24.359119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:24.359156] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:24.362180] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-11-27T19:54:24.362451] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-11-27T19:54:24.362596] [INFO ] [sig       ] NIPG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:24.497561] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NIPG.txt
[2025-11-27T19:54:24.497697] [INFO ] [sig       ] [2292/3661] Completed NIPG in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:24.497750] [INFO ] [sig       ] [2293/3661] Forecasting NISN...
[2025-11-27T19:54:24.497790] [INFO ] [sig       ] Generating forecast for: NISN
[2025-11-27T19:54:24.497843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-11-27T19:54:24.511469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-11-27T19:54:24.511831] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-11-27T19:54:24.512633] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-11-27T19:54:24.512694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:24.512735] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:24.512817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:24.512895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:24.567256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:24.567870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:24.567954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:24.568012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:24.675496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:24.675626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:24.675673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:24.675726] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:24.678842] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-11-27T19:54:24.679123] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-11-27T19:54:24.679252] [INFO ] [sig       ] NISN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:24.812751] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NISN.txt
[2025-11-27T19:54:24.812872] [INFO ] [sig       ] [2293/3661] Completed NISN in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:24.812919] [INFO ] [sig       ] [2294/3661] Forecasting NITO...
[2025-11-27T19:54:24.812955] [INFO ] [sig       ] Generating forecast for: NITO
[2025-11-27T19:54:24.812999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-11-27T19:54:24.823285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-11-27T19:54:24.823561] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-11-27T19:54:24.824329] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-11-27T19:54:24.824390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:24.824428] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:24.824464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:24.824527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:24.879784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:24.880592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:24.880676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:24.880712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:24.991058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:24.991172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:24.991220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:24.991255] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:24.994285] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-11-27T19:54:24.994558] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-11-27T19:54:24.994714] [INFO ] [sig       ] NITO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:25.131393] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NITO.txt
[2025-11-27T19:54:25.131538] [INFO ] [sig       ] [2294/3661] Completed NITO in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:25.131602] [INFO ] [sig       ] [2295/3661] Forecasting NKSH...
[2025-11-27T19:54:25.131643] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-11-27T19:54:25.131699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-11-27T19:54:25.141999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-11-27T19:54:25.142335] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-11-27T19:54:25.143187] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-11-27T19:54:25.143252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:25.143294] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:25.143339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:25.143439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:25.199110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:25.199779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:25.199875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:25.199916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:25.304227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:25.304406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:25.304460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:25.304497] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:25.307932] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2025-11-27T19:54:25.308248] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-11-27T19:54:25.308395] [INFO ] [sig       ] NKSH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:25.445431] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NKSH.txt
[2025-11-27T19:54:25.445640] [INFO ] [sig       ] [2295/3661] Completed NKSH in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:25.445693] [INFO ] [sig       ] [2296/3661] Forecasting NKTX...
[2025-11-27T19:54:25.445744] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-11-27T19:54:25.445796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-11-27T19:54:25.457357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-11-27T19:54:25.457688] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-11-27T19:54:25.458506] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-11-27T19:54:25.458584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:25.458625] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:25.458658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:25.458720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:25.513494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:25.514111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:25.514198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:25.514239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:25.626331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:25.626433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:25.626478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:25.626515] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:25.629533] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=51.61%)
[2025-11-27T19:54:25.629818] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-11-27T19:54:25.629947] [INFO ] [sig       ] NKTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:25.765229] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NKTX.txt
[2025-11-27T19:54:25.765361] [INFO ] [sig       ] [2296/3661] Completed NKTX in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:25.765409] [INFO ] [sig       ] [2297/3661] Forecasting NKX...
[2025-11-27T19:54:25.765454] [INFO ] [sig       ] Generating forecast for: NKX
[2025-11-27T19:54:25.765496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-11-27T19:54:25.776799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-11-27T19:54:25.777076] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-11-27T19:54:25.777875] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-11-27T19:54:25.777939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:25.777989] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:25.778026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:25.778094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:25.832832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:25.833432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:25.833520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:25.833561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:25.951624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:25.951768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:25.951819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:25.951856] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:25.955150] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-11-27T19:54:25.955442] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-11-27T19:54:25.955591] [INFO ] [sig       ] NKX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:26.093122] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NKX.txt
[2025-11-27T19:54:26.093261] [INFO ] [sig       ] [2297/3661] Completed NKX in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:26.093310] [INFO ] [sig       ] [2298/3661] Forecasting NLOP...
[2025-11-27T19:54:26.093356] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-11-27T19:54:26.093393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-11-27T19:54:26.104230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-11-27T19:54:26.104507] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-11-27T19:54:26.105299] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-11-27T19:54:26.105360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:26.105400] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:26.105436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:26.105501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:26.160465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:26.161101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:26.161184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:26.161226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:26.276707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:26.276848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:26.276895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:26.276933] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:26.280103] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-11-27T19:54:26.280392] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-11-27T19:54:26.280530] [INFO ] [sig       ] NLOP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:26.419585] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NLOP.txt
[2025-11-27T19:54:26.419724] [INFO ] [sig       ] [2298/3661] Completed NLOP in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:26.419778] [INFO ] [sig       ] [2299/3661] Forecasting NLY...
[2025-11-27T19:54:26.419815] [INFO ] [sig       ] Generating forecast for: NLY
[2025-11-27T19:54:26.419867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-11-27T19:54:26.431040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-11-27T19:54:26.431347] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-11-27T19:54:26.432118] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-11-27T19:54:26.432179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:26.432230] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:26.432275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:26.432356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:26.487511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:26.488128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:26.488216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:26.488267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:26.606220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:26.606339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:26.606383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:26.606420] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:26.612622] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-11-27T19:54:26.612943] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-11-27T19:54:26.613074] [INFO ] [sig       ] NLY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:26.747322] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NLY.txt
[2025-11-27T19:54:26.747451] [INFO ] [sig       ] [2299/3661] Completed NLY in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:26.747498] [INFO ] [sig       ] [2300/3661] Forecasting NMAI...
[2025-11-27T19:54:26.747535] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-11-27T19:54:26.747621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-11-27T19:54:26.759254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-11-27T19:54:26.759597] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-11-27T19:54:26.760394] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-11-27T19:54:26.760459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:26.760502] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:26.760538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:26.760630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:26.816163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:26.816871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:26.816961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:26.817007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:26.932507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:26.932693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:26.932743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:26.932784] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:26.936061] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-11-27T19:54:26.936337] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-11-27T19:54:26.936469] [INFO ] [sig       ] NMAI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:27.075429] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NMAI.txt
[2025-11-27T19:54:27.075624] [INFO ] [sig       ] [2300/3661] Completed NMAI in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:27.075678] [INFO ] [sig       ] [2301/3661] Forecasting NMCO...
[2025-11-27T19:54:27.075724] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-11-27T19:54:27.075764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-11-27T19:54:27.086478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-11-27T19:54:27.086770] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-11-27T19:54:27.087553] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-11-27T19:54:27.087653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:27.087698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:27.087738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:27.087805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:27.145110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:27.145776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:27.145864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:27.145906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:27.265851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:27.266008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:27.266056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:27.266100] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:27.269320] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2025-11-27T19:54:27.269604] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-11-27T19:54:27.269736] [INFO ] [sig       ] NMCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:27.407703] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NMCO.txt
[2025-11-27T19:54:27.407857] [INFO ] [sig       ] [2301/3661] Completed NMCO in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:27.407937] [INFO ] [sig       ] [2302/3661] Forecasting NMFC...
[2025-11-27T19:54:27.407989] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-11-27T19:54:27.408062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-11-27T19:54:27.419143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-11-27T19:54:27.419420] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-11-27T19:54:27.420184] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-11-27T19:54:27.420245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:27.420286] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:27.420322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:27.420386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:27.476532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:27.477306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:27.477395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:27.477437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:27.596241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:27.596410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:27.596459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:27.596499] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:27.599852] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=85.11%)
[2025-11-27T19:54:27.600142] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-11-27T19:54:27.600277] [INFO ] [sig       ] NMFC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:27.738778] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NMFC.txt
[2025-11-27T19:54:27.738925] [INFO ] [sig       ] [2302/3661] Completed NMFC in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:27.738973] [INFO ] [sig       ] [2303/3661] Forecasting NMG...
[2025-11-27T19:54:27.739012] [INFO ] [sig       ] Generating forecast for: NMG
[2025-11-27T19:54:27.739051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-11-27T19:54:27.750112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-11-27T19:54:27.750410] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-11-27T19:54:27.751248] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-11-27T19:54:27.751314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:27.751369] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:27.751410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:27.751476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:27.807624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:27.808271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:27.808377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:27.808430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:27.926414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:27.926603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:27.926653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:27.926692] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:27.930081] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-11-27T19:54:27.930432] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-11-27T19:54:27.930597] [INFO ] [sig       ] NMG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:28.067263] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NMG.txt
[2025-11-27T19:54:28.067408] [INFO ] [sig       ] [2303/3661] Completed NMG in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:28.067456] [INFO ] [sig       ] [2304/3661] Forecasting NMI...
[2025-11-27T19:54:28.067495] [INFO ] [sig       ] Generating forecast for: NMI
[2025-11-27T19:54:28.067532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-11-27T19:54:28.078790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-11-27T19:54:28.079134] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-11-27T19:54:28.079951] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-11-27T19:54:28.080014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:28.080055] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:28.080092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:28.080161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:28.135502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:28.136426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:28.136526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:28.136569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:28.241013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:28.241200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:28.241257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:28.241315] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:28.244742] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=77.67%)
[2025-11-27T19:54:28.245059] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-11-27T19:54:28.245205] [INFO ] [sig       ] NMI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:28.381085] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NMI.txt
[2025-11-27T19:54:28.381267] [INFO ] [sig       ] [2304/3661] Completed NMI in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.6m
[2025-11-27T19:54:28.381315] [INFO ] [sig       ] [2305/3661] Forecasting NMIH...
[2025-11-27T19:54:28.381355] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-11-27T19:54:28.381411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-11-27T19:54:28.392356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-11-27T19:54:28.392742] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-11-27T19:54:28.393642] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-11-27T19:54:28.393713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:28.393769] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:28.393824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:28.393921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:28.452201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:28.453069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:28.453192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:28.453258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:28.568366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:28.568554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:28.568640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:28.568693] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:28.572128] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=49.72%)
[2025-11-27T19:54:28.572442] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-11-27T19:54:28.572614] [INFO ] [sig       ] NMIH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:28.713339] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NMIH.txt
[2025-11-27T19:54:28.713519] [INFO ] [sig       ] [2305/3661] Completed NMIH in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-11-27T19:54:28.713600] [INFO ] [sig       ] [2306/3661] Forecasting NMM...
[2025-11-27T19:54:28.713671] [INFO ] [sig       ] Generating forecast for: NMM
[2025-11-27T19:54:28.713724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-11-27T19:54:28.724954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-11-27T19:54:28.725336] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-11-27T19:54:28.726187] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-11-27T19:54:28.726258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:28.726311] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:28.726359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:28.726446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:28.784003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:28.784845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:28.784943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:28.784999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:28.903902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:28.904101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:28.904165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:28.904217] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:28.907672] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=45.95%)
[2025-11-27T19:54:28.907994] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-11-27T19:54:28.908174] [INFO ] [sig       ] NMM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:29.049000] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NMM.txt
[2025-11-27T19:54:29.049195] [INFO ] [sig       ] [2306/3661] Completed NMM in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-11-27T19:54:29.049261] [INFO ] [sig       ] [2307/3661] Forecasting NMRA...
[2025-11-27T19:54:29.049337] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-11-27T19:54:29.049394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-11-27T19:54:29.061463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-11-27T19:54:29.061861] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-11-27T19:54:29.062702] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-11-27T19:54:29.062766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:29.062810] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:29.062855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:29.062945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:29.123102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:29.123936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:29.124030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:29.124074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:29.250158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:29.250355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:29.250430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:29.250484] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:29.254048] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-11-27T19:54:29.254337] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-11-27T19:54:29.254476] [INFO ] [sig       ] NMRA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:29.398056] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NMRA.txt
[2025-11-27T19:54:29.398244] [INFO ] [sig       ] [2307/3661] Completed NMRA in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-11-27T19:54:29.398299] [INFO ] [sig       ] [2308/3661] Forecasting NMRK...
[2025-11-27T19:54:29.398333] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-11-27T19:54:29.398370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-11-27T19:54:29.410236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-11-27T19:54:29.410637] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-11-27T19:54:29.411458] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-11-27T19:54:29.411530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:29.411605] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:29.411661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:29.411752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:29.470341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:29.471268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:29.471375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:29.471430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:29.593314] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:29.593486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:29.593547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:29.593618] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:29.596852] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-11-27T19:54:29.597142] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-11-27T19:54:29.597289] [INFO ] [sig       ] NMRK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:29.734828] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NMRK.txt
[2025-11-27T19:54:29.734983] [INFO ] [sig       ] [2308/3661] Completed NMRK in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-11-27T19:54:29.735047] [INFO ] [sig       ] [2309/3661] Forecasting NN...
[2025-11-27T19:54:29.735121] [INFO ] [sig       ] Generating forecast for: NN
[2025-11-27T19:54:29.735182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-11-27T19:54:29.746067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-11-27T19:54:29.746371] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-11-27T19:54:29.747195] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-11-27T19:54:29.747266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:29.747321] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:29.747373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:29.747465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:29.803901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:29.804540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:29.804650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:29.804704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:29.923106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:29.923232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:29.923290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:29.923342] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:29.926442] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=76.84%)
[2025-11-27T19:54:29.926758] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-11-27T19:54:29.926907] [INFO ] [sig       ] NN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:30.065263] [INFO ] [LOCAL     ] Saved forecast: NN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NN.txt
[2025-11-27T19:54:30.065397] [INFO ] [sig       ] [2309/3661] Completed NN in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:30.065447] [INFO ] [sig       ] [2310/3661] Forecasting NNDM...
[2025-11-27T19:54:30.065491] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-11-27T19:54:30.065530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-11-27T19:54:30.076314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-11-27T19:54:30.076638] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-11-27T19:54:30.077445] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-11-27T19:54:30.077524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:30.077602] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:30.077655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:30.077745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:30.135841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:30.136474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:30.136570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:30.136644] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:30.252728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:30.252844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:30.252902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:30.252953] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:30.256117] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-11-27T19:54:30.256409] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-11-27T19:54:30.256554] [INFO ] [sig       ] NNDM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:30.393068] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NNDM.txt
[2025-11-27T19:54:30.393191] [INFO ] [sig       ] [2310/3661] Completed NNDM in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:30.393238] [INFO ] [sig       ] [2311/3661] Forecasting NNE...
[2025-11-27T19:54:30.393272] [INFO ] [sig       ] Generating forecast for: NNE
[2025-11-27T19:54:30.393308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-11-27T19:54:30.403895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-11-27T19:54:30.404170] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-11-27T19:54:30.404967] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-11-27T19:54:30.405028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:30.405069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:30.405105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:30.405167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:30.460184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:30.460789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:30.460873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:30.460914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:30.581197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:30.581308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:30.581351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:30.581383] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:30.584418] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-11-27T19:54:30.584700] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-11-27T19:54:30.584833] [INFO ] [sig       ] NNE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:30.718695] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NNE.txt
[2025-11-27T19:54:30.718820] [INFO ] [sig       ] [2311/3661] Completed NNE in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:30.718867] [INFO ] [sig       ] [2312/3661] Forecasting NNI...
[2025-11-27T19:54:30.718903] [INFO ] [sig       ] Generating forecast for: NNI
[2025-11-27T19:54:30.718946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-11-27T19:54:30.729460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-11-27T19:54:30.729752] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-11-27T19:54:30.730512] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-11-27T19:54:30.730588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:30.730633] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:30.730672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:30.730735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:30.785680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:30.786266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:30.786350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:30.786391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:30.902925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:30.903043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:30.903087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:30.903124] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:30.906169] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-11-27T19:54:30.906440] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-11-27T19:54:30.906593] [INFO ] [sig       ] NNI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:31.041043] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NNI.txt
[2025-11-27T19:54:31.041222] [INFO ] [sig       ] [2312/3661] Completed NNI in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:31.041282] [INFO ] [sig       ] [2313/3661] Forecasting NNN...
[2025-11-27T19:54:31.041319] [INFO ] [sig       ] Generating forecast for: NNN
[2025-11-27T19:54:31.041380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-11-27T19:54:31.051628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-11-27T19:54:31.051911] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-11-27T19:54:31.052727] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-11-27T19:54:31.052788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:31.052828] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:31.052870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:31.052944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:31.107923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:31.108712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:31.108800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:31.108839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:31.223392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:31.223549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:31.223612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:31.223650] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:31.226857] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-11-27T19:54:31.227146] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-11-27T19:54:31.227281] [INFO ] [sig       ] NNN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:31.359175] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NNN.txt
[2025-11-27T19:54:31.359354] [INFO ] [sig       ] [2313/3661] Completed NNN in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:31.359413] [INFO ] [sig       ] [2314/3661] Forecasting NNOX...
[2025-11-27T19:54:31.359451] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-11-27T19:54:31.359517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-11-27T19:54:31.370026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-11-27T19:54:31.370351] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-11-27T19:54:31.371167] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-11-27T19:54:31.371232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:31.371274] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:31.371322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:31.371404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:31.426020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:31.426685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:31.426772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:31.426815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:31.549717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:31.549881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:31.549930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:31.549966] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:31.553167] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-11-27T19:54:31.553438] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-11-27T19:54:31.553586] [INFO ] [sig       ] NNOX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:31.685551] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NNOX.txt
[2025-11-27T19:54:31.685737] [INFO ] [sig       ] [2314/3661] Completed NNOX in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:31.685801] [INFO ] [sig       ] [2315/3661] Forecasting NNY...
[2025-11-27T19:54:31.685851] [INFO ] [sig       ] Generating forecast for: NNY
[2025-11-27T19:54:31.685892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-11-27T19:54:31.696271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-11-27T19:54:31.696595] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-11-27T19:54:31.697354] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-11-27T19:54:31.697417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:31.697458] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:31.697494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:31.697559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:31.752541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:31.753139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:31.753229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:31.753273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:31.857719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:31.857836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:31.857886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:31.857926] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:31.861007] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-11-27T19:54:31.861304] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-11-27T19:54:31.861433] [INFO ] [sig       ] NNY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:31.994565] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NNY.txt
[2025-11-27T19:54:31.994700] [INFO ] [sig       ] [2315/3661] Completed NNY in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:31.994749] [INFO ] [sig       ] [2316/3661] Forecasting NOA...
[2025-11-27T19:54:31.994789] [INFO ] [sig       ] Generating forecast for: NOA
[2025-11-27T19:54:31.994828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-11-27T19:54:32.005629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-11-27T19:54:32.005903] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-11-27T19:54:32.006694] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-11-27T19:54:32.006755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:32.006793] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:32.006830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:32.006891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:32.061360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:32.061961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:32.062045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:32.062081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:32.182021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:32.182152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:32.182194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:32.182232] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:32.185371] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=73.07%)
[2025-11-27T19:54:32.185659] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-11-27T19:54:32.185791] [INFO ] [sig       ] NOA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:32.318628] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NOA.txt
[2025-11-27T19:54:32.318751] [INFO ] [sig       ] [2316/3661] Completed NOA in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:32.318799] [INFO ] [sig       ] [2317/3661] Forecasting NOAH...
[2025-11-27T19:54:32.318834] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-11-27T19:54:32.318870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-11-27T19:54:32.329593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-11-27T19:54:32.329855] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-11-27T19:54:32.330626] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-11-27T19:54:32.330689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:32.330730] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:32.330768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:32.330832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:32.384965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:32.385562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:32.385672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:32.385707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:32.508153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:32.508273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:32.508336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:32.508376] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:32.511556] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=34.82%)
[2025-11-27T19:54:32.511843] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-11-27T19:54:32.511973] [INFO ] [sig       ] NOAH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:32.647416] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NOAH.txt
[2025-11-27T19:54:32.647534] [INFO ] [sig       ] [2317/3661] Completed NOAH in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:32.647597] [INFO ] [sig       ] [2318/3661] Forecasting NODK...
[2025-11-27T19:54:32.647633] [INFO ] [sig       ] Generating forecast for: NODK
[2025-11-27T19:54:32.647671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-11-27T19:54:32.657021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-11-27T19:54:32.657262] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-11-27T19:54:32.658170] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-11-27T19:54:32.658232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:32.658277] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:32.658312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:32.658374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:32.713948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:32.714524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:32.714626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:32.714666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:32.812916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:32.813024] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:54:32.813066] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:32.813101] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:32.816174] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-11-27T19:54:32.816475] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-11-27T19:54:32.816623] [INFO ] [sig       ] NODK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:32.951566] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NODK.txt
[2025-11-27T19:54:32.951726] [INFO ] [sig       ] [2318/3661] Completed NODK in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:32.951774] [INFO ] [sig       ] [2319/3661] Forecasting NOG...
[2025-11-27T19:54:32.951808] [INFO ] [sig       ] Generating forecast for: NOG
[2025-11-27T19:54:32.951843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-11-27T19:54:32.962506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-11-27T19:54:32.962812] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-11-27T19:54:32.963592] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-11-27T19:54:32.963651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:32.963691] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:32.963725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:32.963792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:33.018258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:33.018960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:33.019047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:33.019083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:33.137831] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:33.137989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:33.138037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:33.138072] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:33.141320] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-11-27T19:54:33.141614] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-11-27T19:54:33.141745] [INFO ] [sig       ] NOG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:33.275149] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NOG.txt
[2025-11-27T19:54:33.275299] [INFO ] [sig       ] [2319/3661] Completed NOG in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:33.275366] [INFO ] [sig       ] [2320/3661] Forecasting NOMD...
[2025-11-27T19:54:33.275402] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-11-27T19:54:33.275438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-11-27T19:54:33.286414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-11-27T19:54:33.286718] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-11-27T19:54:33.287486] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-11-27T19:54:33.287548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:33.287607] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:33.287645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:33.287708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:33.341876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:33.342502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:33.342604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:33.342648] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:33.460097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:33.460270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:33.460326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:33.460364] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:33.463592] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-11-27T19:54:33.463871] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-11-27T19:54:33.464002] [INFO ] [sig       ] NOMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:33.598776] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NOMD.txt
[2025-11-27T19:54:33.598915] [INFO ] [sig       ] [2320/3661] Completed NOMD in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:33.598967] [INFO ] [sig       ] [2321/3661] Forecasting NOTE...
[2025-11-27T19:54:33.599004] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-11-27T19:54:33.599054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-11-27T19:54:33.609566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-11-27T19:54:33.609887] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-11-27T19:54:33.610671] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-11-27T19:54:33.610731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:33.610781] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:33.610818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:33.610880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:33.666291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:33.666909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:33.666994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:33.667034] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:33.787558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:33.787701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:33.787748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:33.787786] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:33.791003] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-11-27T19:54:33.791280] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-11-27T19:54:33.791408] [INFO ] [sig       ] NOTE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:33.929373] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NOTE.txt
[2025-11-27T19:54:33.929503] [INFO ] [sig       ] [2321/3661] Completed NOTE in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:33.929550] [INFO ] [sig       ] [2322/3661] Forecasting NPCE...
[2025-11-27T19:54:33.929601] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-11-27T19:54:33.929637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-11-27T19:54:33.940296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-11-27T19:54:33.940607] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-11-27T19:54:33.941395] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-11-27T19:54:33.941457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:33.941499] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:33.941535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:33.941619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:33.997555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:33.998176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:33.998261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:33.998307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:34.119857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:34.120008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:34.120057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:34.120093] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:34.123306] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-11-27T19:54:34.123602] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-11-27T19:54:34.123739] [INFO ] [sig       ] NPCE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:34.259201] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NPCE.txt
[2025-11-27T19:54:34.259369] [INFO ] [sig       ] [2322/3661] Completed NPCE in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.5m
[2025-11-27T19:54:34.259430] [INFO ] [sig       ] [2323/3661] Forecasting NPFD...
[2025-11-27T19:54:34.259468] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-11-27T19:54:34.259525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-11-27T19:54:34.270774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-11-27T19:54:34.271116] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-11-27T19:54:34.271969] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-11-27T19:54:34.272041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:34.272095] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:34.272148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:34.272237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:34.327182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:34.327821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:34.327916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:34.327971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:34.445442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:34.445586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:34.445640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:34.445691] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:34.448795] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=19.77%)
[2025-11-27T19:54:34.449079] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-11-27T19:54:34.449220] [INFO ] [sig       ] NPFD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:34.587050] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NPFD.txt
[2025-11-27T19:54:34.587185] [INFO ] [sig       ] [2323/3661] Completed NPFD in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.4m
[2025-11-27T19:54:34.587248] [INFO ] [sig       ] [2324/3661] Forecasting NPK...
[2025-11-27T19:54:34.587312] [INFO ] [sig       ] Generating forecast for: NPK
[2025-11-27T19:54:34.587382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-11-27T19:54:34.597832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-11-27T19:54:34.598160] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-11-27T19:54:34.599012] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-11-27T19:54:34.599076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:34.599117] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:34.599154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:34.599218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:34.656329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:34.656960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:34.657048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:34.657086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:34.777592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:34.777707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:34.777752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:34.777797] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:34.780995] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-11-27T19:54:34.781269] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-11-27T19:54:34.781418] [INFO ] [sig       ] NPK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:34.917600] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NPK.txt
[2025-11-27T19:54:34.917734] [INFO ] [sig       ] [2324/3661] Completed NPK in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.4m
[2025-11-27T19:54:34.917803] [INFO ] [sig       ] [2325/3661] Forecasting NPO...
[2025-11-27T19:54:34.917868] [INFO ] [sig       ] Generating forecast for: NPO
[2025-11-27T19:54:34.917946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-11-27T19:54:34.928776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-11-27T19:54:34.929075] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-11-27T19:54:34.929897] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-11-27T19:54:34.929967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:34.930022] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:34.930072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:34.930159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:34.985929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:34.986539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:34.986648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:34.986702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:35.101804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:35.101923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:35.101982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:35.102034] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:35.105103] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-11-27T19:54:35.105378] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-11-27T19:54:35.105526] [INFO ] [sig       ] NPO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:35.242386] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NPO.txt
[2025-11-27T19:54:35.242523] [INFO ] [sig       ] [2325/3661] Completed NPO in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.4m
[2025-11-27T19:54:35.242603] [INFO ] [sig       ] [2326/3661] Forecasting NQP...
[2025-11-27T19:54:35.242656] [INFO ] [sig       ] Generating forecast for: NQP
[2025-11-27T19:54:35.242731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-11-27T19:54:35.253442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-11-27T19:54:35.253738] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-11-27T19:54:35.254495] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-11-27T19:54:35.254556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:35.254616] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:35.254651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:35.254714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:35.308878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:35.309455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:35.309540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:35.309599] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:35.431689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:35.431808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:35.431852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:35.431888] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:35.434958] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-11-27T19:54:35.435231] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-11-27T19:54:35.435377] [INFO ] [sig       ] NQP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:35.569613] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NQP.txt
[2025-11-27T19:54:35.569735] [INFO ] [sig       ] [2326/3661] Completed NQP in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.4m
[2025-11-27T19:54:35.569784] [INFO ] [sig       ] [2327/3661] Forecasting NRC...
[2025-11-27T19:54:35.569822] [INFO ] [sig       ] Generating forecast for: NRC
[2025-11-27T19:54:35.569863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-11-27T19:54:35.580945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-11-27T19:54:35.581241] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-11-27T19:54:35.582134] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-11-27T19:54:35.582200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:35.582238] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:35.582295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:35.582392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:35.637857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:35.638531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:35.638653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:35.638716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:35.756367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:35.756529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:35.756591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:35.756626] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:35.759871] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-11-27T19:54:35.760142] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-11-27T19:54:35.760271] [INFO ] [sig       ] NRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:35.893652] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NRC.txt
[2025-11-27T19:54:35.893770] [INFO ] [sig       ] [2327/3661] Completed NRC in 0.3s | 3.00 sym/s | Total: 12.9m | ETA: 7.4m
[2025-11-27T19:54:35.893820] [INFO ] [sig       ] [2328/3661] Forecasting NRDS...
[2025-11-27T19:54:35.893858] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-11-27T19:54:35.893894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-11-27T19:54:35.904396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-11-27T19:54:35.904687] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-11-27T19:54:35.905452] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-11-27T19:54:35.905514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:35.905555] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:35.905609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:35.905674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:35.960721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:35.961306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:35.961388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:35.961430] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:36.076350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:36.076481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:36.076520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:36.076588] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:36.079858] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-11-27T19:54:36.080135] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-11-27T19:54:36.080269] [INFO ] [sig       ] NRDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:36.220004] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NRDS.txt
[2025-11-27T19:54:36.220135] [INFO ] [sig       ] [2328/3661] Completed NRDS in 0.3s | 3.00 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:36.220190] [INFO ] [sig       ] [2329/3661] Forecasting NREF...
[2025-11-27T19:54:36.220229] [INFO ] [sig       ] Generating forecast for: NREF
[2025-11-27T19:54:36.220273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-11-27T19:54:36.230858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-11-27T19:54:36.231126] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-11-27T19:54:36.231917] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-11-27T19:54:36.231978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:36.232018] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:36.232085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:36.232162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:36.286314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:36.286932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:36.287016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:36.287052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:36.406752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:36.406890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:36.406938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:36.406974] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:36.410241] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=62.31%)
[2025-11-27T19:54:36.410565] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-11-27T19:54:36.410709] [INFO ] [sig       ] NREF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:36.544706] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NREF.txt
[2025-11-27T19:54:36.544832] [INFO ] [sig       ] [2329/3661] Completed NREF in 0.3s | 3.00 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:36.544879] [INFO ] [sig       ] [2330/3661] Forecasting NRG...
[2025-11-27T19:54:36.544915] [INFO ] [sig       ] Generating forecast for: NRG
[2025-11-27T19:54:36.544954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-11-27T19:54:36.555767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-11-27T19:54:36.556039] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-11-27T19:54:36.556832] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-11-27T19:54:36.556893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:36.556933] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:36.556969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:36.557030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:36.612160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:36.612780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:36.612875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:36.612915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:36.732656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:36.732775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:36.732821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:36.732859] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:36.735927] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=65.16%)
[2025-11-27T19:54:36.736189] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-11-27T19:54:36.736339] [INFO ] [sig       ] NRG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:36.872765] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NRG.txt
[2025-11-27T19:54:36.872888] [INFO ] [sig       ] [2330/3661] Completed NRG in 0.3s | 3.00 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:36.872936] [INFO ] [sig       ] [2331/3661] Forecasting NRIM...
[2025-11-27T19:54:36.872979] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-11-27T19:54:36.873019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-11-27T19:54:36.883306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-11-27T19:54:36.883586] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-11-27T19:54:36.884453] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-11-27T19:54:36.884516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:36.884557] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:36.884613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:36.884679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:36.943476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:36.944355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:36.944459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:36.944521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:37.062129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:37.062249] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:54:37.062292] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:37.062331] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:37.065344] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-11-27T19:54:37.065625] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-11-27T19:54:37.065754] [INFO ] [sig       ] NRIM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:37.200519] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NRIM.txt
[2025-11-27T19:54:37.200702] [INFO ] [sig       ] [2331/3661] Completed NRIM in 0.3s | 3.00 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:37.200754] [INFO ] [sig       ] [2332/3661] Forecasting NRIX...
[2025-11-27T19:54:37.200818] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-11-27T19:54:37.200859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-11-27T19:54:37.214485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-11-27T19:54:37.215108] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-11-27T19:54:37.216336] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-11-27T19:54:37.216419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:37.216476] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:37.216549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:37.216671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:37.278366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:37.279640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:37.279971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:37.280016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:37.461047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:37.461313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:37.461397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:37.461461] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:37.467441] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=88.00%)
[2025-11-27T19:54:37.467955] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-11-27T19:54:37.468385] [INFO ] [sig       ] NRIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:37.668966] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NRIX.txt
[2025-11-27T19:54:37.669150] [INFO ] [sig       ] [2332/3661] Completed NRIX in 0.5s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:37.669200] [INFO ] [sig       ] [2333/3661] Forecasting NRK...
[2025-11-27T19:54:37.669257] [INFO ] [sig       ] Generating forecast for: NRK
[2025-11-27T19:54:37.669304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-11-27T19:54:37.682552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-11-27T19:54:37.683016] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-11-27T19:54:37.683999] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-11-27T19:54:37.684086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:37.684151] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:37.684213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:37.684317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:37.776544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:37.777852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:37.778019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:37.778090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:37.912939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:37.913125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:37.913205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:37.913273] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:37.917149] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-11-27T19:54:37.917564] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-11-27T19:54:37.917764] [INFO ] [sig       ] NRK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:38.086033] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NRK.txt
[2025-11-27T19:54:38.086288] [INFO ] [sig       ] [2333/3661] Completed NRK in 0.4s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:38.086378] [INFO ] [sig       ] [2334/3661] Forecasting NRP...
[2025-11-27T19:54:38.086428] [INFO ] [sig       ] Generating forecast for: NRP
[2025-11-27T19:54:38.086476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-11-27T19:54:38.101801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-11-27T19:54:38.102289] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-11-27T19:54:38.103391] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-11-27T19:54:38.103465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:38.104932] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:38.104997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:38.105122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:38.179443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:38.180568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:38.180718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:38.180778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:38.311469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:38.311667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:38.311721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:38.311759] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:38.315513] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=58.65%)
[2025-11-27T19:54:38.315870] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-11-27T19:54:38.316025] [INFO ] [sig       ] NRP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:38.463639] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NRP.txt
[2025-11-27T19:54:38.463834] [INFO ] [sig       ] [2334/3661] Completed NRP in 0.4s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:38.463900] [INFO ] [sig       ] [2335/3661] Forecasting NRUC...
[2025-11-27T19:54:38.463954] [INFO ] [sig       ] Generating forecast for: NRUC
[2025-11-27T19:54:38.464020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'.
[2025-11-27T19:54:38.475431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRUC'.
[2025-11-27T19:54:38.475880] [INFO ] [FORECASTER] Starting predict_future for NRUC
[2025-11-27T19:54:38.476829] [DEBUG] [LOCAL     ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt
[2025-11-27T19:54:38.476906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:38.476964] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:38.477018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:38.477103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:38.534444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:38.535353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:38.535473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:38.535526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:38.653745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:38.653915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:38.653966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:38.654007] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:38.657368] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-11-27T19:54:38.657685] [INFO ] [FORECASTER] Completed predict_future for NRUC
[2025-11-27T19:54:38.657829] [INFO ] [sig       ] NRUC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:38.800186] [INFO ] [LOCAL     ] Saved forecast: NRUC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NRUC.txt
[2025-11-27T19:54:38.800363] [INFO ] [sig       ] [2335/3661] Completed NRUC in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:38.800428] [INFO ] [sig       ] [2336/3661] Forecasting NRXP...
[2025-11-27T19:54:38.800502] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-11-27T19:54:38.800586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-11-27T19:54:38.811869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-11-27T19:54:38.812203] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-11-27T19:54:38.813152] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-11-27T19:54:38.813219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:38.813263] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:38.813298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:38.813366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:38.868489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:38.869194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:38.869283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:38.869326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:38.985551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:38.985734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:38.985780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:38.985818] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:38.989091] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-11-27T19:54:38.989378] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-11-27T19:54:38.989533] [INFO ] [sig       ] NRXP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:39.127099] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NRXP.txt
[2025-11-27T19:54:39.127260] [INFO ] [sig       ] [2336/3661] Completed NRXP in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:39.127310] [INFO ] [sig       ] [2337/3661] Forecasting NSC...
[2025-11-27T19:54:39.127349] [INFO ] [sig       ] Generating forecast for: NSC
[2025-11-27T19:54:39.127387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-11-27T19:54:39.138303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-11-27T19:54:39.138673] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-11-27T19:54:39.139521] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-11-27T19:54:39.139611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:39.139660] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:39.139698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:39.139762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:39.195669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:39.196453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:39.196570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:39.196645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:39.316007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:39.316176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:39.316244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:39.316297] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:39.319605] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-11-27T19:54:39.319891] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-11-27T19:54:39.320036] [INFO ] [sig       ] NSC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:39.456849] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NSC.txt
[2025-11-27T19:54:39.457016] [INFO ] [sig       ] [2337/3661] Completed NSC in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:39.457081] [INFO ] [sig       ] [2338/3661] Forecasting NSP...
[2025-11-27T19:54:39.457128] [INFO ] [sig       ] Generating forecast for: NSP
[2025-11-27T19:54:39.457187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-11-27T19:54:39.468252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-11-27T19:54:39.468563] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-11-27T19:54:39.469358] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-11-27T19:54:39.469422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:39.469468] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:39.469504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:39.469591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:39.525907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:39.526633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:39.526731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:39.526775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:39.648551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:39.648739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:39.648788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:39.648826] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:39.652099] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-11-27T19:54:39.652372] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-11-27T19:54:39.652507] [INFO ] [sig       ] NSP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:39.790858] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NSP.txt
[2025-11-27T19:54:39.791018] [INFO ] [sig       ] [2338/3661] Completed NSP in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:39.791073] [INFO ] [sig       ] [2339/3661] Forecasting NSSC...
[2025-11-27T19:54:39.791112] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-11-27T19:54:39.791170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-11-27T19:54:39.801904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-11-27T19:54:39.802257] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-11-27T19:54:39.803055] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-11-27T19:54:39.803117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:39.803158] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:39.803194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:39.803255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:39.857681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:39.858322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:39.858410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:39.858451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:39.979197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:39.979362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:39.979420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:39.979473] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:39.982734] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-11-27T19:54:39.983005] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-11-27T19:54:39.983140] [INFO ] [sig       ] NSSC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:40.120443] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NSSC.txt
[2025-11-27T19:54:40.120637] [INFO ] [sig       ] [2339/3661] Completed NSSC in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:40.120689] [INFO ] [sig       ] [2340/3661] Forecasting NTAP...
[2025-11-27T19:54:40.120731] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-11-27T19:54:40.120787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-11-27T19:54:40.132250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-11-27T19:54:40.132666] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-11-27T19:54:40.133501] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-11-27T19:54:40.133565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:40.133638] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:40.133692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:40.133774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:40.188492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:40.189317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:40.189438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:40.189487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:40.308780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:40.308947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:40.308998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:40.309058] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:40.312325] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-11-27T19:54:40.312639] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-11-27T19:54:40.312790] [INFO ] [sig       ] NTAP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:40.449303] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NTAP.txt
[2025-11-27T19:54:40.449484] [INFO ] [sig       ] [2340/3661] Completed NTAP in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.4m
[2025-11-27T19:54:40.449617] [INFO ] [sig       ] [2341/3661] Forecasting NTB...
[2025-11-27T19:54:40.449664] [INFO ] [sig       ] Generating forecast for: NTB
[2025-11-27T19:54:40.449702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-11-27T19:54:40.460817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-11-27T19:54:40.461153] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-11-27T19:54:40.461962] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-11-27T19:54:40.462024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:40.462081] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:40.462133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:40.462224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:40.517081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:40.517758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:40.517849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:40.517907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:40.634803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:40.634967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:40.635033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:40.635086] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:40.638421] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=33.94%)
[2025-11-27T19:54:40.638751] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-11-27T19:54:40.638901] [INFO ] [sig       ] NTB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:40.782124] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NTB.txt
[2025-11-27T19:54:40.782289] [INFO ] [sig       ] [2341/3661] Completed NTB in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-11-27T19:54:40.782339] [INFO ] [sig       ] [2342/3661] Forecasting NTES...
[2025-11-27T19:54:40.782378] [INFO ] [sig       ] Generating forecast for: NTES
[2025-11-27T19:54:40.782436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-11-27T19:54:40.793752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-11-27T19:54:40.794173] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-11-27T19:54:40.795059] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-11-27T19:54:40.795123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:40.795175] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:40.795222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:40.795316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:40.851814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:40.852598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:40.852695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:40.852741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:40.975462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:40.975644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:40.975693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:40.975731] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:40.979006] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-11-27T19:54:40.979282] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-11-27T19:54:40.979422] [INFO ] [sig       ] NTES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:41.115724] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NTES.txt
[2025-11-27T19:54:41.115879] [INFO ] [sig       ] [2342/3661] Completed NTES in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-11-27T19:54:41.115928] [INFO ] [sig       ] [2343/3661] Forecasting NTIC...
[2025-11-27T19:54:41.115977] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-11-27T19:54:41.116037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-11-27T19:54:41.126700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-11-27T19:54:41.127039] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-11-27T19:54:41.127847] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-11-27T19:54:41.127915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:41.127973] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:41.128030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:41.128151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:41.182813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:41.183461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:41.183560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:41.183641] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:41.289605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:41.289778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:41.289848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:41.289910] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:41.293207] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=61.47%)
[2025-11-27T19:54:41.293513] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-11-27T19:54:41.293690] [INFO ] [sig       ] NTIC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:41.431515] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NTIC.txt
[2025-11-27T19:54:41.431731] [INFO ] [sig       ] [2343/3661] Completed NTIC in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-11-27T19:54:41.431804] [INFO ] [sig       ] [2344/3661] Forecasting NTLA...
[2025-11-27T19:54:41.431890] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-11-27T19:54:41.431958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-11-27T19:54:41.443367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-11-27T19:54:41.443729] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-11-27T19:54:41.444550] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-11-27T19:54:41.444645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:41.444706] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:41.444763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:41.444861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:41.500349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:41.501040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:41.501142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:41.501206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:41.621780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:41.621975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:41.622042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:41.622099] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:41.625354] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2025-11-27T19:54:41.625685] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-11-27T19:54:41.625846] [INFO ] [sig       ] NTLA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:41.764140] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NTLA.txt
[2025-11-27T19:54:41.764327] [INFO ] [sig       ] [2344/3661] Completed NTLA in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-11-27T19:54:41.764383] [INFO ] [sig       ] [2345/3661] Forecasting NTNX...
[2025-11-27T19:54:41.764439] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-11-27T19:54:41.764479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-11-27T19:54:41.775134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-11-27T19:54:41.775430] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-11-27T19:54:41.776230] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-11-27T19:54:41.776304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:41.776347] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:41.776384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:41.776446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:41.833226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:41.833894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:41.833982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:41.834019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:41.953440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:41.953617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:41.953666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:41.953702] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:41.957214] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-11-27T19:54:41.957505] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-11-27T19:54:41.957659] [INFO ] [sig       ] NTNX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:42.099292] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NTNX.txt
[2025-11-27T19:54:42.099470] [INFO ] [sig       ] [2345/3661] Completed NTNX in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:42.099520] [INFO ] [sig       ] [2346/3661] Forecasting NTRA...
[2025-11-27T19:54:42.099594] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-11-27T19:54:42.099631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-11-27T19:54:42.110776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-11-27T19:54:42.111116] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-11-27T19:54:42.111947] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-11-27T19:54:42.112010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:42.112054] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:42.112085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:42.112154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:42.167767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:42.168438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:42.168530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:42.168590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:42.287037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:42.287200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:42.287257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:42.287295] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:42.290680] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=43.46%)
[2025-11-27T19:54:42.290975] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-11-27T19:54:42.291113] [INFO ] [sig       ] NTRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:42.431657] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NTRA.txt
[2025-11-27T19:54:42.431834] [INFO ] [sig       ] [2346/3661] Completed NTRA in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:42.431885] [INFO ] [sig       ] [2347/3661] Forecasting NTRB...
[2025-11-27T19:54:42.431921] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-11-27T19:54:42.431980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-11-27T19:54:42.442991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-11-27T19:54:42.443337] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-11-27T19:54:42.444240] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-11-27T19:54:42.444309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:42.444353] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:42.444396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:42.444470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:42.501900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:42.502782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:42.502874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:42.502921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:42.618925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:42.619092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:42.619141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:42.619178] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:42.622559] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-11-27T19:54:42.622864] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-11-27T19:54:42.623000] [INFO ] [sig       ] NTRB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:42.762299] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NTRB.txt
[2025-11-27T19:54:42.762482] [INFO ] [sig       ] [2347/3661] Completed NTRB in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:42.762560] [INFO ] [sig       ] [2348/3661] Forecasting NTRS...
[2025-11-27T19:54:42.762618] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-11-27T19:54:42.762660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-11-27T19:54:42.773896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-11-27T19:54:42.774227] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-11-27T19:54:42.775057] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-11-27T19:54:42.775120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:42.775162] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:42.775206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:42.775286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:42.832060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:42.832991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:42.833089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:42.833129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:42.955316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:42.955526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:42.955611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:42.955669] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:42.959238] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-11-27T19:54:42.959542] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-11-27T19:54:42.959713] [INFO ] [sig       ] NTRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:43.103427] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NTRS.txt
[2025-11-27T19:54:43.103627] [INFO ] [sig       ] [2348/3661] Completed NTRS in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:43.103679] [INFO ] [sig       ] [2349/3661] Forecasting NTRSO...
[2025-11-27T19:54:43.103727] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-11-27T19:54:43.103976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-11-27T19:54:43.114678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-11-27T19:54:43.114989] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-11-27T19:54:43.115786] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-11-27T19:54:43.115847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:43.115887] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:43.115922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:43.116018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:43.172882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:43.173686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:43.173777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:43.173821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:43.297370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:43.297535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:43.297602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:43.297638] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:43.300992] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-11-27T19:54:43.301280] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-11-27T19:54:43.301415] [INFO ] [sig       ] NTRSO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:43.443932] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NTRSO.txt
[2025-11-27T19:54:43.444109] [INFO ] [sig       ] [2349/3661] Completed NTRSO in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:43.444159] [INFO ] [sig       ] [2350/3661] Forecasting NUKK...
[2025-11-27T19:54:43.444197] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-11-27T19:54:43.444237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-11-27T19:54:43.456229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-11-27T19:54:43.456609] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-11-27T19:54:43.457442] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-11-27T19:54:43.457506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:43.457549] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:43.457605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:43.457674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:43.515364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:43.516129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:43.516222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:43.516260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:43.638839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:43.639010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:43.639066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:43.639103] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:43.642438] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-11-27T19:54:43.642757] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-11-27T19:54:43.642891] [INFO ] [sig       ] NUKK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:43.782292] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NUKK.txt
[2025-11-27T19:54:43.782453] [INFO ] [sig       ] [2350/3661] Completed NUKK in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:43.782512] [INFO ] [sig       ] [2351/3661] Forecasting NUS...
[2025-11-27T19:54:43.782559] [INFO ] [sig       ] Generating forecast for: NUS
[2025-11-27T19:54:43.782634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-11-27T19:54:43.793166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-11-27T19:54:43.793453] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-11-27T19:54:43.794216] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-11-27T19:54:43.794278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:43.794319] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:43.794354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:43.794417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:43.851053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:43.851747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:43.851836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:43.851877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:43.976728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:43.976893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:43.976941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:43.976973] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:43.980233] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-11-27T19:54:43.980515] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-11-27T19:54:43.980663] [INFO ] [sig       ] NUS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:44.116537] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NUS.txt
[2025-11-27T19:54:44.116704] [INFO ] [sig       ] [2351/3661] Completed NUS in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:44.116753] [INFO ] [sig       ] [2352/3661] Forecasting NUTX...
[2025-11-27T19:54:44.116791] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-11-27T19:54:44.116834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-11-27T19:54:44.128432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-11-27T19:54:44.128817] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-11-27T19:54:44.129653] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-11-27T19:54:44.129724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:44.129780] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:44.129831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:44.129918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:44.184176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:44.184910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:44.185008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:44.185064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:44.299867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:44.300058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:44.300127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:44.300179] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:44.303519] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-11-27T19:54:44.303835] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-11-27T19:54:44.303984] [INFO ] [sig       ] NUTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:44.440864] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NUTX.txt
[2025-11-27T19:54:44.441035] [INFO ] [sig       ] [2352/3661] Completed NUTX in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:44.441105] [INFO ] [sig       ] [2353/3661] Forecasting NUVB...
[2025-11-27T19:54:44.441167] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-11-27T19:54:44.441259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-11-27T19:54:44.452160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-11-27T19:54:44.452467] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-11-27T19:54:44.453262] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-11-27T19:54:44.453334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:44.453390] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:44.453442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:44.453529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:44.508667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:44.509473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:44.509593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:44.509651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:44.630952] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:44.631128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:44.631189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:44.631245] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:44.634550] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-11-27T19:54:44.634856] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-11-27T19:54:44.635002] [INFO ] [sig       ] NUVB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:44.771679] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NUVB.txt
[2025-11-27T19:54:44.771836] [INFO ] [sig       ] [2353/3661] Completed NUVB in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:44.771900] [INFO ] [sig       ] [2354/3661] Forecasting NUVL...
[2025-11-27T19:54:44.771972] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-11-27T19:54:44.772027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-11-27T19:54:44.783726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-11-27T19:54:44.784067] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-11-27T19:54:44.784977] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-11-27T19:54:44.785043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:44.785086] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:44.785131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:44.785205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:44.844957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:44.845782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:44.845881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:44.845934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:44.969097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:44.969267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:44.969318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:44.969358] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:44.972753] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-11-27T19:54:44.973040] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-11-27T19:54:44.973178] [INFO ] [sig       ] NUVL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:45.111910] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NUVL.txt
[2025-11-27T19:54:45.112085] [INFO ] [sig       ] [2354/3661] Completed NUVL in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:45.112137] [INFO ] [sig       ] [2355/3661] Forecasting NUWE...
[2025-11-27T19:54:45.112181] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-11-27T19:54:45.112224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-11-27T19:54:45.123139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-11-27T19:54:45.123496] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-11-27T19:54:45.124350] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-11-27T19:54:45.124415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:45.124463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:45.124508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:45.124609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:45.182126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:45.182976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:45.183071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:45.183115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:45.302824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:45.302987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:45.303037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:45.303077] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:45.306341] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-11-27T19:54:45.306641] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-11-27T19:54:45.306776] [INFO ] [sig       ] NUWE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:45.443489] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NUWE.txt
[2025-11-27T19:54:45.443676] [INFO ] [sig       ] [2355/3661] Completed NUWE in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:45.443727] [INFO ] [sig       ] [2356/3661] Forecasting NVA...
[2025-11-27T19:54:45.443767] [INFO ] [sig       ] Generating forecast for: NVA
[2025-11-27T19:54:45.443805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-11-27T19:54:45.454786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-11-27T19:54:45.455119] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-11-27T19:54:45.455894] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-11-27T19:54:45.455957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:45.456010] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:45.456049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:45.456112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:45.511977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:45.512747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:45.512835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:45.512878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:45.635415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:45.635623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:45.635674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:45.635712] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:45.639034] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-11-27T19:54:45.639315] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-11-27T19:54:45.639452] [INFO ] [sig       ] NVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:45.823820] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVA.txt
[2025-11-27T19:54:45.823976] [INFO ] [sig       ] [2356/3661] Completed NVA in 0.4s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:45.824025] [INFO ] [sig       ] [2357/3661] Forecasting NVAX...
[2025-11-27T19:54:45.824064] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-11-27T19:54:45.824119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-11-27T19:54:45.835135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-11-27T19:54:45.835430] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-11-27T19:54:45.836221] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-11-27T19:54:45.836284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:45.836325] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:45.836361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:45.836423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:45.893180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:45.894032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:45.894134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:45.894188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:46.011844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:46.012016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:46.012076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:46.012116] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:46.015458] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-11-27T19:54:46.015770] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-11-27T19:54:46.015911] [INFO ] [sig       ] NVAX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:46.153409] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVAX.txt
[2025-11-27T19:54:46.153619] [INFO ] [sig       ] [2357/3661] Completed NVAX in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:46.153686] [INFO ] [sig       ] [2358/3661] Forecasting NVD...
[2025-11-27T19:54:46.153767] [INFO ] [sig       ] Generating forecast for: NVD
[2025-11-27T19:54:46.153837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-11-27T19:54:46.164690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-11-27T19:54:46.165046] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-11-27T19:54:46.165891] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-11-27T19:54:46.165960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:46.166021] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:46.166078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:46.166178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:46.221776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:46.222623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:46.222720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:46.222778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:46.339757] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:46.339928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:46.339993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:46.340047] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:46.343427] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-11-27T19:54:46.343758] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-11-27T19:54:46.343918] [INFO ] [sig       ] NVD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:46.493796] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NVD.txt
[2025-11-27T19:54:46.493963] [INFO ] [sig       ] [2358/3661] Completed NVD in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.3m
[2025-11-27T19:54:46.494031] [INFO ] [sig       ] [2359/3661] Forecasting NVDA...
[2025-11-27T19:54:46.494068] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-11-27T19:54:46.494106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-11-27T19:54:46.506604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-11-27T19:54:46.507039] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-11-27T19:54:46.507944] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-11-27T19:54:46.508008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:46.508050] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:46.508086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:46.508177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:46.565931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:46.566858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:46.566968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:46.567051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:46.690192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:46.690375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:46.690429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:46.690467] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:46.694012] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=48.48%)
[2025-11-27T19:54:46.694306] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-11-27T19:54:46.694450] [INFO ] [sig       ] NVDA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:46.830107] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NVDA.txt
[2025-11-27T19:54:46.830263] [INFO ] [sig       ] [2359/3661] Completed NVDA in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-11-27T19:54:46.830319] [INFO ] [sig       ] [2360/3661] Forecasting NVDD...
[2025-11-27T19:54:46.830360] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-11-27T19:54:46.830397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-11-27T19:54:46.842044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-11-27T19:54:46.842422] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-11-27T19:54:46.843269] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-11-27T19:54:46.843336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:46.843392] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:46.843434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:46.843499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:46.899761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:46.900662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:46.900757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:46.900802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:47.026481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:47.026666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:47.026718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:47.026758] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:47.030156] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-11-27T19:54:47.030436] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-11-27T19:54:47.030587] [INFO ] [sig       ] NVDD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:47.167244] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVDD.txt
[2025-11-27T19:54:47.167394] [INFO ] [sig       ] [2360/3661] Completed NVDD in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-11-27T19:54:47.167460] [INFO ] [sig       ] [2361/3661] Forecasting NVDL...
[2025-11-27T19:54:47.167504] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-11-27T19:54:47.167540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-11-27T19:54:47.178242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-11-27T19:54:47.178553] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-11-27T19:54:47.179386] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-11-27T19:54:47.179451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:47.179505] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:47.179558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:47.179703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:47.240979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:47.241763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:47.241854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:47.241907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:47.365459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:47.365648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:47.365698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:47.365737] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:47.369119] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-11-27T19:54:47.369410] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-11-27T19:54:47.369585] [INFO ] [sig       ] NVDL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:47.507947] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVDL.txt
[2025-11-27T19:54:47.508092] [INFO ] [sig       ] [2361/3661] Completed NVDL in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-11-27T19:54:47.508156] [INFO ] [sig       ] [2362/3661] Forecasting NVDS...
[2025-11-27T19:54:47.508224] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-11-27T19:54:47.508288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-11-27T19:54:47.518902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-11-27T19:54:47.519228] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-11-27T19:54:47.520034] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-11-27T19:54:47.520097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:47.520139] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:47.520176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:47.520240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:47.576646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:47.577284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:47.577372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:47.577409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:47.698021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:47.698200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:47.698251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:47.698284] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:47.701553] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-11-27T19:54:47.701851] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-11-27T19:54:47.701983] [INFO ] [sig       ] NVDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:47.841418] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NVDS.txt
[2025-11-27T19:54:47.841605] [INFO ] [sig       ] [2362/3661] Completed NVDS in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-11-27T19:54:47.841656] [INFO ] [sig       ] [2363/3661] Forecasting NVEC...
[2025-11-27T19:54:47.841695] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-11-27T19:54:47.841752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-11-27T19:54:47.852451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-11-27T19:54:47.852811] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-11-27T19:54:47.853663] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-11-27T19:54:47.853729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:47.853779] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:47.853820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:47.853892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:47.915240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:47.916194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:47.916288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:47.916343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:48.027566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:48.027753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:48.027821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:48.027863] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:48.031153] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-11-27T19:54:48.031435] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-11-27T19:54:48.031591] [INFO ] [sig       ] NVEC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:48.166264] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVEC.txt
[2025-11-27T19:54:48.166401] [INFO ] [sig       ] [2363/3661] Completed NVEC in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:48.166452] [INFO ] [sig       ] [2364/3661] Forecasting NVG...
[2025-11-27T19:54:48.166510] [INFO ] [sig       ] Generating forecast for: NVG
[2025-11-27T19:54:48.166554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-11-27T19:54:48.178156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-11-27T19:54:48.178452] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-11-27T19:54:48.179256] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-11-27T19:54:48.179319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:48.179359] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:48.179396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:48.179461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:48.238326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:48.238981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:48.239065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:48.239107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:48.362921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:48.363089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:48.363139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:48.363179] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:48.366453] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-11-27T19:54:48.366751] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-11-27T19:54:48.366882] [INFO ] [sig       ] NVG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:48.507642] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NVG.txt
[2025-11-27T19:54:48.507822] [INFO ] [sig       ] [2364/3661] Completed NVG in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:48.507873] [INFO ] [sig       ] [2365/3661] Forecasting NVGS...
[2025-11-27T19:54:48.507914] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-11-27T19:54:48.507952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-11-27T19:54:48.520028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-11-27T19:54:48.520348] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-11-27T19:54:48.521143] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-11-27T19:54:48.521208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:48.521250] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:48.521289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:48.521355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:48.583823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:48.584686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:48.584793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:48.584837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:48.704445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:48.704566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:48.704630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:48.704668] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:48.707746] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-11-27T19:54:48.708011] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-11-27T19:54:48.708151] [INFO ] [sig       ] NVGS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:48.841981] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVGS.txt
[2025-11-27T19:54:48.842102] [INFO ] [sig       ] [2365/3661] Completed NVGS in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:48.842150] [INFO ] [sig       ] [2366/3661] Forecasting NVMI...
[2025-11-27T19:54:48.842184] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-11-27T19:54:48.842227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-11-27T19:54:48.854562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-11-27T19:54:48.854997] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-11-27T19:54:48.855836] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-11-27T19:54:48.855899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:48.855940] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:48.855976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:48.856039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:48.913712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:48.914656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:48.914762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:48.914818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:49.035291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:49.035491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:49.035561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:49.035640] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:49.039091] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-11-27T19:54:49.039394] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-11-27T19:54:49.039550] [INFO ] [sig       ] NVMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:49.181195] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NVMI.txt
[2025-11-27T19:54:49.181395] [INFO ] [sig       ] [2366/3661] Completed NVMI in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:49.181466] [INFO ] [sig       ] [2367/3661] Forecasting NVO...
[2025-11-27T19:54:49.181521] [INFO ] [sig       ] Generating forecast for: NVO
[2025-11-27T19:54:49.181617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-11-27T19:54:49.195408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-11-27T19:54:49.195934] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-11-27T19:54:49.196902] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-11-27T19:54:49.196970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:49.197046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:49.197097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:49.197189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:49.254129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:49.255194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:49.255294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:49.255351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:49.376761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:49.377016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:49.377071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:49.377111] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:49.381051] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-11-27T19:54:49.381405] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-11-27T19:54:49.381591] [INFO ] [sig       ] NVO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:49.522654] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVO.txt
[2025-11-27T19:54:49.522958] [INFO ] [sig       ] [2367/3661] Completed NVO in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:49.523012] [INFO ] [sig       ] [2368/3661] Forecasting NVRI...
[2025-11-27T19:54:49.523055] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-11-27T19:54:49.523104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-11-27T19:54:49.535895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-11-27T19:54:49.536236] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-11-27T19:54:49.537053] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-11-27T19:54:49.537118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:49.537162] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:49.537200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:49.537267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:49.593690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:49.594532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:49.594643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:49.594689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:49.716650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:49.716831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:49.716883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:49.716930] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:49.720241] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-11-27T19:54:49.720520] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-11-27T19:54:49.720683] [INFO ] [sig       ] NVRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:49.858925] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVRI.txt
[2025-11-27T19:54:49.859116] [INFO ] [sig       ] [2368/3661] Completed NVRI in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:49.859166] [INFO ] [sig       ] [2369/3661] Forecasting NVS...
[2025-11-27T19:54:49.859212] [INFO ] [sig       ] Generating forecast for: NVS
[2025-11-27T19:54:49.859272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-11-27T19:54:49.870817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-11-27T19:54:49.871168] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-11-27T19:54:49.871992] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-11-27T19:54:49.872055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:49.872097] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:49.872133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:49.872199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:49.926836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:49.927627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:49.927715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:49.927757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:50.050058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:50.050248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:50.050309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:50.050358] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:50.054397] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-11-27T19:54:50.054800] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-11-27T19:54:50.054954] [INFO ] [sig       ] NVS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:50.202405] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NVS.txt
[2025-11-27T19:54:50.202601] [INFO ] [sig       ] [2369/3661] Completed NVS in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:50.202679] [INFO ] [sig       ] [2370/3661] Forecasting NVTS...
[2025-11-27T19:54:50.202739] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-11-27T19:54:50.202799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-11-27T19:54:50.214003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-11-27T19:54:50.214342] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-11-27T19:54:50.215180] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-11-27T19:54:50.215246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:50.215290] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:50.215328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:50.215393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:50.271363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:50.271963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:50.272049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:50.272091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:50.385124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:50.385289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:50.385338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:50.385376] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:50.388647] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-11-27T19:54:50.388922] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-11-27T19:54:50.389055] [INFO ] [sig       ] NVTS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:50.526158] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVTS.txt
[2025-11-27T19:54:50.526309] [INFO ] [sig       ] [2370/3661] Completed NVTS in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:50.526364] [INFO ] [sig       ] [2371/3661] Forecasting NVX...
[2025-11-27T19:54:50.526408] [INFO ] [sig       ] Generating forecast for: NVX
[2025-11-27T19:54:50.526447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-11-27T19:54:50.537266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-11-27T19:54:50.537558] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-11-27T19:54:50.538363] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-11-27T19:54:50.538425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:50.538466] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:50.538501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:50.538564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:50.592832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:50.593491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:50.593596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:50.593648] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:50.715613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:50.715797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:50.715864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:50.715922] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:50.719199] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-11-27T19:54:50.719488] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-11-27T19:54:50.719669] [INFO ] [sig       ] NVX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:50.857427] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NVX.txt
[2025-11-27T19:54:50.857602] [INFO ] [sig       ] [2371/3661] Completed NVX in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:50.857683] [INFO ] [sig       ] [2372/3661] Forecasting NWBI...
[2025-11-27T19:54:50.857738] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-11-27T19:54:50.857791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-11-27T19:54:50.869125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-11-27T19:54:50.869440] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-11-27T19:54:50.870275] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-11-27T19:54:50.870338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:50.870379] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:50.870417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:50.870481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:50.926224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:50.926898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:50.926982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:50.927024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:51.043205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:51.043367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:51.043414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:51.043450] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:51.046702] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-11-27T19:54:51.046970] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-11-27T19:54:51.047102] [INFO ] [sig       ] NWBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:51.181421] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NWBI.txt
[2025-11-27T19:54:51.181564] [INFO ] [sig       ] [2372/3661] Completed NWBI in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:51.181629] [INFO ] [sig       ] [2373/3661] Forecasting NWE...
[2025-11-27T19:54:51.181692] [INFO ] [sig       ] Generating forecast for: NWE
[2025-11-27T19:54:51.181731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-11-27T19:54:51.193275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-11-27T19:54:51.193649] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-11-27T19:54:51.194451] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-11-27T19:54:51.194514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:51.194555] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:51.194612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:51.194679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:51.248951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:51.249603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:51.249688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:51.249730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:51.367074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:51.367228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:51.367276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:51.367313] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:51.370541] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-11-27T19:54:51.370844] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-11-27T19:54:51.370978] [INFO ] [sig       ] NWE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:51.507798] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NWE.txt
[2025-11-27T19:54:51.507974] [INFO ] [sig       ] [2373/3661] Completed NWE in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:51.508030] [INFO ] [sig       ] [2374/3661] Forecasting NWFL...
[2025-11-27T19:54:51.508068] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-11-27T19:54:51.508140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-11-27T19:54:51.518940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-11-27T19:54:51.519324] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-11-27T19:54:51.520295] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-11-27T19:54:51.520361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:51.520403] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:51.520439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:51.520503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:51.578366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:51.579214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:51.579304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:51.579348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:51.684362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:51.684530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:51.684599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:51.684662] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:51.687926] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=37.21%)
[2025-11-27T19:54:51.688220] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-11-27T19:54:51.688353] [INFO ] [sig       ] NWFL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:51.824768] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NWFL.txt
[2025-11-27T19:54:51.824908] [INFO ] [sig       ] [2374/3661] Completed NWFL in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:51.824956] [INFO ] [sig       ] [2375/3661] Forecasting NWG...
[2025-11-27T19:54:51.824994] [INFO ] [sig       ] Generating forecast for: NWG
[2025-11-27T19:54:51.825034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-11-27T19:54:51.836657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-11-27T19:54:51.837007] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-11-27T19:54:51.837854] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-11-27T19:54:51.837917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:51.837957] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:51.838010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:51.838089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:51.892543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:51.893199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:51.893294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:51.893346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:52.009589] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:52.009755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:52.009809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:52.009842] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:52.013100] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-11-27T19:54:52.013382] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-11-27T19:54:52.013523] [INFO ] [sig       ] NWG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:52.146958] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NWG.txt
[2025-11-27T19:54:52.147107] [INFO ] [sig       ] [2375/3661] Completed NWG in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:52.147155] [INFO ] [sig       ] [2376/3661] Forecasting NWL...
[2025-11-27T19:54:52.147194] [INFO ] [sig       ] Generating forecast for: NWL
[2025-11-27T19:54:52.147233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-11-27T19:54:52.158622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-11-27T19:54:52.158950] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-11-27T19:54:52.159762] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-11-27T19:54:52.159823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:52.159864] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:52.159898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:52.159961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:52.214587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:52.215176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:52.215261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:52.215303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:52.335867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:52.336017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:52.336064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:52.336100] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:52.339303] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-11-27T19:54:52.339586] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-11-27T19:54:52.339722] [INFO ] [sig       ] NWL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:52.477248] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NWL.txt
[2025-11-27T19:54:52.477396] [INFO ] [sig       ] [2376/3661] Completed NWL in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.2m
[2025-11-27T19:54:52.477444] [INFO ] [sig       ] [2377/3661] Forecasting NWPX...
[2025-11-27T19:54:52.477479] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-11-27T19:54:52.477517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-11-27T19:54:52.488884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-11-27T19:54:52.489238] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-11-27T19:54:52.490105] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-11-27T19:54:52.490167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:52.490207] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:52.490262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:52.490348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:52.545004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:52.545776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:52.545865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:52.545918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:52.663650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:52.663823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:52.663873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:52.663908] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:52.667271] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-11-27T19:54:52.667561] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-11-27T19:54:52.667726] [INFO ] [sig       ] NWPX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:52.801234] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NWPX.txt
[2025-11-27T19:54:52.801364] [INFO ] [sig       ] [2377/3661] Completed NWPX in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-11-27T19:54:52.801415] [INFO ] [sig       ] [2378/3661] Forecasting NWS...
[2025-11-27T19:54:52.801454] [INFO ] [sig       ] Generating forecast for: NWS
[2025-11-27T19:54:52.801492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-11-27T19:54:52.817238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-11-27T19:54:52.817904] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-11-27T19:54:52.819222] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-11-27T19:54:52.819307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:52.819370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:52.819427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:52.819539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:52.893394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:52.894825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:52.894942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:52.894988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:53.024215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:53.024472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:53.024535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:53.024605] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:53.028564] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-11-27T19:54:53.028940] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-11-27T19:54:53.029113] [INFO ] [sig       ] NWS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:53.178763] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NWS.txt
[2025-11-27T19:54:53.179054] [INFO ] [sig       ] [2378/3661] Completed NWS in 0.4s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-11-27T19:54:53.179122] [INFO ] [sig       ] [2379/3661] Forecasting NWSA...
[2025-11-27T19:54:53.179174] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-11-27T19:54:53.179227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-11-27T19:54:53.193335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-11-27T19:54:53.193978] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-11-27T19:54:53.195024] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-11-27T19:54:53.195093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:53.195140] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:53.195195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:53.195279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:53.253302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:53.254521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:53.254695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:53.254752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:53.378296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:53.378563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:53.378657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:53.378709] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:53.383206] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-11-27T19:54:53.383608] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-11-27T19:54:53.383783] [INFO ] [sig       ] NWSA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:53.537490] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NWSA.txt
[2025-11-27T19:54:53.537790] [INFO ] [sig       ] [2379/3661] Completed NWSA in 0.4s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-11-27T19:54:53.537865] [INFO ] [sig       ] [2380/3661] Forecasting NX...
[2025-11-27T19:54:53.537918] [INFO ] [sig       ] Generating forecast for: NX
[2025-11-27T19:54:53.537980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-11-27T19:54:53.551458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-11-27T19:54:53.552047] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-11-27T19:54:53.553200] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-11-27T19:54:53.553287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:53.553345] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:53.553394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:53.553480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:53.610279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:53.611528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:53.611673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:53.611720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:53.747951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:53.748233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:53.748310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:53.748367] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:53.752715] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-11-27T19:54:53.753137] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-11-27T19:54:53.753314] [INFO ] [sig       ] NX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:53.904426] [INFO ] [LOCAL     ] Saved forecast: NX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NX.txt
[2025-11-27T19:54:53.904707] [INFO ] [sig       ] [2380/3661] Completed NX in 0.4s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-11-27T19:54:53.904798] [INFO ] [sig       ] [2381/3661] Forecasting NXC...
[2025-11-27T19:54:53.904838] [INFO ] [sig       ] Generating forecast for: NXC
[2025-11-27T19:54:53.904886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-11-27T19:54:53.917901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-11-27T19:54:53.918368] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-11-27T19:54:53.919189] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-11-27T19:54:53.919252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:53.919294] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:53.919330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:53.919408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:53.973830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:53.974624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:53.974732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:53.974774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:54.076169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:54.076349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:54.076400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:54.076437] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:54.079754] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-11-27T19:54:54.080046] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-11-27T19:54:54.080178] [INFO ] [sig       ] NXC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:54.214033] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NXC.txt
[2025-11-27T19:54:54.214183] [INFO ] [sig       ] [2381/3661] Completed NXC in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:54.214232] [INFO ] [sig       ] [2382/3661] Forecasting NXE...
[2025-11-27T19:54:54.214268] [INFO ] [sig       ] Generating forecast for: NXE
[2025-11-27T19:54:54.214304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-11-27T19:54:54.229173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-11-27T19:54:54.229916] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-11-27T19:54:54.231156] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-11-27T19:54:54.231251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:54.231309] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:54.231350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:54.231427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:54.289653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:54.290907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:54.291048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:54.291093] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:54.412677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:54.412939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:54.412997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:54.413040] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:54.416935] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-11-27T19:54:54.417267] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-11-27T19:54:54.417427] [INFO ] [sig       ] NXE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:54.564007] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NXE.txt
[2025-11-27T19:54:54.564225] [INFO ] [sig       ] [2382/3661] Completed NXE in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:54.564287] [INFO ] [sig       ] [2383/3661] Forecasting NXG...
[2025-11-27T19:54:54.564322] [INFO ] [sig       ] Generating forecast for: NXG
[2025-11-27T19:54:54.564380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-11-27T19:54:54.575711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-11-27T19:54:54.576044] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-11-27T19:54:54.576841] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-11-27T19:54:54.576903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:54.576955] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:54.577000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:54.577082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:54.631225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:54.631879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:54.631965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:54.632021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:54.748993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:54.749164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:54.749220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:54.749253] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:54.752566] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=40.11%)
[2025-11-27T19:54:54.752872] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-11-27T19:54:54.753017] [INFO ] [sig       ] NXG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:54.887778] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NXG.txt
[2025-11-27T19:54:54.887941] [INFO ] [sig       ] [2383/3661] Completed NXG in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:54.887998] [INFO ] [sig       ] [2384/3661] Forecasting NXGL...
[2025-11-27T19:54:54.888038] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-11-27T19:54:54.888097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-11-27T19:54:54.898947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-11-27T19:54:54.899322] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-11-27T19:54:54.900118] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-11-27T19:54:54.900181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:54.900231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:54.900277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:54.900359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:54.958212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:54.959005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:54.959094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:54.959149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:55.072381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:55.072564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:55.072629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:55.072661] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:55.075947] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-11-27T19:54:55.076234] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-11-27T19:54:55.076364] [INFO ] [sig       ] NXGL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:55.215859] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NXGL.txt
[2025-11-27T19:54:55.216012] [INFO ] [sig       ] [2384/3661] Completed NXGL in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:55.216071] [INFO ] [sig       ] [2385/3661] Forecasting NXP...
[2025-11-27T19:54:55.216120] [INFO ] [sig       ] Generating forecast for: NXP
[2025-11-27T19:54:55.216166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-11-27T19:54:55.227453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-11-27T19:54:55.227806] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-11-27T19:54:55.228673] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-11-27T19:54:55.228748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:55.228799] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:55.228842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:55.228916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:55.288681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:55.289456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:55.289546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:55.289604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:55.408411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:55.408590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:55.408640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:55.408677] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:55.411933] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-11-27T19:54:55.412226] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-11-27T19:54:55.412356] [INFO ] [sig       ] NXP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:55.550611] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NXP.txt
[2025-11-27T19:54:55.550794] [INFO ] [sig       ] [2385/3661] Completed NXP in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:55.550853] [INFO ] [sig       ] [2386/3661] Forecasting NXPI...
[2025-11-27T19:54:55.550903] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-11-27T19:54:55.550966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-11-27T19:54:55.561868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-11-27T19:54:55.562177] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-11-27T19:54:55.562964] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-11-27T19:54:55.563026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:55.563066] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:55.563100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:55.563161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:55.618089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:55.618862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:55.618969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:55.619024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:55.742159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:55.742320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:55.742366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:55.742407] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:55.745656] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-27T19:54:55.745937] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-11-27T19:54:55.746069] [INFO ] [sig       ] NXPI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:55.883890] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/NXPI.txt
[2025-11-27T19:54:55.884063] [INFO ] [sig       ] [2386/3661] Completed NXPI in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:55.884112] [INFO ] [sig       ] [2387/3661] Forecasting NXTG...
[2025-11-27T19:54:55.884150] [INFO ] [sig       ] Generating forecast for: NXTG
[2025-11-27T19:54:55.884201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXTG' from 'https://tdm.silogroup.org/data/derivative_storage/NXTG.csv'.
[2025-11-27T19:54:55.894650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXTG'.
[2025-11-27T19:54:55.894960] [INFO ] [FORECASTER] Starting predict_future for NXTG
[2025-11-27T19:54:55.895749] [DEBUG] [LOCAL     ] No optimal features file found for NXTG: ./output/feature-sets/NXTG.txt
[2025-11-27T19:54:55.895823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:55.895872] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:55.895916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:55.895981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:55.951487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:55.952143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:55.952230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:55.952265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:56.061950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:56.062138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:56.062202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:56.062246] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:56.065464] [DEBUG] [FORECASTER] NXTG: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-11-27T19:54:56.065755] [INFO ] [FORECASTER] Completed predict_future for NXTG
[2025-11-27T19:54:56.065887] [INFO ] [sig       ] NXTG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:56.203754] [INFO ] [LOCAL     ] Saved forecast: NXTG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NXTG.txt
[2025-11-27T19:54:56.203951] [INFO ] [sig       ] [2387/3661] Completed NXTG in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:56.204000] [INFO ] [sig       ] [2388/3661] Forecasting NYXH...
[2025-11-27T19:54:56.204045] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-11-27T19:54:56.204084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-11-27T19:54:56.218920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-11-27T19:54:56.219596] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-11-27T19:54:56.220903] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-11-27T19:54:56.220980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:56.221033] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:56.221083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:56.221167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:56.280283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:56.281492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:56.281625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:56.281677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:56.400514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:56.400788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:56.400842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:56.400883] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:56.404745] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-11-27T19:54:56.405074] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-11-27T19:54:56.405238] [INFO ] [sig       ] NYXH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:56.542722] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NYXH.txt
[2025-11-27T19:54:56.542913] [INFO ] [sig       ] [2388/3661] Completed NYXH in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:56.542965] [INFO ] [sig       ] [2389/3661] Forecasting NZF...
[2025-11-27T19:54:56.543005] [INFO ] [sig       ] Generating forecast for: NZF
[2025-11-27T19:54:56.543047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-11-27T19:54:56.556615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-11-27T19:54:56.557017] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-11-27T19:54:56.557998] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-11-27T19:54:56.558067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:56.558171] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:56.558236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:56.558308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:56.616493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:56.617400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:56.617508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:56.617555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:56.737791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:56.738045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:56.738101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:56.738155] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:56.741890] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-11-27T19:54:56.742198] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-11-27T19:54:56.742341] [INFO ] [sig       ] NZF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:56.877595] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/NZF.txt
[2025-11-27T19:54:56.877802] [INFO ] [sig       ] [2389/3661] Completed NZF in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:56.877857] [INFO ] [sig       ] [2390/3661] Forecasting OABI...
[2025-11-27T19:54:56.877899] [INFO ] [sig       ] Generating forecast for: OABI
[2025-11-27T19:54:56.877973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-11-27T19:54:56.891213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-11-27T19:54:56.891644] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-11-27T19:54:56.892547] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-11-27T19:54:56.892633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:56.892678] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:56.892718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:56.892785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:56.952030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:56.953119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:56.953224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:56.953271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:57.077490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:57.077757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:57.077814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:57.077857] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:57.081530] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-11-27T19:54:57.081851] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-11-27T19:54:57.081998] [INFO ] [sig       ] OABI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:57.219625] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OABI.txt
[2025-11-27T19:54:57.219813] [INFO ] [sig       ] [2390/3661] Completed OABI in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:57.219881] [INFO ] [sig       ] [2391/3661] Forecasting OBDC...
[2025-11-27T19:54:57.220187] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-11-27T19:54:57.220381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-11-27T19:54:57.233808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-11-27T19:54:57.234209] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-11-27T19:54:57.235067] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-11-27T19:54:57.235132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:57.235189] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:57.235228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:57.235295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:57.290052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:57.291050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:57.291158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:57.291202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:57.412993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:57.413190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:57.413247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:57.413289] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:57.416639] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=59.66%)
[2025-11-27T19:54:57.416918] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-11-27T19:54:57.417047] [INFO ] [sig       ] OBDC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:57.554193] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OBDC.txt
[2025-11-27T19:54:57.554369] [INFO ] [sig       ] [2391/3661] Completed OBDC in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:57.554424] [INFO ] [sig       ] [2392/3661] Forecasting OBIL...
[2025-11-27T19:54:57.554464] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-11-27T19:54:57.554527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-11-27T19:54:57.567486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-11-27T19:54:57.568015] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-11-27T19:54:57.569107] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-11-27T19:54:57.569173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:57.569219] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:57.569255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:57.569322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:57.624744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:57.625921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:57.626034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:57.626079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:57.744912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:57.745099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:57.745157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:57.745198] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:57.749018] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-11-27T19:54:57.749381] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-11-27T19:54:57.749562] [INFO ] [sig       ] OBIL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:57.889249] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OBIL.txt
[2025-11-27T19:54:57.889402] [INFO ] [sig       ] [2392/3661] Completed OBIL in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:57.889454] [INFO ] [sig       ] [2393/3661] Forecasting OBIO...
[2025-11-27T19:54:57.889495] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-11-27T19:54:57.889537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-11-27T19:54:57.902164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-11-27T19:54:57.902564] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-11-27T19:54:57.903408] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-11-27T19:54:57.903475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:57.903520] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:57.903558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:57.903642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:57.961298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:57.962280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:57.962382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:57.962432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:58.079152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:58.079359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:58.079412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:58.079452] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:58.082978] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-11-27T19:54:58.083285] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-11-27T19:54:58.083427] [INFO ] [sig       ] OBIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:58.221622] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OBIO.txt
[2025-11-27T19:54:58.221811] [INFO ] [sig       ] [2393/3661] Completed OBIO in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:58.221878] [INFO ] [sig       ] [2394/3661] Forecasting OBK...
[2025-11-27T19:54:58.221961] [INFO ] [sig       ] Generating forecast for: OBK
[2025-11-27T19:54:58.222013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-11-27T19:54:58.233801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-11-27T19:54:58.234215] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-11-27T19:54:58.235046] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-11-27T19:54:58.235113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:58.235159] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:58.235198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:58.235265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:58.293969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:58.294892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:58.294988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:58.295035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:58.414424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:58.414613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:58.414664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:58.414704] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:58.418058] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=21.81%)
[2025-11-27T19:54:58.418849] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-11-27T19:54:58.418987] [INFO ] [sig       ] OBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:58.556181] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OBK.txt
[2025-11-27T19:54:58.556348] [INFO ] [sig       ] [2394/3661] Completed OBK in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.1m
[2025-11-27T19:54:58.556403] [INFO ] [sig       ] [2395/3661] Forecasting OBLG...
[2025-11-27T19:54:58.556443] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-11-27T19:54:58.556491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-11-27T19:54:58.568399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-11-27T19:54:58.568782] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-11-27T19:54:58.569606] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-11-27T19:54:58.569674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:58.569720] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:58.569758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:58.569823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:58.627343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:58.628153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:58.628247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:58.628292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:58.743896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:58.744071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:58.744123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:58.744165] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:58.747641] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-11-27T19:54:58.747933] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-11-27T19:54:58.748072] [INFO ] [sig       ] OBLG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:58.886255] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OBLG.txt
[2025-11-27T19:54:58.886440] [INFO ] [sig       ] [2395/3661] Completed OBLG in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-11-27T19:54:58.886498] [INFO ] [sig       ] [2396/3661] Forecasting OC...
[2025-11-27T19:54:58.886542] [INFO ] [sig       ] Generating forecast for: OC
[2025-11-27T19:54:58.886606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-11-27T19:54:58.898544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-11-27T19:54:58.898925] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-11-27T19:54:58.899726] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-11-27T19:54:58.899788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:58.899826] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:58.899864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:58.899927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:58.954979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:58.955785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:58.955882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:58.955924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:59.079056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:59.079228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:59.079279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:59.079319] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:59.082669] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=14.98%)
[2025-11-27T19:54:59.083014] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-11-27T19:54:59.083156] [INFO ] [sig       ] OC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:59.220947] [INFO ] [LOCAL     ] Saved forecast: OC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OC.txt
[2025-11-27T19:54:59.221095] [INFO ] [sig       ] [2396/3661] Completed OC in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-11-27T19:54:59.221143] [INFO ] [sig       ] [2397/3661] Forecasting OCCI...
[2025-11-27T19:54:59.221181] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-11-27T19:54:59.221218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-11-27T19:54:59.232067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-11-27T19:54:59.232386] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-11-27T19:54:59.233228] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-11-27T19:54:59.233290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:59.233326] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:59.233362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:59.233445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:59.291263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:59.291946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:59.292034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:59.292076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:59.408393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:59.408561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:59.408626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:59.408665] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:59.412009] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2025-11-27T19:54:59.412278] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-11-27T19:54:59.412407] [INFO ] [sig       ] OCCI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:54:59.549837] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OCCI.txt
[2025-11-27T19:54:59.549981] [INFO ] [sig       ] [2397/3661] Completed OCCI in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-11-27T19:54:59.550047] [INFO ] [sig       ] [2398/3661] Forecasting OCFC...
[2025-11-27T19:54:59.550083] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-11-27T19:54:59.550116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-11-27T19:54:59.562067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-11-27T19:54:59.562348] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-11-27T19:54:59.563194] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-11-27T19:54:59.563258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:59.563299] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:59.563337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:59.563401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:59.622632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:59.623257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:59.623360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:59.623402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:54:59.744859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:54:59.745048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:54:59.745102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:54:59.745157] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:54:59.748505] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-11-27T19:54:59.748824] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-11-27T19:54:59.748962] [INFO ] [sig       ] OCFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:54:59.886029] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OCFC.txt
[2025-11-27T19:54:59.886180] [INFO ] [sig       ] [2398/3661] Completed OCFC in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-11-27T19:54:59.886231] [INFO ] [sig       ] [2399/3661] Forecasting OCGN...
[2025-11-27T19:54:59.886275] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-11-27T19:54:59.886314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-11-27T19:54:59.898299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-11-27T19:54:59.898622] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-11-27T19:54:59.899384] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-11-27T19:54:59.899447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:54:59.899488] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:54:59.899532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:54:59.899634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:54:59.958022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:54:59.958795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:54:59.958882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:54:59.958923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:00.084432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:00.084630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:00.084693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:00.084731] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:00.088047] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=30.02%)
[2025-11-27T19:55:00.088345] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-11-27T19:55:00.088481] [INFO ] [sig       ] OCGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:00.232926] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OCGN.txt
[2025-11-27T19:55:00.233088] [INFO ] [sig       ] [2399/3661] Completed OCGN in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:00.233138] [INFO ] [sig       ] [2400/3661] Forecasting OCSL...
[2025-11-27T19:55:00.233169] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-11-27T19:55:00.233212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-11-27T19:55:00.245470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-11-27T19:55:00.245814] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-11-27T19:55:00.246659] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-11-27T19:55:00.246721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:00.246763] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:00.246799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:00.246862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:00.302167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:00.303024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:00.303135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:00.303179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:00.423002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:00.423164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:00.423213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:00.423252] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:00.426455] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=75.86%)
[2025-11-27T19:55:00.426741] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-11-27T19:55:00.426871] [INFO ] [sig       ] OCSL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:00.562981] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OCSL.txt
[2025-11-27T19:55:00.563144] [INFO ] [sig       ] [2400/3661] Completed OCSL in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:00.563193] [INFO ] [sig       ] [2401/3661] Forecasting OCUL...
[2025-11-27T19:55:00.563233] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-11-27T19:55:00.563270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-11-27T19:55:00.575682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-11-27T19:55:00.576093] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-11-27T19:55:00.576906] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-11-27T19:55:00.576970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:00.577009] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:00.577049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:00.577113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:00.635437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:00.636338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:00.636436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:00.636481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:00.758815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:00.759001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:00.759055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:00.759095] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:00.762589] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-11-27T19:55:00.762898] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-11-27T19:55:00.763062] [INFO ] [sig       ] OCUL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:00.908288] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OCUL.txt
[2025-11-27T19:55:00.908472] [INFO ] [sig       ] [2401/3661] Completed OCUL in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:00.908517] [INFO ] [sig       ] [2402/3661] Forecasting ODC...
[2025-11-27T19:55:00.908551] [INFO ] [sig       ] Generating forecast for: ODC
[2025-11-27T19:55:00.908607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-11-27T19:55:00.919509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-11-27T19:55:00.919794] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-11-27T19:55:00.920546] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-11-27T19:55:00.920628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:00.920671] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:00.920720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:00.920785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:00.974995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:00.975650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:00.975736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:00.975777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:01.095226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:01.095400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:01.095449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:01.095486] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:01.098738] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-11-27T19:55:01.099001] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-11-27T19:55:01.099120] [INFO ] [sig       ] ODC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:01.233903] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ODC.txt
[2025-11-27T19:55:01.234054] [INFO ] [sig       ] [2402/3661] Completed ODC in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:01.234102] [INFO ] [sig       ] [2403/3661] Forecasting ODD...
[2025-11-27T19:55:01.234162] [INFO ] [sig       ] Generating forecast for: ODD
[2025-11-27T19:55:01.234200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-11-27T19:55:01.244893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-11-27T19:55:01.245161] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-11-27T19:55:01.245931] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-11-27T19:55:01.245994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:01.246036] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:01.246073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:01.246136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:01.300969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:01.301540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:01.301644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:01.301687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:01.419296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:01.419407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:01.419456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:01.419494] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:01.422540] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-11-27T19:55:01.422821] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-11-27T19:55:01.422956] [INFO ] [sig       ] ODD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:01.557156] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ODD.txt
[2025-11-27T19:55:01.557295] [INFO ] [sig       ] [2403/3661] Completed ODD in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:01.557345] [INFO ] [sig       ] [2404/3661] Forecasting ODFL...
[2025-11-27T19:55:01.557384] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-11-27T19:55:01.557426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-11-27T19:55:01.569494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-11-27T19:55:01.569803] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-11-27T19:55:01.570600] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-11-27T19:55:01.570662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:01.570705] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:01.570741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:01.570806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:01.625192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:01.626031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:01.626123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:01.626166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:01.748675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:01.748853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:01.748901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:01.748941] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:01.752386] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-11-27T19:55:01.752788] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-11-27T19:55:01.752952] [INFO ] [sig       ] ODFL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:01.896856] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ODFL.txt
[2025-11-27T19:55:01.897017] [INFO ] [sig       ] [2404/3661] Completed ODFL in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:01.897080] [INFO ] [sig       ] [2405/3661] Forecasting ODP...
[2025-11-27T19:55:01.897121] [INFO ] [sig       ] Generating forecast for: ODP
[2025-11-27T19:55:01.897163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-11-27T19:55:01.907951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-11-27T19:55:01.908287] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-11-27T19:55:01.909087] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-11-27T19:55:01.909151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:01.909203] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:01.909249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:01.909332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:01.965558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:01.966203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:01.966294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:01.966344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:02.084943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:02.085115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:02.085158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:02.085195] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:02.088724] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-11-27T19:55:02.089045] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-11-27T19:55:02.089197] [INFO ] [sig       ] ODP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:02.225443] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ODP.txt
[2025-11-27T19:55:02.225652] [INFO ] [sig       ] [2405/3661] Completed ODP in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:02.225729] [INFO ] [sig       ] [2406/3661] Forecasting OEC...
[2025-11-27T19:55:02.225776] [INFO ] [sig       ] Generating forecast for: OEC
[2025-11-27T19:55:02.225831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-11-27T19:55:02.237263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-11-27T19:55:02.237667] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-11-27T19:55:02.240119] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-11-27T19:55:02.240190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:02.240231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:02.240272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:02.240385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:02.298467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:02.299547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:02.299688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:02.299736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:02.417009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:02.417181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:02.417227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:02.417261] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:02.420514] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-11-27T19:55:02.420824] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-11-27T19:55:02.420977] [INFO ] [sig       ] OEC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:02.557146] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OEC.txt
[2025-11-27T19:55:02.557327] [INFO ] [sig       ] [2406/3661] Completed OEC in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:02.557384] [INFO ] [sig       ] [2407/3661] Forecasting OESX...
[2025-11-27T19:55:02.557432] [INFO ] [sig       ] Generating forecast for: OESX
[2025-11-27T19:55:02.557536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-11-27T19:55:02.568408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-11-27T19:55:02.568829] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-11-27T19:55:02.569646] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-11-27T19:55:02.569710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:02.569758] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:02.569804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:02.569881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:02.625058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:02.625907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:02.626006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:02.626058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:02.738547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:02.738739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:02.738787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:02.738822] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:02.742130] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-11-27T19:55:02.742457] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-11-27T19:55:02.742629] [INFO ] [sig       ] OESX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:02.879486] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OESX.txt
[2025-11-27T19:55:02.879682] [INFO ] [sig       ] [2407/3661] Completed OESX in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:02.879746] [INFO ] [sig       ] [2408/3661] Forecasting OFG...
[2025-11-27T19:55:02.879795] [INFO ] [sig       ] Generating forecast for: OFG
[2025-11-27T19:55:02.879844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-11-27T19:55:02.890246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-11-27T19:55:02.890543] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-11-27T19:55:02.891326] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-11-27T19:55:02.891392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:02.891435] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:02.891475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:02.891558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:02.949314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:02.950192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:02.950289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:02.950333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:03.065521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:03.065703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:03.065752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:03.065798] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:03.069052] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-11-27T19:55:03.069335] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-11-27T19:55:03.069477] [INFO ] [sig       ] OFG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:03.205186] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OFG.txt
[2025-11-27T19:55:03.205366] [INFO ] [sig       ] [2408/3661] Completed OFG in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:03.205419] [INFO ] [sig       ] [2409/3661] Forecasting OFIX...
[2025-11-27T19:55:03.205463] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-11-27T19:55:03.205530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-11-27T19:55:03.217103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-11-27T19:55:03.217409] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-11-27T19:55:03.218223] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-11-27T19:55:03.218286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:03.218337] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:03.218382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:03.218452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:03.272117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:03.272745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:03.272832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:03.272868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:03.390004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:03.390148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:03.390192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:03.390229] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:03.393459] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-11-27T19:55:03.393758] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-11-27T19:55:03.393891] [INFO ] [sig       ] OFIX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:03.528280] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OFIX.txt
[2025-11-27T19:55:03.528416] [INFO ] [sig       ] [2409/3661] Completed OFIX in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:03.528461] [INFO ] [sig       ] [2410/3661] Forecasting OFLX...
[2025-11-27T19:55:03.528502] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-11-27T19:55:03.528540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-11-27T19:55:03.540460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-11-27T19:55:03.540808] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-11-27T19:55:03.541615] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-11-27T19:55:03.541684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:03.541719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:03.541749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:03.541808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:03.600062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:03.600692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:03.600775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:03.600816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:03.717363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:03.717495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:03.717542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:03.717595] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:03.720877] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-11-27T19:55:03.721159] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-11-27T19:55:03.721288] [INFO ] [sig       ] OFLX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:03.855397] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OFLX.txt
[2025-11-27T19:55:03.855536] [INFO ] [sig       ] [2410/3661] Completed OFLX in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:03.855599] [INFO ] [sig       ] [2411/3661] Forecasting OFS...
[2025-11-27T19:55:03.855646] [INFO ] [sig       ] Generating forecast for: OFS
[2025-11-27T19:55:03.855691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-11-27T19:55:03.866094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-11-27T19:55:03.866360] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-11-27T19:55:03.867122] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-11-27T19:55:03.867185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:03.867226] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:03.867262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:03.867326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:03.922397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:03.923022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:03.923107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:03.923151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:04.037459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:04.037625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:04.037674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:04.037713] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:04.040920] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-11-27T19:55:04.041191] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-11-27T19:55:04.041321] [INFO ] [sig       ] OFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:04.175741] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OFS.txt
[2025-11-27T19:55:04.175902] [INFO ] [sig       ] [2411/3661] Completed OFS in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:04.175951] [INFO ] [sig       ] [2412/3661] Forecasting OGE...
[2025-11-27T19:55:04.175989] [INFO ] [sig       ] Generating forecast for: OGE
[2025-11-27T19:55:04.176025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-11-27T19:55:04.191045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-11-27T19:55:04.191715] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-11-27T19:55:04.192885] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-11-27T19:55:04.192954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:04.193006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:04.193064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:04.193170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:04.258476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:04.259696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:04.259807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:04.259854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:04.386182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:04.386438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:04.386493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:04.386529] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:04.390708] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2025-11-27T19:55:04.391102] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-11-27T19:55:04.391312] [INFO ] [sig       ] OGE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:04.552046] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OGE.txt
[2025-11-27T19:55:04.552289] [INFO ] [sig       ] [2412/3661] Completed OGE in 0.4s | 2.99 sym/s | Total: 13.4m | ETA: 7.0m
[2025-11-27T19:55:04.552343] [INFO ] [sig       ] [2413/3661] Forecasting OGI...
[2025-11-27T19:55:04.552407] [INFO ] [sig       ] Generating forecast for: OGI
[2025-11-27T19:55:04.552447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-11-27T19:55:04.565627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-11-27T19:55:04.566168] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-11-27T19:55:04.567094] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-11-27T19:55:04.567160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:04.567204] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:04.567242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:04.567309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:04.622690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:04.623791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:04.623915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:04.623961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:04.750136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:04.750440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:04.750499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:04.750532] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:04.754417] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2025-11-27T19:55:04.754772] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-11-27T19:55:04.754924] [INFO ] [sig       ] OGI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:04.892285] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OGI.txt
[2025-11-27T19:55:04.892508] [INFO ] [sig       ] [2413/3661] Completed OGI in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-11-27T19:55:04.892600] [INFO ] [sig       ] [2414/3661] Forecasting OGN...
[2025-11-27T19:55:04.892647] [INFO ] [sig       ] Generating forecast for: OGN
[2025-11-27T19:55:04.892696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-11-27T19:55:04.905218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-11-27T19:55:04.905757] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-11-27T19:55:04.906699] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-11-27T19:55:04.906765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:04.906809] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:04.906846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:04.906919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:04.966883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:04.968036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:04.968169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:04.968216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:05.090037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:05.090290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:05.090346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:05.090386] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:05.094279] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2025-11-27T19:55:05.094611] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-11-27T19:55:05.094760] [INFO ] [sig       ] OGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:05.238301] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OGN.txt
[2025-11-27T19:55:05.238532] [INFO ] [sig       ] [2414/3661] Completed OGN in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-11-27T19:55:05.238604] [INFO ] [sig       ] [2415/3661] Forecasting OHI...
[2025-11-27T19:55:05.238653] [INFO ] [sig       ] Generating forecast for: OHI
[2025-11-27T19:55:05.238720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-11-27T19:55:05.251755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-11-27T19:55:05.252286] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-11-27T19:55:05.253262] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-11-27T19:55:05.253348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:05.253393] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:05.253429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:05.253498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:05.324917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:05.326168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:05.326296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:05.326355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:05.468239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:05.468510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:05.468612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:05.468658] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:05.473109] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-11-27T19:55:05.473505] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-11-27T19:55:05.473715] [INFO ] [sig       ] OHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:05.641027] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OHI.txt
[2025-11-27T19:55:05.641318] [INFO ] [sig       ] [2415/3661] Completed OHI in 0.4s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-11-27T19:55:05.641386] [INFO ] [sig       ] [2416/3661] Forecasting OI...
[2025-11-27T19:55:05.641474] [INFO ] [sig       ] Generating forecast for: OI
[2025-11-27T19:55:05.641521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-11-27T19:55:05.654849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-11-27T19:55:05.655373] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-11-27T19:55:05.656379] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-11-27T19:55:05.656450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:05.656496] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:05.656535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:05.656626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:05.720766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:05.722044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:05.722201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:05.722251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:05.847863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:05.848141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:05.848203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:05.848245] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:05.852346] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-11-27T19:55:05.852746] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-11-27T19:55:05.852916] [INFO ] [sig       ] OI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:05.993671] [INFO ] [LOCAL     ] Saved forecast: OI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OI.txt
[2025-11-27T19:55:05.993892] [INFO ] [sig       ] [2416/3661] Completed OI in 0.4s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:05.993948] [INFO ] [sig       ] [2417/3661] Forecasting OIA...
[2025-11-27T19:55:05.993990] [INFO ] [sig       ] Generating forecast for: OIA
[2025-11-27T19:55:05.994033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-11-27T19:55:06.007356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-11-27T19:55:06.007996] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-11-27T19:55:06.011753] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-11-27T19:55:06.011872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:06.011920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:06.011962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:06.012032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:06.068289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:06.069504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:06.069639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:06.069689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:06.194031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:06.194220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:06.194272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:06.194309] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:06.197680] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-11-27T19:55:06.197977] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-11-27T19:55:06.198172] [INFO ] [sig       ] OIA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:06.334074] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OIA.txt
[2025-11-27T19:55:06.334264] [INFO ] [sig       ] [2417/3661] Completed OIA in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:06.334315] [INFO ] [sig       ] [2418/3661] Forecasting OII...
[2025-11-27T19:55:06.334356] [INFO ] [sig       ] Generating forecast for: OII
[2025-11-27T19:55:06.334394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-11-27T19:55:06.345546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-11-27T19:55:06.345841] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-11-27T19:55:06.346611] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-11-27T19:55:06.346673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:06.346714] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:06.346750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:06.346814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:06.404427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:06.405370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:06.405461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:06.405504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:06.520438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:06.520617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:06.520669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:06.520708] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:06.523940] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2025-11-27T19:55:06.524215] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-11-27T19:55:06.524346] [INFO ] [sig       ] OII: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:06.658503] [INFO ] [LOCAL     ] Saved forecast: OII	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OII.txt
[2025-11-27T19:55:06.658668] [INFO ] [sig       ] [2418/3661] Completed OII in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:06.658725] [INFO ] [sig       ] [2419/3661] Forecasting OIS...
[2025-11-27T19:55:06.658762] [INFO ] [sig       ] Generating forecast for: OIS
[2025-11-27T19:55:06.658796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-11-27T19:55:06.669134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-11-27T19:55:06.669412] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-11-27T19:55:06.670187] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-11-27T19:55:06.670250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:06.670290] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:06.670326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:06.670391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:06.725356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:06.726252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:06.726348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:06.726392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:06.847129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:06.847332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:06.847383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:06.847421] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:06.850802] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-11-27T19:55:06.851088] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-11-27T19:55:06.851227] [INFO ] [sig       ] OIS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:06.986185] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OIS.txt
[2025-11-27T19:55:06.986364] [INFO ] [sig       ] [2419/3661] Completed OIS in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:06.986414] [INFO ] [sig       ] [2420/3661] Forecasting OKE...
[2025-11-27T19:55:06.986456] [INFO ] [sig       ] Generating forecast for: OKE
[2025-11-27T19:55:06.986496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-11-27T19:55:06.997972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-11-27T19:55:06.998392] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-11-27T19:55:06.999191] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-11-27T19:55:06.999255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:06.999296] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:06.999333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:06.999397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:07.054038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:07.054875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:07.054967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:07.055010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:07.177040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:07.177207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:07.177257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:07.177295] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:07.180631] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-11-27T19:55:07.180901] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-11-27T19:55:07.181054] [INFO ] [sig       ] OKE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:07.316753] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OKE.txt
[2025-11-27T19:55:07.316926] [INFO ] [sig       ] [2420/3661] Completed OKE in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:07.316977] [INFO ] [sig       ] [2421/3661] Forecasting OKTA...
[2025-11-27T19:55:07.317018] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-11-27T19:55:07.317058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-11-27T19:55:07.327892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-11-27T19:55:07.328193] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-11-27T19:55:07.328979] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-11-27T19:55:07.329067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:07.329111] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:07.329155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:07.329220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:07.383635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:07.384222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:07.384306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:07.384348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:07.504965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:07.505140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:07.505198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:07.505236] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:07.508558] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-11-27T19:55:07.508839] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-11-27T19:55:07.508969] [INFO ] [sig       ] OKTA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:07.642445] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OKTA.txt
[2025-11-27T19:55:07.642610] [INFO ] [sig       ] [2421/3661] Completed OKTA in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:07.642661] [INFO ] [sig       ] [2422/3661] Forecasting OKYO...
[2025-11-27T19:55:07.642701] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-11-27T19:55:07.642737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-11-27T19:55:07.656728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-11-27T19:55:07.657248] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-11-27T19:55:07.658366] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-11-27T19:55:07.658436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:07.658479] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:07.658516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:07.658599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:07.713763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:07.714735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:07.714833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:07.714877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:07.832860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:07.833042] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:55:07.833109] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:07.833172] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:07.836685] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=53.34%)
[2025-11-27T19:55:07.836975] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-11-27T19:55:07.837128] [INFO ] [sig       ] OKYO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:07.980988] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OKYO.txt
[2025-11-27T19:55:07.981176] [INFO ] [sig       ] [2422/3661] Completed OKYO in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:07.981228] [INFO ] [sig       ] [2423/3661] Forecasting OLED...
[2025-11-27T19:55:07.981275] [INFO ] [sig       ] Generating forecast for: OLED
[2025-11-27T19:55:07.981310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-11-27T19:55:07.993281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-11-27T19:55:07.993666] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-11-27T19:55:07.994459] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-11-27T19:55:07.994524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:07.994567] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:07.994626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:07.994692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:08.054153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:08.055089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:08.055186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:08.055231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:08.178646] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:08.178818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:08.178868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:08.178905] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:08.182149] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=74.56%)
[2025-11-27T19:55:08.182420] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-11-27T19:55:08.182553] [INFO ] [sig       ] OLED: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:08.322413] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OLED.txt
[2025-11-27T19:55:08.322608] [INFO ] [sig       ] [2423/3661] Completed OLED in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:08.322669] [INFO ] [sig       ] [2424/3661] Forecasting OLLI...
[2025-11-27T19:55:08.322704] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-11-27T19:55:08.322740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-11-27T19:55:08.334222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-11-27T19:55:08.334564] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-11-27T19:55:08.335364] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-11-27T19:55:08.335426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:08.335470] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:08.335522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:08.335616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:08.392122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:08.392763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:08.392889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:08.392942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:08.514469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:08.514656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:08.514711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:08.514750] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:08.518090] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-11-27T19:55:08.518385] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-11-27T19:55:08.518524] [INFO ] [sig       ] OLLI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:08.656395] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OLLI.txt
[2025-11-27T19:55:08.656556] [INFO ] [sig       ] [2424/3661] Completed OLLI in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:08.656636] [INFO ] [sig       ] [2425/3661] Forecasting OLMA...
[2025-11-27T19:55:08.656678] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-11-27T19:55:08.656716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-11-27T19:55:08.668793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-11-27T19:55:08.669157] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-11-27T19:55:08.670035] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-11-27T19:55:08.670099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:08.670142] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:08.670177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:08.670244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:08.729561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:08.730361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:08.730474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:08.730520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:08.864600] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:08.864791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:08.864861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:08.864910] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:08.868343] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=65.24%)
[2025-11-27T19:55:08.868678] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-11-27T19:55:08.868821] [INFO ] [sig       ] OLMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:09.015435] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OLMA.txt
[2025-11-27T19:55:09.015625] [INFO ] [sig       ] [2425/3661] Completed OLMA in 0.4s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:09.015683] [INFO ] [sig       ] [2426/3661] Forecasting OLN...
[2025-11-27T19:55:09.015719] [INFO ] [sig       ] Generating forecast for: OLN
[2025-11-27T19:55:09.015755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-11-27T19:55:09.027936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-11-27T19:55:09.028272] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-11-27T19:55:09.029096] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-11-27T19:55:09.029163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:09.029214] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:09.029253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:09.029316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:09.088277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:09.089023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:09.089119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:09.089165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:09.227874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:09.228080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:09.228152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:09.228197] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:09.231967] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2025-11-27T19:55:09.232295] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-11-27T19:55:09.232446] [INFO ] [sig       ] OLN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:09.371407] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OLN.txt
[2025-11-27T19:55:09.371606] [INFO ] [sig       ] [2426/3661] Completed OLN in 0.4s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:09.371660] [INFO ] [sig       ] [2427/3661] Forecasting OLP...
[2025-11-27T19:55:09.371700] [INFO ] [sig       ] Generating forecast for: OLP
[2025-11-27T19:55:09.371755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-11-27T19:55:09.382749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-11-27T19:55:09.383087] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-11-27T19:55:09.383906] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-11-27T19:55:09.383969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:09.384003] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:09.384034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:09.384099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:09.438234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:09.438979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:09.439077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:09.439123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:09.556715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:09.556896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:09.556950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:09.556989] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:09.560406] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=30.30%)
[2025-11-27T19:55:09.560701] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-11-27T19:55:09.560846] [INFO ] [sig       ] OLP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:09.694999] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OLP.txt
[2025-11-27T19:55:09.695161] [INFO ] [sig       ] [2427/3661] Completed OLP in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:09.695210] [INFO ] [sig       ] [2428/3661] Forecasting OLPX...
[2025-11-27T19:55:09.695250] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-11-27T19:55:09.695306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-11-27T19:55:09.707799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-11-27T19:55:09.708264] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-11-27T19:55:09.709270] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-11-27T19:55:09.709336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:09.709379] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:09.709416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:09.709495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:09.768603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:09.769525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:09.769680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:09.769735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:09.894271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:09.894444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:09.894493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:09.894528] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:09.897832] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-11-27T19:55:09.898104] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-11-27T19:55:09.898260] [INFO ] [sig       ] OLPX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:10.040513] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OLPX.txt
[2025-11-27T19:55:10.040719] [INFO ] [sig       ] [2428/3661] Completed OLPX in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:10.040770] [INFO ] [sig       ] [2429/3661] Forecasting OM...
[2025-11-27T19:55:10.040829] [INFO ] [sig       ] Generating forecast for: OM
[2025-11-27T19:55:10.040871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-11-27T19:55:10.052978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-11-27T19:55:10.053343] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-11-27T19:55:10.054169] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-11-27T19:55:10.054246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:10.054300] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:10.054355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:10.054452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:10.114022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:10.114781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:10.114871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:10.114924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:10.241970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:10.242146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:10.242199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:10.242237] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:10.245638] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-11-27T19:55:10.245935] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-11-27T19:55:10.246103] [INFO ] [sig       ] OM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:10.387524] [INFO ] [LOCAL     ] Saved forecast: OM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OM.txt
[2025-11-27T19:55:10.387703] [INFO ] [sig       ] [2429/3661] Completed OM in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:10.387756] [INFO ] [sig       ] [2430/3661] Forecasting OMAB...
[2025-11-27T19:55:10.387795] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-11-27T19:55:10.387864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-11-27T19:55:10.400167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-11-27T19:55:10.400541] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-11-27T19:55:10.401431] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-11-27T19:55:10.401510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:10.401597] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:10.401664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:10.401747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:10.459913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:10.460869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:10.460959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:10.461002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:10.579885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:10.580046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:10.580099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:10.580139] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:10.583416] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-11-27T19:55:10.583713] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-11-27T19:55:10.583848] [INFO ] [sig       ] OMAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:10.725039] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OMAB.txt
[2025-11-27T19:55:10.725197] [INFO ] [sig       ] [2430/3661] Completed OMAB in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.9m
[2025-11-27T19:55:10.725247] [INFO ] [sig       ] [2431/3661] Forecasting OMC...
[2025-11-27T19:55:10.725287] [INFO ] [sig       ] Generating forecast for: OMC
[2025-11-27T19:55:10.725353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-11-27T19:55:10.736210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-11-27T19:55:10.736477] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-11-27T19:55:10.737255] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-11-27T19:55:10.737318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:10.737358] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:10.737393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:10.737465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:10.795050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:10.795732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:10.795822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:10.795860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:10.913409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:10.913585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:10.913634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:10.913678] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:10.916892] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-11-27T19:55:10.917165] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-11-27T19:55:10.917295] [INFO ] [sig       ] OMC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:11.052811] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OMC.txt
[2025-11-27T19:55:11.052980] [INFO ] [sig       ] [2431/3661] Completed OMC in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-11-27T19:55:11.053032] [INFO ] [sig       ] [2432/3661] Forecasting OMCL...
[2025-11-27T19:55:11.053070] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-11-27T19:55:11.053111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-11-27T19:55:11.064035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-11-27T19:55:11.064301] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-11-27T19:55:11.065069] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-11-27T19:55:11.065131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:11.065167] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:11.065205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:11.065269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:11.124280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:11.125179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:11.125269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:11.125313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:11.247871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:11.248034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:11.248083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:11.248145] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:11.251403] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=14.49%)
[2025-11-27T19:55:11.251692] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-11-27T19:55:11.251824] [INFO ] [sig       ] OMCL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:11.392432] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OMCL.txt
[2025-11-27T19:55:11.392594] [INFO ] [sig       ] [2432/3661] Completed OMCL in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-11-27T19:55:11.392644] [INFO ] [sig       ] [2433/3661] Forecasting OMEX...
[2025-11-27T19:55:11.392682] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-11-27T19:55:11.392714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-11-27T19:55:11.403994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-11-27T19:55:11.404259] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-11-27T19:55:11.405030] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-11-27T19:55:11.405093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:11.405129] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:11.405170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:11.405233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:11.466156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:11.467065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:11.467158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:11.467203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:11.585434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:11.585614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:11.585666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:11.585719] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:11.589090] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-11-27T19:55:11.589398] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-11-27T19:55:11.589529] [INFO ] [sig       ] OMEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:11.726835] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OMEX.txt
[2025-11-27T19:55:11.726996] [INFO ] [sig       ] [2433/3661] Completed OMEX in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-11-27T19:55:11.727055] [INFO ] [sig       ] [2434/3661] Forecasting OMF...
[2025-11-27T19:55:11.727103] [INFO ] [sig       ] Generating forecast for: OMF
[2025-11-27T19:55:11.727166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-11-27T19:55:11.738874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-11-27T19:55:11.739312] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-11-27T19:55:11.740161] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-11-27T19:55:11.740226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:11.740275] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:11.740322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:11.740400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:11.795886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:11.796810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:11.796907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:11.796959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:11.916045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:11.916245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:11.916300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:11.916345] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:11.919710] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-11-27T19:55:11.920038] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-11-27T19:55:11.920169] [INFO ] [sig       ] OMF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:12.054107] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OMF.txt
[2025-11-27T19:55:12.054254] [INFO ] [sig       ] [2434/3661] Completed OMF in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:12.054304] [INFO ] [sig       ] [2435/3661] Forecasting OMI...
[2025-11-27T19:55:12.054342] [INFO ] [sig       ] Generating forecast for: OMI
[2025-11-27T19:55:12.054381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-11-27T19:55:12.065248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-11-27T19:55:12.065560] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-11-27T19:55:12.066324] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-11-27T19:55:12.066388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:12.066430] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:12.066467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:12.066530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:12.120925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:12.121759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:12.121855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:12.121897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:12.245155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:12.245346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:12.245401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:12.245441] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:12.248852] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-11-27T19:55:12.249136] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-11-27T19:55:12.249275] [INFO ] [sig       ] OMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:12.385115] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OMI.txt
[2025-11-27T19:55:12.385295] [INFO ] [sig       ] [2435/3661] Completed OMI in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:12.385346] [INFO ] [sig       ] [2436/3661] Forecasting ON...
[2025-11-27T19:55:12.385386] [INFO ] [sig       ] Generating forecast for: ON
[2025-11-27T19:55:12.385446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-11-27T19:55:12.397128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-11-27T19:55:12.397461] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-11-27T19:55:12.398296] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-11-27T19:55:12.398360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:12.398410] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:12.398455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:12.398537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:12.454485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:12.455152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:12.455242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:12.455295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:12.585227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:12.585404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:12.585453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:12.585493] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:12.588948] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2025-11-27T19:55:12.589267] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-11-27T19:55:12.589418] [INFO ] [sig       ] ON: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:12.730938] [INFO ] [LOCAL     ] Saved forecast: ON	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ON.txt
[2025-11-27T19:55:12.731116] [INFO ] [sig       ] [2436/3661] Completed ON in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:12.731167] [INFO ] [sig       ] [2437/3661] Forecasting ONB...
[2025-11-27T19:55:12.731205] [INFO ] [sig       ] Generating forecast for: ONB
[2025-11-27T19:55:12.731261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-11-27T19:55:12.742541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-11-27T19:55:12.742878] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-11-27T19:55:12.743704] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-11-27T19:55:12.743765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:12.743805] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:12.743850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:12.743920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:12.800202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:12.800922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:12.801008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:12.801050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:12.919740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:12.919913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:12.919962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:12.920000] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:12.923251] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-11-27T19:55:12.923532] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-11-27T19:55:12.923694] [INFO ] [sig       ] ONB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:13.060500] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ONB.txt
[2025-11-27T19:55:13.060672] [INFO ] [sig       ] [2437/3661] Completed ONB in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:13.060723] [INFO ] [sig       ] [2438/3661] Forecasting ONCO...
[2025-11-27T19:55:13.060763] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-11-27T19:55:13.060802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-11-27T19:55:13.071839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-11-27T19:55:13.072129] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-11-27T19:55:13.072925] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-11-27T19:55:13.072989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:13.073030] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:13.073066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:13.073142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:13.131411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:13.132135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:13.132223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:13.132267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:13.249550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:13.249746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:13.249811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:13.249851] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:13.253151] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-11-27T19:55:13.253431] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-11-27T19:55:13.253559] [INFO ] [sig       ] ONCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:13.388715] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ONCO.txt
[2025-11-27T19:55:13.388859] [INFO ] [sig       ] [2438/3661] Completed ONCO in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:13.388906] [INFO ] [sig       ] [2439/3661] Forecasting ONDS...
[2025-11-27T19:55:13.388965] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-11-27T19:55:13.389077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-11-27T19:55:13.400177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-11-27T19:55:13.400477] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-11-27T19:55:13.401262] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-11-27T19:55:13.401335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:13.401378] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:13.401413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:13.401500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:13.456417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:13.457065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:13.457154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:13.457205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:13.578104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:13.578349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:13.578398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:13.578433] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:13.581734] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=53.87%)
[2025-11-27T19:55:13.582031] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-11-27T19:55:13.582162] [INFO ] [sig       ] ONDS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:13.717120] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ONDS.txt
[2025-11-27T19:55:13.717270] [INFO ] [sig       ] [2439/3661] Completed ONDS in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:13.717320] [INFO ] [sig       ] [2440/3661] Forecasting ONEQ...
[2025-11-27T19:55:13.717362] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-11-27T19:55:13.717401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-11-27T19:55:13.728840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-11-27T19:55:13.729140] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-11-27T19:55:13.729929] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-11-27T19:55:13.729990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:13.730030] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:13.730066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:13.730165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:13.785293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:13.785966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:13.786058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:13.786100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:13.908131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:13.908356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:13.908413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:13.908450] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:13.911815] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-11-27T19:55:13.912175] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-11-27T19:55:13.912331] [INFO ] [sig       ] ONEQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:14.048241] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ONEQ.txt
[2025-11-27T19:55:14.048418] [INFO ] [sig       ] [2440/3661] Completed ONEQ in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:14.048467] [INFO ] [sig       ] [2441/3661] Forecasting ONL...
[2025-11-27T19:55:14.048501] [INFO ] [sig       ] Generating forecast for: ONL
[2025-11-27T19:55:14.048533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-11-27T19:55:14.059718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-11-27T19:55:14.060016] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-11-27T19:55:14.060817] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-11-27T19:55:14.060878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:14.060919] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:14.060955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:14.061023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:14.116485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:14.117155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:14.117243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:14.117285] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:14.243179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:14.243375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:14.243633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:14.243674] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:14.247224] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-11-27T19:55:14.247530] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-11-27T19:55:14.247684] [INFO ] [sig       ] ONL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:14.384824] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ONL.txt
[2025-11-27T19:55:14.384990] [INFO ] [sig       ] [2441/3661] Completed ONL in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:14.385042] [INFO ] [sig       ] [2442/3661] Forecasting ONON...
[2025-11-27T19:55:14.385082] [INFO ] [sig       ] Generating forecast for: ONON
[2025-11-27T19:55:14.385139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-11-27T19:55:14.397031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-11-27T19:55:14.397368] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-11-27T19:55:14.398204] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-11-27T19:55:14.398267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:14.398301] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:14.398342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:14.398401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:14.455756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:14.456365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:14.456453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:14.456704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:14.582563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:14.582723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:14.582782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:14.582821] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:14.586272] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-11-27T19:55:14.586560] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-11-27T19:55:14.586710] [INFO ] [sig       ] ONON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:14.722641] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ONON.txt
[2025-11-27T19:55:14.722807] [INFO ] [sig       ] [2442/3661] Completed ONON in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:14.722874] [INFO ] [sig       ] [2443/3661] Forecasting ONTF...
[2025-11-27T19:55:14.722917] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-11-27T19:55:14.722978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-11-27T19:55:14.733663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-11-27T19:55:14.733957] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-11-27T19:55:14.734771] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-11-27T19:55:14.734835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:14.734876] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:14.734914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:14.734983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:14.790071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:14.790713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:14.790801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:14.790842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:14.916279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:14.916448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:14.916497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:14.916536] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:14.919882] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-27T19:55:14.920156] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-11-27T19:55:14.920290] [INFO ] [sig       ] ONTF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:15.061243] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ONTF.txt
[2025-11-27T19:55:15.061392] [INFO ] [sig       ] [2443/3661] Completed ONTF in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:15.061449] [INFO ] [sig       ] [2444/3661] Forecasting ONTO...
[2025-11-27T19:55:15.061501] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-11-27T19:55:15.061542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-11-27T19:55:15.072198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-11-27T19:55:15.072520] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-11-27T19:55:15.073312] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-11-27T19:55:15.073375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:15.073425] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:15.073469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:15.073550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:15.131396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:15.132087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:15.132178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:15.132222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:15.252277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:15.252442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:15.252490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:15.252524] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:15.255822] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-11-27T19:55:15.256126] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-11-27T19:55:15.256261] [INFO ] [sig       ] ONTO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:15.390429] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ONTO.txt
[2025-11-27T19:55:15.390598] [INFO ] [sig       ] [2444/3661] Completed ONTO in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:15.390676] [INFO ] [sig       ] [2445/3661] Forecasting OOMA...
[2025-11-27T19:55:15.390758] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-11-27T19:55:15.390799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-11-27T19:55:15.401678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-11-27T19:55:15.401977] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-11-27T19:55:15.402779] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-11-27T19:55:15.402842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:15.402883] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:15.402920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:15.402984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:15.460164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:15.461030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:15.461125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:15.461172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:15.581422] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:15.581623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:15.581676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:15.581712] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:15.585009] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=46.02%)
[2025-11-27T19:55:15.585307] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-11-27T19:55:15.585446] [INFO ] [sig       ] OOMA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:15.723283] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OOMA.txt
[2025-11-27T19:55:15.723441] [INFO ] [sig       ] [2445/3661] Completed OOMA in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:15.723501] [INFO ] [sig       ] [2446/3661] Forecasting OPAD...
[2025-11-27T19:55:15.723560] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-11-27T19:55:15.723625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-11-27T19:55:15.734199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-11-27T19:55:15.734506] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-11-27T19:55:15.735286] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-11-27T19:55:15.735348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:15.735390] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:15.735426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:15.735488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:15.790523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:15.791378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:15.791479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:15.791524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:15.921731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:15.921892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:15.921959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:15.922001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:15.925214] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-11-27T19:55:15.925486] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-11-27T19:55:15.925630] [INFO ] [sig       ] OPAD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:16.069561] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPAD.txt
[2025-11-27T19:55:16.069747] [INFO ] [sig       ] [2446/3661] Completed OPAD in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:16.069806] [INFO ] [sig       ] [2447/3661] Forecasting OPAL...
[2025-11-27T19:55:16.069850] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-11-27T19:55:16.069929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-11-27T19:55:16.080395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-11-27T19:55:16.080724] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-11-27T19:55:16.081491] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-11-27T19:55:16.081553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:16.081616] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:16.081653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:16.081717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:16.138260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:16.138951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:16.139038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:16.139077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:16.260268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:16.260415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:16.260463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:16.260500] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:16.263807] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-11-27T19:55:16.264105] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-11-27T19:55:16.264252] [INFO ] [sig       ] OPAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:16.404430] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPAL.txt
[2025-11-27T19:55:16.404618] [INFO ] [sig       ] [2447/3661] Completed OPAL in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:16.404672] [INFO ] [sig       ] [2448/3661] Forecasting OPBK...
[2025-11-27T19:55:16.404712] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-11-27T19:55:16.404757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-11-27T19:55:16.415800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-11-27T19:55:16.416097] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-11-27T19:55:16.416890] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-11-27T19:55:16.416952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:16.416992] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:16.417026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:16.417088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:16.471687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:16.472306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:16.472392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:16.472434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:16.595136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:16.595291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:16.595340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:16.595376] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:16.598627] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-11-27T19:55:16.598895] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-11-27T19:55:16.599031] [INFO ] [sig       ] OPBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:16.734471] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPBK.txt
[2025-11-27T19:55:16.734666] [INFO ] [sig       ] [2448/3661] Completed OPBK in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.8m
[2025-11-27T19:55:16.734718] [INFO ] [sig       ] [2449/3661] Forecasting OPCH...
[2025-11-27T19:55:16.734757] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-11-27T19:55:16.734794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-11-27T19:55:16.745854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-11-27T19:55:16.746223] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-11-27T19:55:16.747018] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-11-27T19:55:16.747082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:16.747122] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:16.747158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:16.747222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:16.803440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:16.804288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:16.804389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:16.804433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:16.941925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:16.942115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:16.942166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:16.942204] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:16.945891] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-11-27T19:55:16.946254] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-11-27T19:55:16.946419] [INFO ] [sig       ] OPCH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:17.083286] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPCH.txt
[2025-11-27T19:55:17.083458] [INFO ] [sig       ] [2449/3661] Completed OPCH in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-11-27T19:55:17.083507] [INFO ] [sig       ] [2450/3661] Forecasting OPEN...
[2025-11-27T19:55:17.083546] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-11-27T19:55:17.083605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-11-27T19:55:17.094358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-11-27T19:55:17.094665] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-11-27T19:55:17.095427] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-11-27T19:55:17.095490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:17.095551] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:17.095615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:17.095696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:17.151208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:17.152062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:17.152152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:17.152196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:17.271045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:17.271212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:17.271264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:17.271299] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:17.274622] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-11-27T19:55:17.274908] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-11-27T19:55:17.275039] [INFO ] [sig       ] OPEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:17.411601] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPEN.txt
[2025-11-27T19:55:17.411783] [INFO ] [sig       ] [2450/3661] Completed OPEN in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-11-27T19:55:17.411834] [INFO ] [sig       ] [2451/3661] Forecasting OPFI...
[2025-11-27T19:55:17.411868] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-11-27T19:55:17.411927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-11-27T19:55:17.422647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-11-27T19:55:17.423007] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-11-27T19:55:17.423809] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-11-27T19:55:17.423873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:17.423913] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:17.423950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:17.424036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:17.479403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:17.480265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:17.480364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:17.480406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:17.601104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:17.601293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:17.601364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:17.601398] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:17.604701] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=21.70%)
[2025-11-27T19:55:17.604982] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-11-27T19:55:17.605113] [INFO ] [sig       ] OPFI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:17.743343] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPFI.txt
[2025-11-27T19:55:17.743507] [INFO ] [sig       ] [2451/3661] Completed OPFI in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-11-27T19:55:17.743557] [INFO ] [sig       ] [2452/3661] Forecasting OPK...
[2025-11-27T19:55:17.743614] [INFO ] [sig       ] Generating forecast for: OPK
[2025-11-27T19:55:17.743647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-11-27T19:55:17.754759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-11-27T19:55:17.755141] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-11-27T19:55:17.755944] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-11-27T19:55:17.756006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:17.756047] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:17.756092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:17.756176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:17.811850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:17.812729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:17.812817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:17.812860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:17.927751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:17.927922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:17.927969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:17.928001] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:17.931340] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=73.83%)
[2025-11-27T19:55:17.931671] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-11-27T19:55:17.931806] [INFO ] [sig       ] OPK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:18.069300] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OPK.txt
[2025-11-27T19:55:18.069476] [INFO ] [sig       ] [2452/3661] Completed OPK in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:18.069525] [INFO ] [sig       ] [2453/3661] Forecasting OPP...
[2025-11-27T19:55:18.069628] [INFO ] [sig       ] Generating forecast for: OPP
[2025-11-27T19:55:18.069716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-11-27T19:55:18.081021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-11-27T19:55:18.081331] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-11-27T19:55:18.082130] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-11-27T19:55:18.082192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:18.082232] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:18.082268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:18.082330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:18.136254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:18.136939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:18.137025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:18.137062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:18.250041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:18.250207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:18.250255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:18.250287] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:18.253523] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-11-27T19:55:18.253817] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-11-27T19:55:18.253953] [INFO ] [sig       ] OPP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:18.389102] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OPP.txt
[2025-11-27T19:55:18.389253] [INFO ] [sig       ] [2453/3661] Completed OPP in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:18.389308] [INFO ] [sig       ] [2454/3661] Forecasting OPRA...
[2025-11-27T19:55:18.389347] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-11-27T19:55:18.389386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-11-27T19:55:18.401040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-11-27T19:55:18.401428] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-11-27T19:55:18.402254] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-11-27T19:55:18.402318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:18.402362] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:18.402408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:18.402528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:18.458596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:18.459453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:18.459548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:18.459661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:18.578002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:18.578198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:18.578248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:18.578284] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:18.581691] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=21.02%)
[2025-11-27T19:55:18.582014] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-11-27T19:55:18.582155] [INFO ] [sig       ] OPRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:18.720464] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPRA.txt
[2025-11-27T19:55:18.720656] [INFO ] [sig       ] [2454/3661] Completed OPRA in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:18.720709] [INFO ] [sig       ] [2455/3661] Forecasting OPRX...
[2025-11-27T19:55:18.720778] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-11-27T19:55:18.720820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-11-27T19:55:18.731628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-11-27T19:55:18.731930] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-11-27T19:55:18.732710] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-11-27T19:55:18.732771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:18.732811] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:18.732846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:18.732910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:18.791372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:18.792236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:18.792325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:18.792367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:18.912297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:18.912468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:18.912517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:18.912558] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:18.915871] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-11-27T19:55:18.916199] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-11-27T19:55:18.916357] [INFO ] [sig       ] OPRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:19.052592] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPRX.txt
[2025-11-27T19:55:19.052775] [INFO ] [sig       ] [2455/3661] Completed OPRX in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:19.052825] [INFO ] [sig       ] [2456/3661] Forecasting OPTX...
[2025-11-27T19:55:19.052866] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-11-27T19:55:19.052905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-11-27T19:55:19.063970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-11-27T19:55:19.064347] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-11-27T19:55:19.065143] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-11-27T19:55:19.065206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:19.065255] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:19.065302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:19.065381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:19.120807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:19.121731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:19.121830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:19.121873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:19.238791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:19.238966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:19.239016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:19.239056] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:19.242279] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=65.67%)
[2025-11-27T19:55:19.242551] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-11-27T19:55:19.242698] [INFO ] [sig       ] OPTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:19.377645] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OPTX.txt
[2025-11-27T19:55:19.377800] [INFO ] [sig       ] [2456/3661] Completed OPTX in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:19.377847] [INFO ] [sig       ] [2457/3661] Forecasting OPXS...
[2025-11-27T19:55:19.377886] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-11-27T19:55:19.377924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-11-27T19:55:19.389609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-11-27T19:55:19.389966] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-11-27T19:55:19.390779] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-11-27T19:55:19.390840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:19.390882] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:19.390917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:19.390980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:19.445968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:19.446614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:19.446704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:19.446754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:19.562926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:19.563080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:19.563145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:19.563182] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:19.566405] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2025-11-27T19:55:19.566696] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-11-27T19:55:19.566834] [INFO ] [sig       ] OPXS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:19.708281] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OPXS.txt
[2025-11-27T19:55:19.708525] [INFO ] [sig       ] [2457/3661] Completed OPXS in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:19.708602] [INFO ] [sig       ] [2458/3661] Forecasting ORA...
[2025-11-27T19:55:19.708662] [INFO ] [sig       ] Generating forecast for: ORA
[2025-11-27T19:55:19.708700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-11-27T19:55:19.719376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-11-27T19:55:19.719719] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-11-27T19:55:19.720494] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-11-27T19:55:19.720558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:19.720617] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:19.720661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:19.720736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:19.775607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:19.776271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:19.776367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:19.776419] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:19.897481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:19.897657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:19.897749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:19.897802] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:19.901199] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-11-27T19:55:19.901497] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-11-27T19:55:19.901653] [INFO ] [sig       ] ORA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:20.038653] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ORA.txt
[2025-11-27T19:55:20.038800] [INFO ] [sig       ] [2458/3661] Completed ORA in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:20.038848] [INFO ] [sig       ] [2459/3661] Forecasting ORC...
[2025-11-27T19:55:20.038888] [INFO ] [sig       ] Generating forecast for: ORC
[2025-11-27T19:55:20.038937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-11-27T19:55:20.049792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-11-27T19:55:20.050105] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-11-27T19:55:20.050926] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-11-27T19:55:20.050989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:20.051032] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:20.051070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:20.051167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:20.108516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:20.109158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:20.109259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:20.109301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:20.228495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:20.228657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:20.228705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:20.228739] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:20.231953] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=18.83%)
[2025-11-27T19:55:20.232235] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-11-27T19:55:20.232374] [INFO ] [sig       ] ORC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:20.371352] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ORC.txt
[2025-11-27T19:55:20.371497] [INFO ] [sig       ] [2459/3661] Completed ORC in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:20.371544] [INFO ] [sig       ] [2460/3661] Forecasting ORGO...
[2025-11-27T19:55:20.371600] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-11-27T19:55:20.371648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-11-27T19:55:20.382121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-11-27T19:55:20.382408] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-11-27T19:55:20.383180] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-11-27T19:55:20.383242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:20.383282] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:20.383317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:20.383384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:20.440139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:20.440819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:20.440908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:20.440950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:20.555791] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:20.555940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:20.555987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:20.556022] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:20.559241] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-11-27T19:55:20.559517] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-11-27T19:55:20.559701] [INFO ] [sig       ] ORGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:20.696082] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ORGO.txt
[2025-11-27T19:55:20.696214] [INFO ] [sig       ] [2460/3661] Completed ORGO in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:20.696267] [INFO ] [sig       ] [2461/3661] Forecasting ORIC...
[2025-11-27T19:55:20.696308] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-11-27T19:55:20.696345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-11-27T19:55:20.706880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-11-27T19:55:20.707162] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-11-27T19:55:20.707954] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-11-27T19:55:20.708016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:20.708074] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:20.708143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:20.708221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:20.765516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:20.766186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:20.766274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:20.766313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:20.889408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:20.889559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:20.889629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:20.889675] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:20.893010] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-11-27T19:55:20.893294] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-11-27T19:55:20.893440] [INFO ] [sig       ] ORIC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:21.030341] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ORIC.txt
[2025-11-27T19:55:21.030503] [INFO ] [sig       ] [2461/3661] Completed ORIC in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:21.030553] [INFO ] [sig       ] [2462/3661] Forecasting ORKA...
[2025-11-27T19:55:21.030611] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-11-27T19:55:21.030650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-11-27T19:55:21.042179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-11-27T19:55:21.042516] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-11-27T19:55:21.043313] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-11-27T19:55:21.043375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:21.043415] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:21.043459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:21.043542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:21.099182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:21.099843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:21.099933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:21.099971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:21.221048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:21.221205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:21.221254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:21.221290] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:21.224563] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-11-27T19:55:21.224862] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-11-27T19:55:21.225006] [INFO ] [sig       ] ORKA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:21.359970] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ORKA.txt
[2025-11-27T19:55:21.360165] [INFO ] [sig       ] [2462/3661] Completed ORKA in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:21.360216] [INFO ] [sig       ] [2463/3661] Forecasting ORLY...
[2025-11-27T19:55:21.360276] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-11-27T19:55:21.360318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-11-27T19:55:21.371872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-11-27T19:55:21.372277] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-11-27T19:55:21.373118] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-11-27T19:55:21.373184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:21.373226] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:21.373263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:21.373328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:21.428040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:21.428906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:21.429002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:21.429045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:21.543509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:21.543641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:21.543689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:21.543727] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:21.546739] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-11-27T19:55:21.547004] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-11-27T19:55:21.547136] [INFO ] [sig       ] ORLY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:21.680379] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ORLY.txt
[2025-11-27T19:55:21.680506] [INFO ] [sig       ] [2463/3661] Completed ORLY in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:21.680591] [INFO ] [sig       ] [2464/3661] Forecasting ORMP...
[2025-11-27T19:55:21.680633] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-11-27T19:55:21.680672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-11-27T19:55:21.691000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-11-27T19:55:21.691260] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-11-27T19:55:21.692069] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-11-27T19:55:21.692133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:21.692175] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:21.692212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:21.692294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:21.755390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:21.756040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:21.756132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:21.756186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:21.870523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:21.870670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:21.870718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:21.870756] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:21.873859] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-11-27T19:55:21.874145] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-11-27T19:55:21.874273] [INFO ] [sig       ] ORMP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:22.007525] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ORMP.txt
[2025-11-27T19:55:22.007675] [INFO ] [sig       ] [2464/3661] Completed ORMP in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:22.007728] [INFO ] [sig       ] [2465/3661] Forecasting ORN...
[2025-11-27T19:55:22.007773] [INFO ] [sig       ] Generating forecast for: ORN
[2025-11-27T19:55:22.007840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-11-27T19:55:22.018193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-11-27T19:55:22.018477] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-11-27T19:55:22.019275] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-11-27T19:55:22.019339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:22.019383] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:22.019420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:22.019505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:22.074293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:22.074911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:22.075000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:22.075045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:22.190619] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:22.190757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:22.190805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:22.190843] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:22.194014] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-11-27T19:55:22.194291] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-11-27T19:55:22.194433] [INFO ] [sig       ] ORN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:22.329021] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ORN.txt
[2025-11-27T19:55:22.329147] [INFO ] [sig       ] [2465/3661] Completed ORN in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:22.329196] [INFO ] [sig       ] [2466/3661] Forecasting ORRF...
[2025-11-27T19:55:22.329235] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-11-27T19:55:22.329273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-11-27T19:55:22.341461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-11-27T19:55:22.341911] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-11-27T19:55:22.342751] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-11-27T19:55:22.342815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:22.342859] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:22.342895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:22.342960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:22.398231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:22.399113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:22.399209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:22.399254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:22.521132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:22.521308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:22.521358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:22.521399] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:22.524620] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-11-27T19:55:22.524887] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-11-27T19:55:22.525016] [INFO ] [sig       ] ORRF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:22.662673] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ORRF.txt
[2025-11-27T19:55:22.662807] [INFO ] [sig       ] [2466/3661] Completed ORRF in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.7m
[2025-11-27T19:55:22.662856] [INFO ] [sig       ] [2467/3661] Forecasting OS...
[2025-11-27T19:55:22.662906] [INFO ] [sig       ] Generating forecast for: OS
[2025-11-27T19:55:22.662946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-11-27T19:55:22.673922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-11-27T19:55:22.674192] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-11-27T19:55:22.674983] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-11-27T19:55:22.675045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:22.675086] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:22.675122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:22.675194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:22.730929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:22.731527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:22.731639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:22.731682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:22.849888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:22.850047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:22.850095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:22.850132] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:22.853328] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-11-27T19:55:22.853614] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-11-27T19:55:22.853743] [INFO ] [sig       ] OS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:22.988067] [INFO ] [LOCAL     ] Saved forecast: OS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OS.txt
[2025-11-27T19:55:22.988222] [INFO ] [sig       ] [2467/3661] Completed OS in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-11-27T19:55:22.988264] [INFO ] [sig       ] [2468/3661] Forecasting OSBC...
[2025-11-27T19:55:22.988296] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-11-27T19:55:22.988327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-11-27T19:55:23.001540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-11-27T19:55:23.001874] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-11-27T19:55:23.002665] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-11-27T19:55:23.002727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:23.002769] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:23.002807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:23.002871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:23.057873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:23.058491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:23.058594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:23.058639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:23.173729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:23.173885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:23.173933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:23.173984] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:23.177197] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-11-27T19:55:23.177468] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-11-27T19:55:23.177613] [INFO ] [sig       ] OSBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:23.312894] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OSBC.txt
[2025-11-27T19:55:23.313031] [INFO ] [sig       ] [2468/3661] Completed OSBC in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-11-27T19:55:23.313084] [INFO ] [sig       ] [2469/3661] Forecasting OSIS...
[2025-11-27T19:55:23.313119] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-11-27T19:55:23.313159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-11-27T19:55:23.325106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-11-27T19:55:23.325559] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-11-27T19:55:23.326452] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-11-27T19:55:23.326519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:23.326563] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:23.326626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:23.326725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:23.382754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:23.383727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:23.383821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:23.383877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:23.506051] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:23.506232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:23.506282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:23.506321] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:23.509749] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=18.03%)
[2025-11-27T19:55:23.510038] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-11-27T19:55:23.510173] [INFO ] [sig       ] OSIS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:23.649778] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OSIS.txt
[2025-11-27T19:55:23.649942] [INFO ] [sig       ] [2469/3661] Completed OSIS in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-11-27T19:55:23.649997] [INFO ] [sig       ] [2470/3661] Forecasting OSPN...
[2025-11-27T19:55:23.650037] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-11-27T19:55:23.650075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-11-27T19:55:23.661161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-11-27T19:55:23.661472] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-11-27T19:55:23.662265] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-11-27T19:55:23.662330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:23.662382] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:23.662428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:23.662510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:23.718072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:23.718754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:23.718844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:23.718915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:23.837734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:23.837875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:23.837922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:23.837960] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:23.841135] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-11-27T19:55:23.841418] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-11-27T19:55:23.841549] [INFO ] [sig       ] OSPN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:23.976175] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OSPN.txt
[2025-11-27T19:55:23.976326] [INFO ] [sig       ] [2470/3661] Completed OSPN in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-11-27T19:55:23.976378] [INFO ] [sig       ] [2471/3661] Forecasting OSS...
[2025-11-27T19:55:23.976424] [INFO ] [sig       ] Generating forecast for: OSS
[2025-11-27T19:55:23.976494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-11-27T19:55:23.988329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-11-27T19:55:23.988692] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-11-27T19:55:23.989524] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-11-27T19:55:23.989616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:23.989662] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:23.989706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:23.989786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:24.046651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:24.047328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:24.047416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:24.047454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:24.166000] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:24.166177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:24.166231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:24.166271] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:24.169755] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-11-27T19:55:24.170049] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-11-27T19:55:24.170184] [INFO ] [sig       ] OSS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:24.307780] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OSS.txt
[2025-11-27T19:55:24.307921] [INFO ] [sig       ] [2471/3661] Completed OSS in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:24.307970] [INFO ] [sig       ] [2472/3661] Forecasting OTEX...
[2025-11-27T19:55:24.308016] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-11-27T19:55:24.308054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-11-27T19:55:24.319514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-11-27T19:55:24.319879] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-11-27T19:55:24.320680] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-11-27T19:55:24.320744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:24.320785] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:24.320823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:24.320899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:24.378409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:24.379120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:24.379210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:24.379255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:24.507411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:24.507586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:24.507640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:24.507682] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:24.511044] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-11-27T19:55:24.511312] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-11-27T19:55:24.511443] [INFO ] [sig       ] OTEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:24.650284] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OTEX.txt
[2025-11-27T19:55:24.650460] [INFO ] [sig       ] [2472/3661] Completed OTEX in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:24.650522] [INFO ] [sig       ] [2473/3661] Forecasting OTIS...
[2025-11-27T19:55:24.650586] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-11-27T19:55:24.650623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-11-27T19:55:24.661547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-11-27T19:55:24.661848] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-11-27T19:55:24.662621] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-11-27T19:55:24.662682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:24.662722] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:24.662756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:24.662820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:24.720385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:24.721076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:24.721163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:24.721208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:24.840851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:24.841017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:24.841066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:24.841102] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:24.844516] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-11-27T19:55:24.844824] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-11-27T19:55:24.844959] [INFO ] [sig       ] OTIS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:24.981688] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OTIS.txt
[2025-11-27T19:55:24.981824] [INFO ] [sig       ] [2473/3661] Completed OTIS in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:24.981873] [INFO ] [sig       ] [2474/3661] Forecasting OTLY...
[2025-11-27T19:55:24.981910] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-11-27T19:55:24.981948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-11-27T19:55:24.992641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-11-27T19:55:24.992921] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-11-27T19:55:24.993764] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-11-27T19:55:24.993828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:24.993870] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:24.993905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:24.993969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:25.050840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:25.051461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:25.051548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:25.051608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:25.173536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:25.173712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:25.173760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:25.173796] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:25.177024] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=20.97%)
[2025-11-27T19:55:25.177293] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-11-27T19:55:25.177439] [INFO ] [sig       ] OTLY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:25.316645] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OTLY.txt
[2025-11-27T19:55:25.316779] [INFO ] [sig       ] [2474/3661] Completed OTLY in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:25.316825] [INFO ] [sig       ] [2475/3661] Forecasting OVID...
[2025-11-27T19:55:25.316862] [INFO ] [sig       ] Generating forecast for: OVID
[2025-11-27T19:55:25.316897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-11-27T19:55:25.327838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-11-27T19:55:25.328516] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-11-27T19:55:25.329316] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-11-27T19:55:25.329393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:25.329461] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:25.329524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:25.329647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:25.386554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:25.387232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:25.387328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:25.387383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:25.506254] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:25.506407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:25.506480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:25.506545] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:25.509933] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=12.11%)
[2025-11-27T19:55:25.510220] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-11-27T19:55:25.510365] [INFO ] [sig       ] OVID: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:25.648669] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OVID.txt
[2025-11-27T19:55:25.648830] [INFO ] [sig       ] [2475/3661] Completed OVID in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:25.648882] [INFO ] [sig       ] [2476/3661] Forecasting OVLY...
[2025-11-27T19:55:25.648921] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-11-27T19:55:25.648964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-11-27T19:55:25.659563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-11-27T19:55:25.659914] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-11-27T19:55:25.660847] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-11-27T19:55:25.660911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:25.660953] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:25.660990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:25.661053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:25.717959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:25.718610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:25.718709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:25.718753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:25.811810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:25.811948] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:55:25.811996] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:25.812032] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:25.815291] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-11-27T19:55:25.815591] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-11-27T19:55:25.815727] [INFO ] [sig       ] OVLY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:25.951112] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OVLY.txt
[2025-11-27T19:55:25.951248] [INFO ] [sig       ] [2476/3661] Completed OVLY in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:25.951290] [INFO ] [sig       ] [2477/3661] Forecasting OWL...
[2025-11-27T19:55:25.951344] [INFO ] [sig       ] Generating forecast for: OWL
[2025-11-27T19:55:25.951379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-11-27T19:55:25.962452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-11-27T19:55:25.962785] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-11-27T19:55:25.963561] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-11-27T19:55:25.963654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:25.963716] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:25.963774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:25.963869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:26.019863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:26.020503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:26.020621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:26.020685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:26.142363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:26.142533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:26.142615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:26.142671] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:26.146053] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-11-27T19:55:26.146355] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-11-27T19:55:26.146506] [INFO ] [sig       ] OWL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:26.279880] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OWL.txt
[2025-11-27T19:55:26.280032] [INFO ] [sig       ] [2477/3661] Completed OWL in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:26.280108] [INFO ] [sig       ] [2478/3661] Forecasting OXLC...
[2025-11-27T19:55:26.280190] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-11-27T19:55:26.280258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-11-27T19:55:26.291100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-11-27T19:55:26.291379] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-11-27T19:55:26.292171] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-11-27T19:55:26.292234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:26.292275] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:26.292310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:26.292372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:26.347121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:26.347772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:26.347859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:26.347902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:26.466129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:26.466279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:26.466326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:26.466364] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:26.469595] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-11-27T19:55:26.469869] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-11-27T19:55:26.469996] [INFO ] [sig       ] OXLC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:26.607398] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OXLC.txt
[2025-11-27T19:55:26.607609] [INFO ] [sig       ] [2478/3661] Completed OXLC in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:26.607683] [INFO ] [sig       ] [2479/3661] Forecasting OXM...
[2025-11-27T19:55:26.607731] [INFO ] [sig       ] Generating forecast for: OXM
[2025-11-27T19:55:26.607809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-11-27T19:55:26.619303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-11-27T19:55:26.619764] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-11-27T19:55:26.620696] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-11-27T19:55:26.620767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:26.620810] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:26.620847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:26.620913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:26.675804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:26.676646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:26.676752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:26.676795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:26.796611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:26.796778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:26.796839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:26.796882] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:26.800141] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=41.29%)
[2025-11-27T19:55:26.800414] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-11-27T19:55:26.800546] [INFO ] [sig       ] OXM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:26.936376] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OXM.txt
[2025-11-27T19:55:26.936522] [INFO ] [sig       ] [2479/3661] Completed OXM in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:26.936584] [INFO ] [sig       ] [2480/3661] Forecasting OXSQ...
[2025-11-27T19:55:26.936629] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-11-27T19:55:26.936701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-11-27T19:55:26.947930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-11-27T19:55:26.948241] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-11-27T19:55:26.949042] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-11-27T19:55:26.949104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:26.949145] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:26.949188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:26.949304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:27.007282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:27.008066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:27.008184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:27.008246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:27.124951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:27.125115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:27.125163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:27.125199] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:27.128521] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=70.06%)
[2025-11-27T19:55:27.128847] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-11-27T19:55:27.128988] [INFO ] [sig       ] OXSQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:27.279489] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OXSQ.txt
[2025-11-27T19:55:27.279718] [INFO ] [sig       ] [2480/3661] Completed OXSQ in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:27.279785] [INFO ] [sig       ] [2481/3661] Forecasting OZEM...
[2025-11-27T19:55:27.279833] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-11-27T19:55:27.279915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-11-27T19:55:27.290704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-11-27T19:55:27.291032] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-11-27T19:55:27.291840] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-11-27T19:55:27.291911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:27.291966] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:27.292018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:27.292099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:27.347330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:27.348003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:27.348100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:27.348175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:27.453874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:27.454034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:27.454097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:27.454150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:27.457510] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=21.04%)
[2025-11-27T19:55:27.457812] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-11-27T19:55:27.457957] [INFO ] [sig       ] OZEM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:27.593178] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/OZEM.txt
[2025-11-27T19:55:27.593325] [INFO ] [sig       ] [2481/3661] Completed OZEM in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:27.593388] [INFO ] [sig       ] [2482/3661] Forecasting OZK...
[2025-11-27T19:55:27.593458] [INFO ] [sig       ] Generating forecast for: OZK
[2025-11-27T19:55:27.593513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-11-27T19:55:27.604681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-11-27T19:55:27.604972] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-11-27T19:55:27.605759] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-11-27T19:55:27.605821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:27.605861] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:27.605897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:27.605959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:27.663115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:27.663778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:27.663865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:27.663908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:27.791049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:27.791224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:27.791284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:27.791325] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:27.794790] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=53.29%)
[2025-11-27T19:55:27.795070] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-11-27T19:55:27.795209] [INFO ] [sig       ] OZK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:27.932784] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OZK.txt
[2025-11-27T19:55:27.932957] [INFO ] [sig       ] [2482/3661] Completed OZK in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:27.933006] [INFO ] [sig       ] [2483/3661] Forecasting OZKAP...
[2025-11-27T19:55:27.933048] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-11-27T19:55:27.933097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-11-27T19:55:27.943850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-11-27T19:55:27.944212] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-11-27T19:55:27.945036] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-11-27T19:55:27.945102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:27.945146] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:27.945184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:27.945250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:28.002050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:28.002873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:28.002981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:28.003025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:28.118007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:28.118202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:28.118251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:28.118283] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:28.121771] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-11-27T19:55:28.122127] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-11-27T19:55:28.122278] [INFO ] [sig       ] OZKAP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:28.261178] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/OZKAP.txt
[2025-11-27T19:55:28.261329] [INFO ] [sig       ] [2483/3661] Completed OZKAP in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:28.261378] [INFO ] [sig       ] [2484/3661] Forecasting PAA...
[2025-11-27T19:55:28.261414] [INFO ] [sig       ] Generating forecast for: PAA
[2025-11-27T19:55:28.261451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-11-27T19:55:28.272558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-11-27T19:55:28.272856] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-11-27T19:55:28.273665] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-11-27T19:55:28.273726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:28.273765] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:28.273798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:28.273860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:28.336333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:28.337218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:28.337311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:28.337353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:28.455150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:28.455322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:28.455376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:28.455417] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:28.458834] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-11-27T19:55:28.459114] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-11-27T19:55:28.459247] [INFO ] [sig       ] PAA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:28.593671] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAA.txt
[2025-11-27T19:55:28.593797] [INFO ] [sig       ] [2484/3661] Completed PAA in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.6m
[2025-11-27T19:55:28.593845] [INFO ] [sig       ] [2485/3661] Forecasting PAAS...
[2025-11-27T19:55:28.593883] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-11-27T19:55:28.593921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-11-27T19:55:28.605301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-11-27T19:55:28.605714] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-11-27T19:55:28.606511] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-11-27T19:55:28.606601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:28.606651] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:28.606693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:28.606771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:28.676425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:28.677528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:28.677666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:28.677723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:28.821683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:28.821848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:28.821908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:28.821954] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:28.825231] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-11-27T19:55:28.825512] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-11-27T19:55:28.825670] [INFO ] [sig       ] PAAS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:28.963977] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAAS.txt
[2025-11-27T19:55:28.964139] [INFO ] [sig       ] [2485/3661] Completed PAAS in 0.4s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-11-27T19:55:28.964192] [INFO ] [sig       ] [2486/3661] Forecasting PAC...
[2025-11-27T19:55:28.964232] [INFO ] [sig       ] Generating forecast for: PAC
[2025-11-27T19:55:28.964297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-11-27T19:55:28.975885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-11-27T19:55:28.976225] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-11-27T19:55:28.977031] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-11-27T19:55:28.977093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:28.977133] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:28.977169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:28.977242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:29.032708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:29.033601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:29.033703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:29.033748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:29.151880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:29.152050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:29.152101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:29.152140] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:29.155436] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-11-27T19:55:29.155737] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-11-27T19:55:29.155870] [INFO ] [sig       ] PAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:29.289847] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAC.txt
[2025-11-27T19:55:29.289983] [INFO ] [sig       ] [2486/3661] Completed PAC in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-11-27T19:55:29.290031] [INFO ] [sig       ] [2487/3661] Forecasting PACB...
[2025-11-27T19:55:29.290068] [INFO ] [sig       ] Generating forecast for: PACB
[2025-11-27T19:55:29.290106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-11-27T19:55:29.301736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-11-27T19:55:29.302071] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-11-27T19:55:29.302873] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-11-27T19:55:29.302934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:29.302975] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:29.303028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:29.303093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:29.358101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:29.358782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:29.358868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:29.358912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:29.478068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:29.478228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:29.478275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:29.478310] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:29.481895] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-11-27T19:55:29.482187] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-11-27T19:55:29.482320] [INFO ] [sig       ] PACB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:29.662293] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PACB.txt
[2025-11-27T19:55:29.662476] [INFO ] [sig       ] [2487/3661] Completed PACB in 0.4s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-11-27T19:55:29.662538] [INFO ] [sig       ] [2488/3661] Forecasting PACK...
[2025-11-27T19:55:29.662605] [INFO ] [sig       ] Generating forecast for: PACK
[2025-11-27T19:55:29.662667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-11-27T19:55:29.673851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-11-27T19:55:29.674138] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-11-27T19:55:29.674930] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-11-27T19:55:29.674993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:29.675033] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:29.675069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:29.675134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:29.729688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:29.730303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:29.730389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:29.730425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:29.851335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:29.851484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:29.851530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:29.851584] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:29.854831] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-11-27T19:55:29.855121] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-11-27T19:55:29.855253] [INFO ] [sig       ] PACK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:29.990383] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PACK.txt
[2025-11-27T19:55:29.990517] [INFO ] [sig       ] [2488/3661] Completed PACK in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:29.990607] [INFO ] [sig       ] [2489/3661] Forecasting PAGP...
[2025-11-27T19:55:29.990643] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-11-27T19:55:29.990692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-11-27T19:55:30.001458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-11-27T19:55:30.001767] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-11-27T19:55:30.002527] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-11-27T19:55:30.002611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:30.002652] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:30.002686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:30.002748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:30.057834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:30.058447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:30.058535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:30.058592] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:30.176355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:30.176495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:30.176544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:30.176596] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:30.179779] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-11-27T19:55:30.180053] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-11-27T19:55:30.180184] [INFO ] [sig       ] PAGP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:30.317630] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PAGP.txt
[2025-11-27T19:55:30.317781] [INFO ] [sig       ] [2489/3661] Completed PAGP in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:30.317837] [INFO ] [sig       ] [2490/3661] Forecasting PAGS...
[2025-11-27T19:55:30.317870] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-11-27T19:55:30.317907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-11-27T19:55:30.328457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-11-27T19:55:30.328768] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-11-27T19:55:30.329545] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-11-27T19:55:30.329626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:30.329676] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:30.329725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:30.329806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:30.384262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:30.384884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:30.384967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:30.385002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:30.503054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:30.503224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:30.503274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:30.503317] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:30.506538] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-11-27T19:55:30.506864] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-11-27T19:55:30.507000] [INFO ] [sig       ] PAGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:30.641368] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PAGS.txt
[2025-11-27T19:55:30.641511] [INFO ] [sig       ] [2490/3661] Completed PAGS in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:30.641558] [INFO ] [sig       ] [2491/3661] Forecasting PAHC...
[2025-11-27T19:55:30.641618] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-11-27T19:55:30.641681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-11-27T19:55:30.652301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-11-27T19:55:30.652612] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-11-27T19:55:30.653388] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-11-27T19:55:30.653449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:30.653489] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:30.653525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:30.653615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:30.711613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:30.712291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:30.712378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:30.712413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:30.827401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:30.827550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:30.827612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:30.827650] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:30.830946] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2025-11-27T19:55:30.831237] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-11-27T19:55:30.831371] [INFO ] [sig       ] PAHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:30.968305] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAHC.txt
[2025-11-27T19:55:30.968483] [INFO ] [sig       ] [2491/3661] Completed PAHC in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:30.968538] [INFO ] [sig       ] [2492/3661] Forecasting PAL...
[2025-11-27T19:55:30.968629] [INFO ] [sig       ] Generating forecast for: PAL
[2025-11-27T19:55:30.968677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-11-27T19:55:30.980689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-11-27T19:55:30.981076] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-11-27T19:55:30.982071] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-11-27T19:55:30.982134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:30.982175] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:30.982212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:30.982284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:31.041387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:31.042304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:31.042397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:31.042447] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:31.166280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:31.166474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:31.166553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:31.166622] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:31.170104] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-11-27T19:55:31.170451] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-11-27T19:55:31.170636] [INFO ] [sig       ] PAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:31.320117] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PAL.txt
[2025-11-27T19:55:31.320299] [INFO ] [sig       ] [2492/3661] Completed PAL in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:31.320350] [INFO ] [sig       ] [2493/3661] Forecasting PAM...
[2025-11-27T19:55:31.320389] [INFO ] [sig       ] Generating forecast for: PAM
[2025-11-27T19:55:31.320446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-11-27T19:55:31.335324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-11-27T19:55:31.335801] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-11-27T19:55:31.337062] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-11-27T19:55:31.337145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:31.337213] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:31.337274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:31.337379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:31.399038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:31.399947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:31.400045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:31.400091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:31.548946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:31.549145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:31.549211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:31.549260] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:31.553782] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=73.51%)
[2025-11-27T19:55:31.554206] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-11-27T19:55:31.554398] [INFO ] [sig       ] PAM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:31.735961] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAM.txt
[2025-11-27T19:55:31.736160] [INFO ] [sig       ] [2493/3661] Completed PAM in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:31.736216] [INFO ] [sig       ] [2494/3661] Forecasting PANL...
[2025-11-27T19:55:31.736258] [INFO ] [sig       ] Generating forecast for: PANL
[2025-11-27T19:55:31.736298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-11-27T19:55:31.749964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-11-27T19:55:31.750436] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-11-27T19:55:31.751453] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-11-27T19:55:31.751532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:31.751611] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:31.751664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:31.751752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:31.826150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:31.827437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:31.827560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:31.827668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:31.965351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:31.965530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:31.965598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:31.965634] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:31.969235] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-11-27T19:55:31.969609] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-11-27T19:55:31.969768] [INFO ] [sig       ] PANL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:32.151967] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PANL.txt
[2025-11-27T19:55:32.152150] [INFO ] [sig       ] [2494/3661] Completed PANL in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:32.152202] [INFO ] [sig       ] [2495/3661] Forecasting PASG...
[2025-11-27T19:55:32.152242] [INFO ] [sig       ] Generating forecast for: PASG
[2025-11-27T19:55:32.152281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-11-27T19:55:32.164094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-11-27T19:55:32.164516] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-11-27T19:55:32.165392] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-11-27T19:55:32.165467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:32.165511] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:32.165549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:32.165646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:32.229439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:32.230504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:32.230621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:32.230670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:32.360857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:32.361039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:32.361093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:32.361133] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:32.364677] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-11-27T19:55:32.364961] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-11-27T19:55:32.365099] [INFO ] [sig       ] PASG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:32.501244] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PASG.txt
[2025-11-27T19:55:32.501399] [INFO ] [sig       ] [2495/3661] Completed PASG in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:32.501449] [INFO ] [sig       ] [2496/3661] Forecasting PATH...
[2025-11-27T19:55:32.501493] [INFO ] [sig       ] Generating forecast for: PATH
[2025-11-27T19:55:32.501558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-11-27T19:55:32.512761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-11-27T19:55:32.513104] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-11-27T19:55:32.513902] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-11-27T19:55:32.513964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:32.514024] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:32.514071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:32.514153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:32.568662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:32.569332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:32.569420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:32.569472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:32.691351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:32.691521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:32.691587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:32.691628] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:32.694959] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-11-27T19:55:32.695252] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-11-27T19:55:32.695385] [INFO ] [sig       ] PATH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:32.829303] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PATH.txt
[2025-11-27T19:55:32.829457] [INFO ] [sig       ] [2496/3661] Completed PATH in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:32.829507] [INFO ] [sig       ] [2497/3661] Forecasting PATK...
[2025-11-27T19:55:32.829547] [INFO ] [sig       ] Generating forecast for: PATK
[2025-11-27T19:55:32.829675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-11-27T19:55:32.841344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-11-27T19:55:32.841706] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-11-27T19:55:32.842497] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-11-27T19:55:32.842562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:32.842622] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:32.842660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:32.842723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:32.898821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:32.899518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:32.899629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:32.899676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:33.027380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:33.027566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:33.027637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:33.027680] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:33.031057] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-11-27T19:55:33.031339] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-11-27T19:55:33.031480] [INFO ] [sig       ] PATK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:33.170111] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PATK.txt
[2025-11-27T19:55:33.170265] [INFO ] [sig       ] [2497/3661] Completed PATK in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:33.170315] [INFO ] [sig       ] [2498/3661] Forecasting PAX...
[2025-11-27T19:55:33.170370] [INFO ] [sig       ] Generating forecast for: PAX
[2025-11-27T19:55:33.170408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-11-27T19:55:33.182251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-11-27T19:55:33.182734] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-11-27T19:55:33.183594] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-11-27T19:55:33.183658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:33.183709] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:33.183755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:33.183843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:33.242677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:33.243611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:33.243722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:33.243767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:33.364092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:33.364264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:33.364326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:33.364373] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:33.367728] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=80.84%)
[2025-11-27T19:55:33.368016] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-11-27T19:55:33.368174] [INFO ] [sig       ] PAX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:33.508169] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAX.txt
[2025-11-27T19:55:33.508352] [INFO ] [sig       ] [2498/3661] Completed PAX in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:33.508403] [INFO ] [sig       ] [2499/3661] Forecasting PAXS...
[2025-11-27T19:55:33.508478] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-11-27T19:55:33.508532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-11-27T19:55:33.520469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-11-27T19:55:33.520852] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-11-27T19:55:33.521725] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-11-27T19:55:33.521789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:33.521835] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:33.521880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:33.521964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:33.577954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:33.578802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:33.578910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:33.578977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:33.695402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:33.695538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:33.695617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:33.695670] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:33.699346] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-11-27T19:55:33.699704] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-11-27T19:55:33.699860] [INFO ] [sig       ] PAXS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:33.837163] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAXS.txt
[2025-11-27T19:55:33.837307] [INFO ] [sig       ] [2499/3661] Completed PAXS in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:33.837357] [INFO ] [sig       ] [2500/3661] Forecasting PAY...
[2025-11-27T19:55:33.837400] [INFO ] [sig       ] Generating forecast for: PAY
[2025-11-27T19:55:33.837439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-11-27T19:55:33.847989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-11-27T19:55:33.848652] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-11-27T19:55:33.849968] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-11-27T19:55:33.850037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:33.850079] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:33.850115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:33.850179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:33.905122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:33.905817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:33.905911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:33.905953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:34.026004] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:34.026170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:34.026218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:34.026256] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:34.029535] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=48.57%)
[2025-11-27T19:55:34.029838] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-11-27T19:55:34.029966] [INFO ] [sig       ] PAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:34.167824] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PAY.txt
[2025-11-27T19:55:34.167973] [INFO ] [sig       ] [2500/3661] Completed PAY in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:34.168021] [INFO ] [sig       ] [2501/3661] Forecasting PAYC...
[2025-11-27T19:55:34.168058] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-11-27T19:55:34.168128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-11-27T19:55:34.181509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-11-27T19:55:34.182076] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-11-27T19:55:34.183054] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-11-27T19:55:34.183123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:34.183169] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:34.183208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:34.183277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:34.241233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:34.242466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:34.242622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:34.242686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:34.369307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:34.369593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:34.369652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:34.369696] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:34.373703] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-11-27T19:55:34.374032] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-11-27T19:55:34.374201] [INFO ] [sig       ] PAYC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:34.525196] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAYC.txt
[2025-11-27T19:55:34.525376] [INFO ] [sig       ] [2501/3661] Completed PAYC in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:34.525430] [INFO ] [sig       ] [2502/3661] Forecasting PAYO...
[2025-11-27T19:55:34.525490] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-11-27T19:55:34.525526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-11-27T19:55:34.536562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-11-27T19:55:34.536889] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-11-27T19:55:34.537698] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-11-27T19:55:34.537762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:34.537805] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:34.537843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:34.537910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:34.593913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:34.594684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:34.594794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:34.594844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:34.719030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:34.719212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:34.719266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:34.719305] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:34.722832] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-11-27T19:55:34.723123] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-11-27T19:55:34.723260] [INFO ] [sig       ] PAYO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:34.867013] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PAYO.txt
[2025-11-27T19:55:34.867196] [INFO ] [sig       ] [2502/3661] Completed PAYO in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.5m
[2025-11-27T19:55:34.867263] [INFO ] [sig       ] [2503/3661] Forecasting PAYS...
[2025-11-27T19:55:34.867300] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-11-27T19:55:34.867335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-11-27T19:55:34.878732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-11-27T19:55:34.879112] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-11-27T19:55:34.879955] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-11-27T19:55:34.880018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:34.880066] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:34.880111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:34.880190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:34.938241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:34.939089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:34.939183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:34.939226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:35.058796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:35.058968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:35.059017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:35.059071] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:35.062412] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2025-11-27T19:55:35.062714] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-11-27T19:55:35.062848] [INFO ] [sig       ] PAYS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:35.201635] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PAYS.txt
[2025-11-27T19:55:35.201803] [INFO ] [sig       ] [2503/3661] Completed PAYS in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-11-27T19:55:35.201852] [INFO ] [sig       ] [2504/3661] Forecasting PAYX...
[2025-11-27T19:55:35.201886] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-11-27T19:55:35.201950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-11-27T19:55:35.213304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-11-27T19:55:35.213663] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-11-27T19:55:35.214434] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-11-27T19:55:35.214499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:35.214542] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:35.214600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:35.214671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:35.272106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:35.272980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:35.273080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:35.273125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:35.395742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:35.395916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:35.395966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:35.396005] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:35.399371] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-11-27T19:55:35.399699] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-11-27T19:55:35.399860] [INFO ] [sig       ] PAYX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:35.538080] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PAYX.txt
[2025-11-27T19:55:35.538267] [INFO ] [sig       ] [2504/3661] Completed PAYX in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-11-27T19:55:35.538339] [INFO ] [sig       ] [2505/3661] Forecasting PB...
[2025-11-27T19:55:35.538381] [INFO ] [sig       ] Generating forecast for: PB
[2025-11-27T19:55:35.538420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-11-27T19:55:35.551920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-11-27T19:55:35.552433] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-11-27T19:55:35.553350] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-11-27T19:55:35.553417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:35.553460] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:35.553498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:35.553561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:35.610731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:35.611652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:35.611746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:35.611808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:35.732891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:35.733065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:35.733114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:35.733149] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:35.736438] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-11-27T19:55:35.736756] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-11-27T19:55:35.736899] [INFO ] [sig       ] PB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:35.871173] [INFO ] [LOCAL     ] Saved forecast: PB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PB.txt
[2025-11-27T19:55:35.871358] [INFO ] [sig       ] [2505/3661] Completed PB in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-11-27T19:55:35.871408] [INFO ] [sig       ] [2506/3661] Forecasting PBA...
[2025-11-27T19:55:35.871447] [INFO ] [sig       ] Generating forecast for: PBA
[2025-11-27T19:55:35.871511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-11-27T19:55:35.882442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-11-27T19:55:35.882814] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-11-27T19:55:35.883584] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-11-27T19:55:35.883646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:35.883682] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:35.883718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:35.883786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:35.938590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:35.939308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:35.939395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:35.939437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:36.061277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:36.061444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:36.061495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:36.061534] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:36.064903] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-11-27T19:55:36.065182] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-11-27T19:55:36.065318] [INFO ] [sig       ] PBA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:36.207591] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PBA.txt
[2025-11-27T19:55:36.207736] [INFO ] [sig       ] [2506/3661] Completed PBA in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:36.207785] [INFO ] [sig       ] [2507/3661] Forecasting PBF...
[2025-11-27T19:55:36.207826] [INFO ] [sig       ] Generating forecast for: PBF
[2025-11-27T19:55:36.207863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-11-27T19:55:36.218991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-11-27T19:55:36.219276] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-11-27T19:55:36.220094] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-11-27T19:55:36.220159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:36.220201] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:36.220248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:36.220315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:36.278150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:36.278794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:36.278880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:36.278924] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:36.406061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:36.406232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:36.406282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:36.406321] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:36.409800] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-11-27T19:55:36.410083] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-11-27T19:55:36.410218] [INFO ] [sig       ] PBF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:36.557993] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PBF.txt
[2025-11-27T19:55:36.558157] [INFO ] [sig       ] [2507/3661] Completed PBF in 0.4s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:36.558209] [INFO ] [sig       ] [2508/3661] Forecasting PBFS...
[2025-11-27T19:55:36.558250] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-11-27T19:55:36.558288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-11-27T19:55:36.569638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-11-27T19:55:36.569968] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-11-27T19:55:36.570806] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-11-27T19:55:36.570881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:36.570924] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:36.570962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:36.571026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:36.628680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:36.629399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:36.629501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:36.629558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:36.734476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:36.734676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:36.734727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:36.734758] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:36.738101] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-11-27T19:55:36.738432] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-11-27T19:55:36.738593] [INFO ] [sig       ] PBFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:36.878645] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PBFS.txt
[2025-11-27T19:55:36.878856] [INFO ] [sig       ] [2508/3661] Completed PBFS in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:36.878914] [INFO ] [sig       ] [2509/3661] Forecasting PBH...
[2025-11-27T19:55:36.878956] [INFO ] [sig       ] Generating forecast for: PBH
[2025-11-27T19:55:36.879018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-11-27T19:55:36.890684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-11-27T19:55:36.890986] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-11-27T19:55:36.891788] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-11-27T19:55:36.891860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:36.891907] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:36.891945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:36.892010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:36.949280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:36.949981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:36.950070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:36.950113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:37.068450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:37.068622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:37.068670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:37.068706] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:37.071921] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-11-27T19:55:37.072190] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-11-27T19:55:37.072320] [INFO ] [sig       ] PBH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:37.206230] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PBH.txt
[2025-11-27T19:55:37.206374] [INFO ] [sig       ] [2509/3661] Completed PBH in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:37.206422] [INFO ] [sig       ] [2510/3661] Forecasting PBI...
[2025-11-27T19:55:37.206461] [INFO ] [sig       ] Generating forecast for: PBI
[2025-11-27T19:55:37.206498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-11-27T19:55:37.217013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-11-27T19:55:37.217307] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-11-27T19:55:37.218089] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-11-27T19:55:37.218182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:37.218223] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:37.218259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:37.218321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:37.276921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:37.277677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:37.277768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:37.277812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:37.398406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:37.398594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:37.398651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:37.398684] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:37.402013] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-11-27T19:55:37.402302] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-11-27T19:55:37.402438] [INFO ] [sig       ] PBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:37.541208] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PBI.txt
[2025-11-27T19:55:37.541366] [INFO ] [sig       ] [2510/3661] Completed PBI in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:37.541417] [INFO ] [sig       ] [2511/3661] Forecasting PBM...
[2025-11-27T19:55:37.541456] [INFO ] [sig       ] Generating forecast for: PBM
[2025-11-27T19:55:37.541502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-11-27T19:55:37.553039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-11-27T19:55:37.553404] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-11-27T19:55:37.554202] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-11-27T19:55:37.554265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:37.554307] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:37.554343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:37.554408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:37.609541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:37.610207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:37.610293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:37.610334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:37.725701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:37.725842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:37.725887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:37.725921] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:37.729074] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-11-27T19:55:37.729349] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-11-27T19:55:37.729484] [INFO ] [sig       ] PBM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:37.867482] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PBM.txt
[2025-11-27T19:55:37.867645] [INFO ] [sig       ] [2511/3661] Completed PBM in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:37.867694] [INFO ] [sig       ] [2512/3661] Forecasting PBYI...
[2025-11-27T19:55:37.867733] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-11-27T19:55:37.867771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-11-27T19:55:37.878627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-11-27T19:55:37.878928] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-11-27T19:55:37.879717] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-11-27T19:55:37.879792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:37.879841] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:37.879881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:37.879945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:37.934682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:37.935291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:37.935382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:37.935424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:38.053410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:38.053594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:38.053646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:38.053685] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:38.056887] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-11-27T19:55:38.057155] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-11-27T19:55:38.057285] [INFO ] [sig       ] PBYI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:38.191337] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PBYI.txt
[2025-11-27T19:55:38.191481] [INFO ] [sig       ] [2512/3661] Completed PBYI in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:38.191530] [INFO ] [sig       ] [2513/3661] Forecasting PCB...
[2025-11-27T19:55:38.191568] [INFO ] [sig       ] Generating forecast for: PCB
[2025-11-27T19:55:38.191638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-11-27T19:55:38.202601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-11-27T19:55:38.202954] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-11-27T19:55:38.203862] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-11-27T19:55:38.203925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:38.203967] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:38.204003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:38.204067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:38.258974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:38.259564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:38.259667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:38.259709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:38.373257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:38.373407] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:55:38.373454] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:38.373494] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:38.376685] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-11-27T19:55:38.376951] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-11-27T19:55:38.377080] [INFO ] [sig       ] PCB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:38.510329] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PCB.txt
[2025-11-27T19:55:38.510507] [INFO ] [sig       ] [2513/3661] Completed PCB in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:38.510556] [INFO ] [sig       ] [2514/3661] Forecasting PCF...
[2025-11-27T19:55:38.510618] [INFO ] [sig       ] Generating forecast for: PCF
[2025-11-27T19:55:38.510659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-11-27T19:55:38.521916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-11-27T19:55:38.522264] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-11-27T19:55:38.523075] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-11-27T19:55:38.523137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:38.523178] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:38.523221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:38.523286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:38.578716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:38.579524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:38.579642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:38.579688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:38.697035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:38.697198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:38.697254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:38.697299] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:38.700761] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-11-27T19:55:38.701081] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-11-27T19:55:38.701233] [INFO ] [sig       ] PCF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:38.838663] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PCF.txt
[2025-11-27T19:55:38.838837] [INFO ] [sig       ] [2514/3661] Completed PCF in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:38.838896] [INFO ] [sig       ] [2515/3661] Forecasting PCG...
[2025-11-27T19:55:38.838941] [INFO ] [sig       ] Generating forecast for: PCG
[2025-11-27T19:55:38.838999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-11-27T19:55:38.850341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-11-27T19:55:38.850697] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-11-27T19:55:38.851465] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-11-27T19:55:38.851527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:38.851584] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:38.851624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:38.851689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:38.907218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:38.908087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:38.908227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:38.908282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:39.031465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:39.031652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:39.031703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:39.031742] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:39.034975] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-11-27T19:55:39.035244] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-11-27T19:55:39.035373] [INFO ] [sig       ] PCG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:39.173481] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PCG.txt
[2025-11-27T19:55:39.173674] [INFO ] [sig       ] [2515/3661] Completed PCG in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:39.173727] [INFO ] [sig       ] [2516/3661] Forecasting PCH...
[2025-11-27T19:55:39.173767] [INFO ] [sig       ] Generating forecast for: PCH
[2025-11-27T19:55:39.173828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-11-27T19:55:39.185245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-11-27T19:55:39.185611] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-11-27T19:55:39.186473] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-11-27T19:55:39.186556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:39.186636] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:39.186682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:39.186757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:39.242895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:39.243750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:39.243849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:39.243894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:39.363707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:39.363891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:39.363942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:39.363981] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:39.367343] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=54.53%)
[2025-11-27T19:55:39.367652] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-11-27T19:55:39.367797] [INFO ] [sig       ] PCH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:39.510178] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PCH.txt
[2025-11-27T19:55:39.510333] [INFO ] [sig       ] [2516/3661] Completed PCH in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:39.510383] [INFO ] [sig       ] [2517/3661] Forecasting PCM...
[2025-11-27T19:55:39.510423] [INFO ] [sig       ] Generating forecast for: PCM
[2025-11-27T19:55:39.510480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-11-27T19:55:39.521118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-11-27T19:55:39.521408] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-11-27T19:55:39.522204] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-11-27T19:55:39.522267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:39.522308] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:39.522344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:39.522408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:39.583511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:39.584370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:39.584464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:39.584508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:39.708547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:39.708727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:39.708787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:39.708833] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:39.712221] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-11-27T19:55:39.712502] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-11-27T19:55:39.712650] [INFO ] [sig       ] PCM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:39.857602] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PCM.txt
[2025-11-27T19:55:39.857770] [INFO ] [sig       ] [2517/3661] Completed PCM in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:39.857819] [INFO ] [sig       ] [2518/3661] Forecasting PCN...
[2025-11-27T19:55:39.857857] [INFO ] [sig       ] Generating forecast for: PCN
[2025-11-27T19:55:39.857894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-11-27T19:55:39.869041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-11-27T19:55:39.869367] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-11-27T19:55:39.870240] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-11-27T19:55:39.870305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:39.870349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:39.870385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:39.870450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:39.926810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:39.927687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:39.927783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:39.927826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:40.046630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:40.046835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:40.046910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:40.046963] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:40.050380] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=75.68%)
[2025-11-27T19:55:40.050727] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-11-27T19:55:40.050901] [INFO ] [sig       ] PCN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:40.190038] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PCN.txt
[2025-11-27T19:55:40.190222] [INFO ] [sig       ] [2518/3661] Completed PCN in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:40.190291] [INFO ] [sig       ] [2519/3661] Forecasting PCQ...
[2025-11-27T19:55:40.190342] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-11-27T19:55:40.190416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-11-27T19:55:40.201198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-11-27T19:55:40.201507] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-11-27T19:55:40.202348] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-11-27T19:55:40.202421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:40.202491] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:40.202555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:40.202685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:40.259948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:40.260768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:40.260871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:40.260942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:40.378678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:40.378848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:40.378911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:40.378960] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:40.382312] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-11-27T19:55:40.382621] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-11-27T19:55:40.382766] [INFO ] [sig       ] PCQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:40.522610] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PCQ.txt
[2025-11-27T19:55:40.522791] [INFO ] [sig       ] [2519/3661] Completed PCQ in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:40.522850] [INFO ] [sig       ] [2520/3661] Forecasting PCRX...
[2025-11-27T19:55:40.522918] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-11-27T19:55:40.522968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-11-27T19:55:40.533688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-11-27T19:55:40.533987] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-11-27T19:55:40.534774] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-11-27T19:55:40.534840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:40.534891] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:40.534926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:40.534989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:40.591497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:40.592339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:40.592435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:40.592480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:40.716691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:40.716864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:40.716917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:40.716956] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:40.720411] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-11-27T19:55:40.720719] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-11-27T19:55:40.720858] [INFO ] [sig       ] PCRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:40.864467] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PCRX.txt
[2025-11-27T19:55:40.864636] [INFO ] [sig       ] [2520/3661] Completed PCRX in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.4m
[2025-11-27T19:55:40.864688] [INFO ] [sig       ] [2521/3661] Forecasting PCTY...
[2025-11-27T19:55:40.864737] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-11-27T19:55:40.864775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-11-27T19:55:40.876470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-11-27T19:55:40.876823] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-11-27T19:55:40.877648] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-11-27T19:55:40.877712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:40.877766] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:40.877814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:40.877898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:40.937092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:40.938030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:40.938154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:40.938205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:41.056541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:41.056720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:41.056768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:41.056808] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:41.060174] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-11-27T19:55:41.060466] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-11-27T19:55:41.060620] [INFO ] [sig       ] PCTY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:41.202122] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PCTY.txt
[2025-11-27T19:55:41.202275] [INFO ] [sig       ] [2521/3661] Completed PCTY in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-11-27T19:55:41.202327] [INFO ] [sig       ] [2522/3661] Forecasting PCVX...
[2025-11-27T19:55:41.202371] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-11-27T19:55:41.202411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-11-27T19:55:41.213238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-11-27T19:55:41.213562] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-11-27T19:55:41.214352] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-11-27T19:55:41.214415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:41.214465] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:41.214510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:41.214611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:41.273705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:41.274533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:41.274642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:41.274686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:41.393821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:41.393984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:41.394032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:41.394082] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:41.397336] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=50.59%)
[2025-11-27T19:55:41.397631] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-11-27T19:55:41.397759] [INFO ] [sig       ] PCVX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:41.539596] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PCVX.txt
[2025-11-27T19:55:41.539754] [INFO ] [sig       ] [2522/3661] Completed PCVX in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-11-27T19:55:41.539826] [INFO ] [sig       ] [2523/3661] Forecasting PCYO...
[2025-11-27T19:55:41.539878] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-11-27T19:55:41.539981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-11-27T19:55:41.551015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-11-27T19:55:41.551339] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-11-27T19:55:41.552153] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-11-27T19:55:41.552217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:41.552259] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:41.552296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:41.552362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:41.612279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:41.612972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:41.613062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:41.613105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:41.731803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:41.731966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:41.732016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:41.732054] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:41.735339] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=83.74%)
[2025-11-27T19:55:41.735630] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-11-27T19:55:41.735762] [INFO ] [sig       ] PCYO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:41.877963] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PCYO.txt
[2025-11-27T19:55:41.878121] [INFO ] [sig       ] [2523/3661] Completed PCYO in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-11-27T19:55:41.878181] [INFO ] [sig       ] [2524/3661] Forecasting PD...
[2025-11-27T19:55:41.878222] [INFO ] [sig       ] Generating forecast for: PD
[2025-11-27T19:55:41.878271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-11-27T19:55:41.889287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-11-27T19:55:41.889616] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-11-27T19:55:41.890392] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-11-27T19:55:41.890454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:41.890504] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:41.890550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:41.890643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:41.947640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:41.948308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:41.948397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:41.948438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:42.063323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:42.063490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:42.063540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:42.063595] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:42.066935] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-27T19:55:42.067213] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-11-27T19:55:42.067349] [INFO ] [sig       ] PD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:42.206891] [INFO ] [LOCAL     ] Saved forecast: PD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PD.txt
[2025-11-27T19:55:42.207039] [INFO ] [sig       ] [2524/3661] Completed PD in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:42.207089] [INFO ] [sig       ] [2525/3661] Forecasting PDBC...
[2025-11-27T19:55:42.207128] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-11-27T19:55:42.207165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-11-27T19:55:42.218269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-11-27T19:55:42.218611] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-11-27T19:55:42.219360] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-11-27T19:55:42.219422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:42.219462] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:42.219499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:42.219563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:42.277721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:42.278415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:42.278503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:42.278542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:42.393321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:42.393485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:42.393545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:42.393603] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:42.396827] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=64.88%)
[2025-11-27T19:55:42.397111] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-11-27T19:55:42.397238] [INFO ] [sig       ] PDBC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:42.541479] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PDBC.txt
[2025-11-27T19:55:42.541637] [INFO ] [sig       ] [2525/3661] Completed PDBC in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:42.541686] [INFO ] [sig       ] [2526/3661] Forecasting PDD...
[2025-11-27T19:55:42.541733] [INFO ] [sig       ] Generating forecast for: PDD
[2025-11-27T19:55:42.541770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-11-27T19:55:42.553389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-11-27T19:55:42.553718] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-11-27T19:55:42.554503] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-11-27T19:55:42.554565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:42.554625] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:42.554659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:42.554722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:42.609194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:42.609840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:42.609927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:42.609969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:42.728786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:42.728963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:42.729009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:42.729048] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:42.732390] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2025-11-27T19:55:42.732714] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-11-27T19:55:42.732872] [INFO ] [sig       ] PDD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:42.871421] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PDD.txt
[2025-11-27T19:55:42.871591] [INFO ] [sig       ] [2526/3661] Completed PDD in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:42.871645] [INFO ] [sig       ] [2527/3661] Forecasting PDEX...
[2025-11-27T19:55:42.871695] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-11-27T19:55:42.871760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-11-27T19:55:42.883045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-11-27T19:55:42.883441] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-11-27T19:55:42.884251] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-11-27T19:55:42.884316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:42.884367] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:42.884413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:42.884489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:42.941321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:42.942193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:42.942288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:42.942341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:43.067641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:43.067803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:43.067850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:43.067936] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:43.071161] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-11-27T19:55:43.071443] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-11-27T19:55:43.071595] [INFO ] [sig       ] PDEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:43.207879] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PDEX.txt
[2025-11-27T19:55:43.208061] [INFO ] [sig       ] [2527/3661] Completed PDEX in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:43.208145] [INFO ] [sig       ] [2528/3661] Forecasting PDFS...
[2025-11-27T19:55:43.208237] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-11-27T19:55:43.208282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-11-27T19:55:43.218820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-11-27T19:55:43.219136] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-11-27T19:55:43.219942] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-11-27T19:55:43.220007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:43.220050] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:43.220088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:43.220154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:43.275858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:43.276458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:43.276543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:43.276602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:43.399500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:43.399682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:43.399734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:43.399772] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:43.403042] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-11-27T19:55:43.403321] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-11-27T19:55:43.403451] [INFO ] [sig       ] PDFS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:43.537353] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PDFS.txt
[2025-11-27T19:55:43.537515] [INFO ] [sig       ] [2528/3661] Completed PDFS in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:43.537567] [INFO ] [sig       ] [2529/3661] Forecasting PDI...
[2025-11-27T19:55:43.537625] [INFO ] [sig       ] Generating forecast for: PDI
[2025-11-27T19:55:43.537663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-11-27T19:55:43.548813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-11-27T19:55:43.549115] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-11-27T19:55:43.549940] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-11-27T19:55:43.550005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:43.550046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:43.550083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:43.550147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:43.608045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:43.608761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:43.608867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:43.608918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:43.725890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:43.726030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:43.726077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:43.726116] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:43.729348] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-11-27T19:55:43.729636] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-11-27T19:55:43.729767] [INFO ] [sig       ] PDI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:43.863030] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PDI.txt
[2025-11-27T19:55:43.863180] [INFO ] [sig       ] [2529/3661] Completed PDI in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:43.863247] [INFO ] [sig       ] [2530/3661] Forecasting PDLB...
[2025-11-27T19:55:43.863289] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-11-27T19:55:43.863331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-11-27T19:55:43.873998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-11-27T19:55:43.874293] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-11-27T19:55:43.875082] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-11-27T19:55:43.875144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:43.875185] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:43.875221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:43.875284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:43.932288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:43.932945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:43.933032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:43.933074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:44.049852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:44.050020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:44.050069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:44.050106] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:44.053298] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-11-27T19:55:44.053568] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-11-27T19:55:44.053716] [INFO ] [sig       ] PDLB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:44.186919] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PDLB.txt
[2025-11-27T19:55:44.187072] [INFO ] [sig       ] [2530/3661] Completed PDLB in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:44.187122] [INFO ] [sig       ] [2531/3661] Forecasting PDM...
[2025-11-27T19:55:44.187161] [INFO ] [sig       ] Generating forecast for: PDM
[2025-11-27T19:55:44.187197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-11-27T19:55:44.197891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-11-27T19:55:44.198196] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-11-27T19:55:44.198983] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-11-27T19:55:44.199045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:44.199085] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:44.199129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:44.199195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:44.253384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:44.254013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:44.254098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:44.254139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:44.369017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:44.369181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:44.369231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:44.369269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:44.372484] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=21.99%)
[2025-11-27T19:55:44.372769] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-11-27T19:55:44.372899] [INFO ] [sig       ] PDM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:44.506600] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PDM.txt
[2025-11-27T19:55:44.506749] [INFO ] [sig       ] [2531/3661] Completed PDM in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:44.506798] [INFO ] [sig       ] [2532/3661] Forecasting PDO...
[2025-11-27T19:55:44.506838] [INFO ] [sig       ] Generating forecast for: PDO
[2025-11-27T19:55:44.506891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-11-27T19:55:44.517696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-11-27T19:55:44.517991] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-11-27T19:55:44.518801] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-11-27T19:55:44.518861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:44.518902] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:44.518938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:44.519005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:44.575295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:44.576005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:44.576120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:44.576173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:44.690320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:44.690476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:44.690526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:44.690563] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:44.693785] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-11-27T19:55:44.694051] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-11-27T19:55:44.694180] [INFO ] [sig       ] PDO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:44.831567] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PDO.txt
[2025-11-27T19:55:44.831729] [INFO ] [sig       ] [2532/3661] Completed PDO in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:44.831780] [INFO ] [sig       ] [2533/3661] Forecasting PDP...
[2025-11-27T19:55:44.831820] [INFO ] [sig       ] Generating forecast for: PDP
[2025-11-27T19:55:44.831877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-11-27T19:55:44.842761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-11-27T19:55:44.843060] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-11-27T19:55:44.843873] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-11-27T19:55:44.843939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:44.843985] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:44.844016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:44.844082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:44.901453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:44.902108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:44.902194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:44.902237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:45.014072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:45.014242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:45.014290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:45.014328] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:45.017639] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-11-27T19:55:45.017950] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-11-27T19:55:45.018099] [INFO ] [sig       ] PDP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:45.157149] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PDP.txt
[2025-11-27T19:55:45.157314] [INFO ] [sig       ] [2533/3661] Completed PDP in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:45.157364] [INFO ] [sig       ] [2534/3661] Forecasting PDS...
[2025-11-27T19:55:45.157426] [INFO ] [sig       ] Generating forecast for: PDS
[2025-11-27T19:55:45.157465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-11-27T19:55:45.168603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-11-27T19:55:45.168934] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-11-27T19:55:45.169761] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-11-27T19:55:45.169825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:45.169869] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:45.169907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:45.169974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:45.227722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:45.228438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:45.228531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:45.228591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:45.348041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:45.348222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:45.348274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:45.348312] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:45.351605] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-11-27T19:55:45.351873] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-11-27T19:55:45.352004] [INFO ] [sig       ] PDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:45.492228] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PDS.txt
[2025-11-27T19:55:45.492373] [INFO ] [sig       ] [2534/3661] Completed PDS in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:45.492420] [INFO ] [sig       ] [2535/3661] Forecasting PDX...
[2025-11-27T19:55:45.492460] [INFO ] [sig       ] Generating forecast for: PDX
[2025-11-27T19:55:45.492506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-11-27T19:55:45.504037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-11-27T19:55:45.504383] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-11-27T19:55:45.505221] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-11-27T19:55:45.505285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:45.505324] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:45.505363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:45.505425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:45.560428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:45.561131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:45.561219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:45.561261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:45.684371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:45.684561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:45.684630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:45.684667] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:45.688043] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-11-27T19:55:45.688345] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-11-27T19:55:45.688486] [INFO ] [sig       ] PDX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:45.824615] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PDX.txt
[2025-11-27T19:55:45.824768] [INFO ] [sig       ] [2535/3661] Completed PDX in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:45.824817] [INFO ] [sig       ] [2536/3661] Forecasting PDYN...
[2025-11-27T19:55:45.824855] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-11-27T19:55:45.824889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-11-27T19:55:45.835782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-11-27T19:55:45.836090] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-11-27T19:55:45.836866] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-11-27T19:55:45.836940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:45.836990] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:45.837034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:45.837104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:45.892147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:45.892940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:45.893035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:45.893082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:46.008986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:46.009167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:46.009219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:46.009259] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:46.012514] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2025-11-27T19:55:46.012804] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-11-27T19:55:46.012935] [INFO ] [sig       ] PDYN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:46.148065] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PDYN.txt
[2025-11-27T19:55:46.148240] [INFO ] [sig       ] [2536/3661] Completed PDYN in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:46.148293] [INFO ] [sig       ] [2537/3661] Forecasting PEB...
[2025-11-27T19:55:46.148330] [INFO ] [sig       ] Generating forecast for: PEB
[2025-11-27T19:55:46.148366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-11-27T19:55:46.159399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-11-27T19:55:46.159715] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-11-27T19:55:46.160488] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-11-27T19:55:46.160564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:46.160639] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:46.160678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:46.160740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:46.214851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:46.215539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:46.215646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:46.215688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:46.335880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:46.336061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:46.336112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:46.336151] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:46.339467] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-11-27T19:55:46.339762] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-11-27T19:55:46.339895] [INFO ] [sig       ] PEB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:46.474906] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PEB.txt
[2025-11-27T19:55:46.475060] [INFO ] [sig       ] [2537/3661] Completed PEB in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:46.475113] [INFO ] [sig       ] [2538/3661] Forecasting PEBK...
[2025-11-27T19:55:46.475149] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-11-27T19:55:46.475194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-11-27T19:55:46.484912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-11-27T19:55:46.485183] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-11-27T19:55:46.486005] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-11-27T19:55:46.486076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:46.486131] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:46.486181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:46.486263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:46.544899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:46.545706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:46.545803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:46.545860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:46.637273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:46.637441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:46.637502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:46.637552] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:46.640850] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=36.12%)
[2025-11-27T19:55:46.641148] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-11-27T19:55:46.641295] [INFO ] [sig       ] PEBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:46.774832] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PEBK.txt
[2025-11-27T19:55:46.774999] [INFO ] [sig       ] [2538/3661] Completed PEBK in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.3m
[2025-11-27T19:55:46.775063] [INFO ] [sig       ] [2539/3661] Forecasting PEBO...
[2025-11-27T19:55:46.775115] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-11-27T19:55:46.775165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-11-27T19:55:46.786530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-11-27T19:55:46.786927] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-11-27T19:55:46.787748] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-11-27T19:55:46.787813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:46.787864] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:46.787911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:46.787981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:46.845225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:46.846071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:46.846166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:46.846209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:46.962527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:46.962720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:46.962771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:46.962810] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:46.966150] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-11-27T19:55:46.966424] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-11-27T19:55:46.966562] [INFO ] [sig       ] PEBO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:47.103593] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PEBO.txt
[2025-11-27T19:55:47.103756] [INFO ] [sig       ] [2539/3661] Completed PEBO in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-11-27T19:55:47.103805] [INFO ] [sig       ] [2540/3661] Forecasting PECO...
[2025-11-27T19:55:47.103844] [INFO ] [sig       ] Generating forecast for: PECO
[2025-11-27T19:55:47.103898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-11-27T19:55:47.114297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-11-27T19:55:47.114638] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-11-27T19:55:47.115399] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-11-27T19:55:47.115461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:47.115502] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:47.115538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:47.115623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:47.172308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:47.173080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:47.173170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:47.173215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:47.291781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:47.291951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:47.292019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:47.292063] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:47.295437] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-11-27T19:55:47.295737] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-11-27T19:55:47.295872] [INFO ] [sig       ] PECO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:47.436313] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PECO.txt
[2025-11-27T19:55:47.436487] [INFO ] [sig       ] [2540/3661] Completed PECO in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-11-27T19:55:47.436538] [INFO ] [sig       ] [2541/3661] Forecasting PEG...
[2025-11-27T19:55:47.436596] [INFO ] [sig       ] Generating forecast for: PEG
[2025-11-27T19:55:47.436636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-11-27T19:55:47.447588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-11-27T19:55:47.447898] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-11-27T19:55:47.448754] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-11-27T19:55:47.448820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:47.448861] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:47.448899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:47.448964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:47.505418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:47.506073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:47.506159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:47.506201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:47.628665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:47.628867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:47.628916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:47.628948] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:47.632429] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=91.92%)
[2025-11-27T19:55:47.632717] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-11-27T19:55:47.632858] [INFO ] [sig       ] PEG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:47.768779] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PEG.txt
[2025-11-27T19:55:47.768929] [INFO ] [sig       ] [2541/3661] Completed PEG in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-11-27T19:55:47.768987] [INFO ] [sig       ] [2542/3661] Forecasting PEGA...
[2025-11-27T19:55:47.769030] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-11-27T19:55:47.769077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-11-27T19:55:47.780300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-11-27T19:55:47.780607] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-11-27T19:55:47.781382] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-11-27T19:55:47.781446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:47.781488] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:47.781524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:47.781607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:47.848209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:47.849078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:47.849171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:47.849216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:47.970719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:47.970886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:47.970934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:47.970972] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:47.974187] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-11-27T19:55:47.974461] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-11-27T19:55:47.974610] [INFO ] [sig       ] PEGA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:48.112010] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PEGA.txt
[2025-11-27T19:55:48.112178] [INFO ] [sig       ] [2542/3661] Completed PEGA in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:48.112227] [INFO ] [sig       ] [2543/3661] Forecasting PEN...
[2025-11-27T19:55:48.112267] [INFO ] [sig       ] Generating forecast for: PEN
[2025-11-27T19:55:48.112323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-11-27T19:55:48.123086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-11-27T19:55:48.123372] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-11-27T19:55:48.124176] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-11-27T19:55:48.124241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:48.124282] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:48.124320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:48.124385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:48.181510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:48.182229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:48.182319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:48.182362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:48.306178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:48.306344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:48.306392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:48.306429] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:48.309758] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-11-27T19:55:48.310037] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-11-27T19:55:48.310172] [INFO ] [sig       ] PEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:48.450198] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PEN.txt
[2025-11-27T19:55:48.450352] [INFO ] [sig       ] [2543/3661] Completed PEN in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:48.450406] [INFO ] [sig       ] [2544/3661] Forecasting PENN...
[2025-11-27T19:55:48.450463] [INFO ] [sig       ] Generating forecast for: PENN
[2025-11-27T19:55:48.450509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-11-27T19:55:48.461397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-11-27T19:55:48.461698] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-11-27T19:55:48.462454] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-11-27T19:55:48.462528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:48.462591] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:48.462631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:48.462713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:48.518479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:48.519142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:48.519232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:48.519275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:48.636937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:48.637086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:48.637134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:48.637173] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:48.640342] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-11-27T19:55:48.640638] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-11-27T19:55:48.640769] [INFO ] [sig       ] PENN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:48.780532] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PENN.txt
[2025-11-27T19:55:48.780705] [INFO ] [sig       ] [2544/3661] Completed PENN in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:48.780757] [INFO ] [sig       ] [2545/3661] Forecasting PEO...
[2025-11-27T19:55:48.780797] [INFO ] [sig       ] Generating forecast for: PEO
[2025-11-27T19:55:48.780835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-11-27T19:55:48.791766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-11-27T19:55:48.792108] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-11-27T19:55:48.792906] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-11-27T19:55:48.792969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:48.793008] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:48.793055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:48.793121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:48.851677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:48.852307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:48.852403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:48.852452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:48.970026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:48.970210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:48.970283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:48.970334] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:48.974011] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-11-27T19:55:48.974296] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-11-27T19:55:48.974431] [INFO ] [sig       ] PEO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:49.113354] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PEO.txt
[2025-11-27T19:55:49.113506] [INFO ] [sig       ] [2545/3661] Completed PEO in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:49.113556] [INFO ] [sig       ] [2546/3661] Forecasting PEP...
[2025-11-27T19:55:49.113617] [INFO ] [sig       ] Generating forecast for: PEP
[2025-11-27T19:55:49.113657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-11-27T19:55:49.125350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-11-27T19:55:49.125670] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-11-27T19:55:49.126455] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-11-27T19:55:49.126521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:49.126565] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:49.126627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:49.126692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:49.184788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:49.185427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:49.185517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:49.185562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:49.311185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:49.311361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:49.311416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:49.311457] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:49.314838] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-11-27T19:55:49.315116] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-11-27T19:55:49.315253] [INFO ] [sig       ] PEP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:49.454040] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PEP.txt
[2025-11-27T19:55:49.454191] [INFO ] [sig       ] [2546/3661] Completed PEP in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:49.454243] [INFO ] [sig       ] [2547/3661] Forecasting PEPG...
[2025-11-27T19:55:49.454285] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-11-27T19:55:49.454348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-11-27T19:55:49.468091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-11-27T19:55:49.468647] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-11-27T19:55:49.469630] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-11-27T19:55:49.469695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:49.469739] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:49.469780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:49.469867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:49.530202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:49.531283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:49.531395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:49.531451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:49.648658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:49.648841] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:55:49.648892] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:49.648930] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:49.652292] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-11-27T19:55:49.652593] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-11-27T19:55:49.652726] [INFO ] [sig       ] PEPG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:49.787931] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PEPG.txt
[2025-11-27T19:55:49.788097] [INFO ] [sig       ] [2547/3661] Completed PEPG in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:49.788187] [INFO ] [sig       ] [2548/3661] Forecasting PERF...
[2025-11-27T19:55:49.788246] [INFO ] [sig       ] Generating forecast for: PERF
[2025-11-27T19:55:49.788293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-11-27T19:55:49.800098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-11-27T19:55:49.800433] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-11-27T19:55:49.801254] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-11-27T19:55:49.801317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:49.801358] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:49.801393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:49.801457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:49.859185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:49.860024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:49.860133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:49.860186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:49.974387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:49.974564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:49.974633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:49.974672] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:49.977981] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-11-27T19:55:49.978299] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-11-27T19:55:49.978447] [INFO ] [sig       ] PERF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:50.125955] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PERF.txt
[2025-11-27T19:55:50.126144] [INFO ] [sig       ] [2548/3661] Completed PERF in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:50.126200] [INFO ] [sig       ] [2549/3661] Forecasting PERI...
[2025-11-27T19:55:50.126259] [INFO ] [sig       ] Generating forecast for: PERI
[2025-11-27T19:55:50.126310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-11-27T19:55:50.138165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-11-27T19:55:50.138543] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-11-27T19:55:50.139350] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-11-27T19:55:50.139415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:50.139456] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:50.139494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:50.139560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:50.198468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:50.199234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:50.199325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:50.199368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:50.318471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:50.318651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:50.318702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:50.318742] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:50.322140] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-11-27T19:55:50.322441] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-11-27T19:55:50.322594] [INFO ] [sig       ] PERI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:50.465227] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PERI.txt
[2025-11-27T19:55:50.465374] [INFO ] [sig       ] [2549/3661] Completed PERI in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:50.465423] [INFO ] [sig       ] [2550/3661] Forecasting PESI...
[2025-11-27T19:55:50.465464] [INFO ] [sig       ] Generating forecast for: PESI
[2025-11-27T19:55:50.465503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-11-27T19:55:50.476978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-11-27T19:55:50.477260] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-11-27T19:55:50.478025] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-11-27T19:55:50.478092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:50.478152] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:50.478192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:50.478256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:50.534135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:50.534841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:50.534931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:50.534975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:50.657752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:50.657926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:50.657976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:50.658017] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:50.661384] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2025-11-27T19:55:50.661685] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-11-27T19:55:50.661821] [INFO ] [sig       ] PESI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:50.798281] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PESI.txt
[2025-11-27T19:55:50.798429] [INFO ] [sig       ] [2550/3661] Completed PESI in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:50.798476] [INFO ] [sig       ] [2551/3661] Forecasting PETS...
[2025-11-27T19:55:50.798516] [INFO ] [sig       ] Generating forecast for: PETS
[2025-11-27T19:55:50.798587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-11-27T19:55:50.809336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-11-27T19:55:50.809650] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-11-27T19:55:50.810412] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-11-27T19:55:50.810475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:50.810516] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:50.810552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:50.810636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:50.872848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:50.873713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:50.873805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:50.873845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:50.996880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:50.997065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:50.997133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:50.997173] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:51.000511] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=69.40%)
[2025-11-27T19:55:51.000816] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-11-27T19:55:51.000958] [INFO ] [sig       ] PETS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:51.136459] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PETS.txt
[2025-11-27T19:55:51.136639] [INFO ] [sig       ] [2551/3661] Completed PETS in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:51.136693] [INFO ] [sig       ] [2552/3661] Forecasting PEY...
[2025-11-27T19:55:51.136734] [INFO ] [sig       ] Generating forecast for: PEY
[2025-11-27T19:55:51.136794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-11-27T19:55:51.147774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-11-27T19:55:51.148060] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-11-27T19:55:51.148888] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-11-27T19:55:51.148959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:51.148996] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:51.149034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:51.149097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:51.209005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:51.209876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:51.209968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:51.210012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:51.323411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:51.323588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:51.323638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:51.323676] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:51.326883] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-11-27T19:55:51.327155] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-11-27T19:55:51.327282] [INFO ] [sig       ] PEY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:51.463174] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PEY.txt
[2025-11-27T19:55:51.463319] [INFO ] [sig       ] [2552/3661] Completed PEY in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:51.463368] [INFO ] [sig       ] [2553/3661] Forecasting PFBC...
[2025-11-27T19:55:51.463405] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-11-27T19:55:51.463445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-11-27T19:55:51.474156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-11-27T19:55:51.474450] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-11-27T19:55:51.475228] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-11-27T19:55:51.475290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:51.475330] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:51.475366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:51.475430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:51.532160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:51.532872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:51.532962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:51.533005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:51.649336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:51.649505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:51.649555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:51.649610] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:51.653036] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-11-27T19:55:51.653348] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-11-27T19:55:51.653500] [INFO ] [sig       ] PFBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:51.792348] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFBC.txt
[2025-11-27T19:55:51.792502] [INFO ] [sig       ] [2553/3661] Completed PFBC in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:51.792551] [INFO ] [sig       ] [2554/3661] Forecasting PFD...
[2025-11-27T19:55:51.792606] [INFO ] [sig       ] Generating forecast for: PFD
[2025-11-27T19:55:51.792644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-11-27T19:55:51.803767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-11-27T19:55:51.804102] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-11-27T19:55:51.804929] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-11-27T19:55:51.804994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:51.805037] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:51.805075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:51.805141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:51.861770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:51.862420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:51.862510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:51.862553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:51.969755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:51.969922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:51.969972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:51.970015] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:51.973458] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-11-27T19:55:51.973761] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-11-27T19:55:51.973900] [INFO ] [sig       ] PFD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:52.116977] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFD.txt
[2025-11-27T19:55:52.117174] [INFO ] [sig       ] [2554/3661] Completed PFD in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:52.117231] [INFO ] [sig       ] [2555/3661] Forecasting PFE...
[2025-11-27T19:55:52.117271] [INFO ] [sig       ] Generating forecast for: PFE
[2025-11-27T19:55:52.117329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-11-27T19:55:52.128326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-11-27T19:55:52.128736] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-11-27T19:55:52.129502] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-11-27T19:55:52.129565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:52.129642] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:52.129680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:52.129743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:52.185903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:52.186726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:52.186833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:52.186875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:52.300167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:52.300325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:52.300372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:52.300409] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:52.303621] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=35.37%)
[2025-11-27T19:55:52.303888] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-11-27T19:55:52.304016] [INFO ] [sig       ] PFE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:52.441619] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFE.txt
[2025-11-27T19:55:52.441796] [INFO ] [sig       ] [2555/3661] Completed PFE in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:52.441847] [INFO ] [sig       ] [2556/3661] Forecasting PFF...
[2025-11-27T19:55:52.441886] [INFO ] [sig       ] Generating forecast for: PFF
[2025-11-27T19:55:52.441923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-11-27T19:55:52.454415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-11-27T19:55:52.454905] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-11-27T19:55:52.455749] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-11-27T19:55:52.455816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:52.455859] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:52.455896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:52.455962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:52.515938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:52.516852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:52.516946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:52.516991] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:52.640170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:52.640345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:52.640395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:52.640433] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:52.643678] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-11-27T19:55:52.643978] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-11-27T19:55:52.644117] [INFO ] [sig       ] PFF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:52.781973] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFF.txt
[2025-11-27T19:55:52.782159] [INFO ] [sig       ] [2556/3661] Completed PFF in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.2m
[2025-11-27T19:55:52.782209] [INFO ] [sig       ] [2557/3661] Forecasting PFG...
[2025-11-27T19:55:52.782249] [INFO ] [sig       ] Generating forecast for: PFG
[2025-11-27T19:55:52.782288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-11-27T19:55:52.793409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-11-27T19:55:52.793718] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-11-27T19:55:52.794500] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-11-27T19:55:52.794563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:52.794625] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:52.794661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:52.794725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:52.849262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:52.849893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:52.849981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:52.850024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:52.969194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:52.969372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:52.969422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:52.969461] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:52.972800] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-11-27T19:55:52.973080] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-11-27T19:55:52.973220] [INFO ] [sig       ] PFG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:53.110827] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PFG.txt
[2025-11-27T19:55:53.111006] [INFO ] [sig       ] [2557/3661] Completed PFG in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-11-27T19:55:53.111064] [INFO ] [sig       ] [2558/3661] Forecasting PFGC...
[2025-11-27T19:55:53.111107] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-11-27T19:55:53.111146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-11-27T19:55:53.122196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-11-27T19:55:53.122463] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-11-27T19:55:53.123256] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-11-27T19:55:53.123320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:53.123361] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:53.123397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:53.123461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:53.179316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:53.179947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:53.180052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:53.180094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:53.300025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:53.300197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:53.300247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:53.300278] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:53.303483] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-11-27T19:55:53.303771] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-11-27T19:55:53.303902] [INFO ] [sig       ] PFGC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:53.439226] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PFGC.txt
[2025-11-27T19:55:53.439368] [INFO ] [sig       ] [2558/3661] Completed PFGC in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-11-27T19:55:53.439416] [INFO ] [sig       ] [2559/3661] Forecasting PFH...
[2025-11-27T19:55:53.439462] [INFO ] [sig       ] Generating forecast for: PFH
[2025-11-27T19:55:53.439520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-11-27T19:55:53.450147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-11-27T19:55:53.450410] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-11-27T19:55:53.451179] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-11-27T19:55:53.451241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:53.451282] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:53.451318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:53.451383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:53.506800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:53.507545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:53.507650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:53.507692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:53.630243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:53.630437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:53.630504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:53.630548] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:53.634757] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-11-27T19:55:53.635172] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-11-27T19:55:53.635364] [INFO ] [sig       ] PFH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:53.791659] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFH.txt
[2025-11-27T19:55:53.791836] [INFO ] [sig       ] [2559/3661] Completed PFH in 0.4s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-11-27T19:55:53.791892] [INFO ] [sig       ] [2560/3661] Forecasting PFIS...
[2025-11-27T19:55:53.791931] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-11-27T19:55:53.791970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-11-27T19:55:53.802720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-11-27T19:55:53.803069] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-11-27T19:55:53.803854] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-11-27T19:55:53.803916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:53.803957] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:53.803993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:53.804057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:53.858968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:53.859662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:53.859747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:53.859793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:53.979446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:53.979626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:53.979676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:53.979714] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:53.982941] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-11-27T19:55:53.983243] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-11-27T19:55:53.983376] [INFO ] [sig       ] PFIS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:54.120816] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFIS.txt
[2025-11-27T19:55:54.120973] [INFO ] [sig       ] [2560/3661] Completed PFIS in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:54.121021] [INFO ] [sig       ] [2561/3661] Forecasting PFL...
[2025-11-27T19:55:54.121052] [INFO ] [sig       ] Generating forecast for: PFL
[2025-11-27T19:55:54.121086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-11-27T19:55:54.131475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-11-27T19:55:54.131768] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-11-27T19:55:54.132519] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-11-27T19:55:54.132599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:54.132641] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:54.132678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:54.132744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:54.188528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:54.189133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:54.189220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:54.189258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:54.305780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:54.305947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:54.306016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:54.306054] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:54.309301] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-11-27T19:55:54.309568] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-11-27T19:55:54.309719] [INFO ] [sig       ] PFL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:54.446145] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFL.txt
[2025-11-27T19:55:54.446303] [INFO ] [sig       ] [2561/3661] Completed PFL in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:54.446351] [INFO ] [sig       ] [2562/3661] Forecasting PFM...
[2025-11-27T19:55:54.446383] [INFO ] [sig       ] Generating forecast for: PFM
[2025-11-27T19:55:54.446422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-11-27T19:55:54.457043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-11-27T19:55:54.457385] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-11-27T19:55:54.458220] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-11-27T19:55:54.458293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:54.458334] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:54.458370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:54.458435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:54.514466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:54.515159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:54.515247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:54.515298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:54.636674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:54.636864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:54.636921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:54.636985] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:54.641051] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-11-27T19:55:54.641478] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-11-27T19:55:54.641682] [INFO ] [sig       ] PFM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:54.787086] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFM.txt
[2025-11-27T19:55:54.787269] [INFO ] [sig       ] [2562/3661] Completed PFM in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:54.787322] [INFO ] [sig       ] [2563/3661] Forecasting PFN...
[2025-11-27T19:55:54.787386] [INFO ] [sig       ] Generating forecast for: PFN
[2025-11-27T19:55:54.787432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-11-27T19:55:54.798539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-11-27T19:55:54.798923] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-11-27T19:55:54.799753] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-11-27T19:55:54.799817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:54.799860] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:54.799898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:54.799975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:54.857292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:54.858152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:54.858269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:54.858316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:54.980241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:54.980409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:54.980471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:54.980516] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:54.983842] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2025-11-27T19:55:54.984120] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-11-27T19:55:54.984254] [INFO ] [sig       ] PFN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:55.124031] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFN.txt
[2025-11-27T19:55:55.124207] [INFO ] [sig       ] [2563/3661] Completed PFN in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:55.124268] [INFO ] [sig       ] [2564/3661] Forecasting PFO...
[2025-11-27T19:55:55.124311] [INFO ] [sig       ] Generating forecast for: PFO
[2025-11-27T19:55:55.124345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-11-27T19:55:55.135542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-11-27T19:55:55.135885] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-11-27T19:55:55.136719] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-11-27T19:55:55.136783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:55.136826] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:55.136863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:55.136930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:55.195160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:55.195783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:55.195869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:55.195912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:55.310417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:55.310586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:55.310636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:55.310671] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:55.314015] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-11-27T19:55:55.314291] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-11-27T19:55:55.314429] [INFO ] [sig       ] PFO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:55.456533] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PFO.txt
[2025-11-27T19:55:55.456703] [INFO ] [sig       ] [2564/3661] Completed PFO in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:55.456756] [INFO ] [sig       ] [2565/3661] Forecasting PFS...
[2025-11-27T19:55:55.456811] [INFO ] [sig       ] Generating forecast for: PFS
[2025-11-27T19:55:55.456846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-11-27T19:55:55.468150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-11-27T19:55:55.468464] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-11-27T19:55:55.469249] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-11-27T19:55:55.469323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:55.469370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:55.469408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:55.469475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:55.527405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:55.528071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:55.528184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:55.528231] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:55.651730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:55.651901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:55.651956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:55.651995] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:55.655384] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-11-27T19:55:55.655683] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-11-27T19:55:55.655818] [INFO ] [sig       ] PFS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:55.795276] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PFS.txt
[2025-11-27T19:55:55.795429] [INFO ] [sig       ] [2565/3661] Completed PFS in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:55.795481] [INFO ] [sig       ] [2566/3661] Forecasting PFSI...
[2025-11-27T19:55:55.795517] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-11-27T19:55:55.795596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-11-27T19:55:55.806520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-11-27T19:55:55.806836] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-11-27T19:55:55.807629] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-11-27T19:55:55.807716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:55.807761] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:55.807798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:55.807875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:55.864980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:55.865871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:55.865985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:55.866030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:55.983950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:55.984125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:55.984176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:55.984214] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:55.987520] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-11-27T19:55:55.987818] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-11-27T19:55:55.987954] [INFO ] [sig       ] PFSI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:56.125512] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PFSI.txt
[2025-11-27T19:55:56.125689] [INFO ] [sig       ] [2566/3661] Completed PFSI in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:56.125745] [INFO ] [sig       ] [2567/3661] Forecasting PGC...
[2025-11-27T19:55:56.125802] [INFO ] [sig       ] Generating forecast for: PGC
[2025-11-27T19:55:56.125837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-11-27T19:55:56.136135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-11-27T19:55:56.136455] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-11-27T19:55:56.137242] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-11-27T19:55:56.137305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:56.137345] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:56.137380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:56.137444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:56.192119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:56.192840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:56.192930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:56.192969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:56.317158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:56.317352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:56.317402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:56.317441] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:56.320864] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-11-27T19:55:56.321146] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-11-27T19:55:56.321281] [INFO ] [sig       ] PGC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:56.460924] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PGC.txt
[2025-11-27T19:55:56.461081] [INFO ] [sig       ] [2567/3661] Completed PGC in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:56.461152] [INFO ] [sig       ] [2568/3661] Forecasting PGEN...
[2025-11-27T19:55:56.461195] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-11-27T19:55:56.461234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-11-27T19:55:56.471971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-11-27T19:55:56.472329] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-11-27T19:55:56.473119] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-11-27T19:55:56.473197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:56.473240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:56.473275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:56.473339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:56.528029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:56.528925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:56.529019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:56.529062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:56.645068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:56.645245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:56.645294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:56.645328] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:56.648637] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-11-27T19:55:56.648938] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-11-27T19:55:56.649077] [INFO ] [sig       ] PGEN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:56.784482] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PGEN.txt
[2025-11-27T19:55:56.784654] [INFO ] [sig       ] [2568/3661] Completed PGEN in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:56.784725] [INFO ] [sig       ] [2569/3661] Forecasting PGJ...
[2025-11-27T19:55:56.784763] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-11-27T19:55:56.784803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-11-27T19:55:56.795186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-11-27T19:55:56.795508] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-11-27T19:55:56.796348] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-11-27T19:55:56.796414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:56.796470] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:56.796535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:56.796670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:56.851891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:56.852556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:56.852657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:56.852707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:56.972691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:56.972828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:56.972886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:56.972937] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:56.976235] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-11-27T19:55:56.976542] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-11-27T19:55:56.976727] [INFO ] [sig       ] PGJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:57.113475] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PGJ.txt
[2025-11-27T19:55:57.113674] [INFO ] [sig       ] [2569/3661] Completed PGJ in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:57.113759] [INFO ] [sig       ] [2570/3661] Forecasting PGNY...
[2025-11-27T19:55:57.113875] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-11-27T19:55:57.113929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-11-27T19:55:57.124595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-11-27T19:55:57.124919] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-11-27T19:55:57.125764] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-11-27T19:55:57.125834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:57.125887] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:57.125938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:57.126028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:57.182368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:57.183026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:57.183115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:57.183159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:57.299024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:57.299193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:57.299253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:57.299301] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:57.302640] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=16.66%)
[2025-11-27T19:55:57.302919] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-11-27T19:55:57.303057] [INFO ] [sig       ] PGNY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:57.442412] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PGNY.txt
[2025-11-27T19:55:57.442558] [INFO ] [sig       ] [2570/3661] Completed PGNY in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:57.442619] [INFO ] [sig       ] [2571/3661] Forecasting PGP...
[2025-11-27T19:55:57.442674] [INFO ] [sig       ] Generating forecast for: PGP
[2025-11-27T19:55:57.442716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-11-27T19:55:57.453959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-11-27T19:55:57.454313] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-11-27T19:55:57.455167] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-11-27T19:55:57.455236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:57.455297] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:57.455352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:57.455446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:57.512139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:57.512843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:57.512938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:57.513000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:57.626156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:57.626309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:57.626373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:57.626431] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:57.629672] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-11-27T19:55:57.629963] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-11-27T19:55:57.630118] [INFO ] [sig       ] PGP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:57.767007] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PGP.txt
[2025-11-27T19:55:57.767166] [INFO ] [sig       ] [2571/3661] Completed PGP in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:57.767246] [INFO ] [sig       ] [2572/3661] Forecasting PGRE...
[2025-11-27T19:55:57.767322] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-11-27T19:55:57.767378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-11-27T19:55:57.778322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-11-27T19:55:57.778672] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-11-27T19:55:57.779480] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-11-27T19:55:57.779545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:57.779621] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:57.779677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:57.779775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:57.836010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:57.836694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:57.836790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:57.836853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:57.952213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:57.952390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:57.952461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:57.952522] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:57.955850] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-11-27T19:55:57.956175] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-11-27T19:55:57.956349] [INFO ] [sig       ] PGRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:58.091129] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PGRE.txt
[2025-11-27T19:55:58.091284] [INFO ] [sig       ] [2572/3661] Completed PGRE in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:58.091335] [INFO ] [sig       ] [2573/3661] Forecasting PGY...
[2025-11-27T19:55:58.091371] [INFO ] [sig       ] Generating forecast for: PGY
[2025-11-27T19:55:58.091434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-11-27T19:55:58.102228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-11-27T19:55:58.102590] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-11-27T19:55:58.103396] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-11-27T19:55:58.103460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:58.103502] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:58.103539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:58.103624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:58.158475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:58.159155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:58.159247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:58.159293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:58.285310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:58.285526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:58.285621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:58.285683] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:58.289278] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-11-27T19:55:58.289597] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-11-27T19:55:58.289737] [INFO ] [sig       ] PGY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:58.427826] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PGY.txt
[2025-11-27T19:55:58.427976] [INFO ] [sig       ] [2573/3661] Completed PGY in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:58.428034] [INFO ] [sig       ] [2574/3661] Forecasting PGZ...
[2025-11-27T19:55:58.428065] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-11-27T19:55:58.428137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-11-27T19:55:58.439874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-11-27T19:55:58.440258] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-11-27T19:55:58.441117] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-11-27T19:55:58.441180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:58.441222] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:58.441260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:58.441324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:58.496992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:58.497833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:58.497930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:58.497976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:58.610722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:58.610903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:58.610968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:58.611022] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:58.614449] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-11-27T19:55:58.614791] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-11-27T19:55:58.614960] [INFO ] [sig       ] PGZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:58.754934] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PGZ.txt
[2025-11-27T19:55:58.755141] [INFO ] [sig       ] [2574/3661] Completed PGZ in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.1m
[2025-11-27T19:55:58.755205] [INFO ] [sig       ] [2575/3661] Forecasting PH...
[2025-11-27T19:55:58.755289] [INFO ] [sig       ] Generating forecast for: PH
[2025-11-27T19:55:58.755350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-11-27T19:55:58.766410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-11-27T19:55:58.766770] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-11-27T19:55:58.767596] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-11-27T19:55:58.767672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:58.767716] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:58.767751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:58.767816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:58.823882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:58.824767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:58.824864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:58.824908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:58.942505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:58.942691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:58.942757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:58.942797] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:58.946033] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-11-27T19:55:58.946318] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-11-27T19:55:58.946451] [INFO ] [sig       ] PH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:55:59.085712] [INFO ] [LOCAL     ] Saved forecast: PH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PH.txt
[2025-11-27T19:55:59.085893] [INFO ] [sig       ] [2575/3661] Completed PH in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-11-27T19:55:59.085948] [INFO ] [sig       ] [2576/3661] Forecasting PHG...
[2025-11-27T19:55:59.085981] [INFO ] [sig       ] Generating forecast for: PHG
[2025-11-27T19:55:59.086019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-11-27T19:55:59.096845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-11-27T19:55:59.097185] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-11-27T19:55:59.097983] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-11-27T19:55:59.098045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:59.098086] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:59.098138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:59.098222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:59.153492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:59.154327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:59.154417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:59.154458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:59.274346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:59.274508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:59.274557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:59.274613] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:59.277837] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-11-27T19:55:59.278121] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-11-27T19:55:59.278265] [INFO ] [sig       ] PHG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:59.419761] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PHG.txt
[2025-11-27T19:55:59.419929] [INFO ] [sig       ] [2576/3661] Completed PHG in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-11-27T19:55:59.419987] [INFO ] [sig       ] [2577/3661] Forecasting PHI...
[2025-11-27T19:55:59.420026] [INFO ] [sig       ] Generating forecast for: PHI
[2025-11-27T19:55:59.420064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-11-27T19:55:59.430689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-11-27T19:55:59.430980] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-11-27T19:55:59.431762] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-11-27T19:55:59.431825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:59.431866] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:59.431902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:59.431965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:59.487799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:59.488750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:59.488841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:59.488885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:59.605067] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:59.605225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:59.605272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:59.605311] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:59.608542] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-11-27T19:55:59.608829] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-11-27T19:55:59.608958] [INFO ] [sig       ] PHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:55:59.747648] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PHI.txt
[2025-11-27T19:55:59.747797] [INFO ] [sig       ] [2577/3661] Completed PHI in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-11-27T19:55:59.747857] [INFO ] [sig       ] [2578/3661] Forecasting PHIN...
[2025-11-27T19:55:59.747896] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-11-27T19:55:59.747950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-11-27T19:55:59.759470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-11-27T19:55:59.759835] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-11-27T19:55:59.760720] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-11-27T19:55:59.760782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:55:59.760840] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:55:59.760893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:55:59.760986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:55:59.816890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:55:59.817517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:55:59.817621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:55:59.817679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:55:59.936150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:55:59.936293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:55:59.936339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:55:59.936374] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:55:59.939609] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-11-27T19:55:59.939921] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-11-27T19:55:59.940061] [INFO ] [sig       ] PHIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:00.077058] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PHIN.txt
[2025-11-27T19:56:00.077207] [INFO ] [sig       ] [2578/3661] Completed PHIN in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:00.077255] [INFO ] [sig       ] [2579/3661] Forecasting PHIO...
[2025-11-27T19:56:00.077295] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-11-27T19:56:00.077336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-11-27T19:56:00.088310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-11-27T19:56:00.088660] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-11-27T19:56:00.089475] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-11-27T19:56:00.089541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:00.089616] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:00.089679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:00.089774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:00.149051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:00.149777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:00.149864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:00.149912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:00.268366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:00.268513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:00.268561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:00.268616] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:00.271800] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-11-27T19:56:00.272090] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-11-27T19:56:00.272239] [INFO ] [sig       ] PHIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:00.407837] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PHIO.txt
[2025-11-27T19:56:00.407985] [INFO ] [sig       ] [2579/3661] Completed PHIO in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:00.408035] [INFO ] [sig       ] [2580/3661] Forecasting PHK...
[2025-11-27T19:56:00.408099] [INFO ] [sig       ] Generating forecast for: PHK
[2025-11-27T19:56:00.408174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-11-27T19:56:00.419073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-11-27T19:56:00.419414] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-11-27T19:56:00.420200] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-11-27T19:56:00.420276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:00.420327] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:00.420372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:00.420449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:00.476668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:00.477491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:00.477599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:00.477645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:00.593445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:00.593643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:00.593698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:00.593737] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:00.597028] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-11-27T19:56:00.597327] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-11-27T19:56:00.597474] [INFO ] [sig       ] PHK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:00.733761] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PHK.txt
[2025-11-27T19:56:00.733901] [INFO ] [sig       ] [2580/3661] Completed PHK in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:00.733950] [INFO ] [sig       ] [2581/3661] Forecasting PHM...
[2025-11-27T19:56:00.733989] [INFO ] [sig       ] Generating forecast for: PHM
[2025-11-27T19:56:00.734033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-11-27T19:56:00.745356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-11-27T19:56:00.745667] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-11-27T19:56:00.746452] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-11-27T19:56:00.746514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:00.746554] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:00.746618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:00.746688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:00.802560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:00.803247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:00.803336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:00.803389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:00.921403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:00.921597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:00.921647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:00.921686] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:00.924991] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-11-27T19:56:00.925278] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-11-27T19:56:00.925407] [INFO ] [sig       ] PHM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:01.063287] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PHM.txt
[2025-11-27T19:56:01.063431] [INFO ] [sig       ] [2581/3661] Completed PHM in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:01.063481] [INFO ] [sig       ] [2582/3661] Forecasting PHO...
[2025-11-27T19:56:01.063520] [INFO ] [sig       ] Generating forecast for: PHO
[2025-11-27T19:56:01.063652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-11-27T19:56:01.075405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-11-27T19:56:01.075826] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-11-27T19:56:01.076675] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-11-27T19:56:01.076745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:01.076791] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:01.076829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:01.076896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:01.132085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:01.132942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:01.133039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:01.133084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:01.250335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:01.250471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:01.250519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:01.250558] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:01.253841] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-11-27T19:56:01.254140] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-11-27T19:56:01.254288] [INFO ] [sig       ] PHO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:01.389907] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PHO.txt
[2025-11-27T19:56:01.390074] [INFO ] [sig       ] [2582/3661] Completed PHO in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:01.390133] [INFO ] [sig       ] [2583/3661] Forecasting PHUN...
[2025-11-27T19:56:01.390183] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-11-27T19:56:01.390258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-11-27T19:56:01.401995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-11-27T19:56:01.402305] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-11-27T19:56:01.403107] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-11-27T19:56:01.403171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:01.403206] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:01.403251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:01.403329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:01.458809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:01.459442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:01.459531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:01.459589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:01.586236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:01.586420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:01.586470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:01.586508] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:01.590142] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-11-27T19:56:01.590469] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-11-27T19:56:01.590630] [INFO ] [sig       ] PHUN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:01.746900] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PHUN.txt
[2025-11-27T19:56:01.747083] [INFO ] [sig       ] [2583/3661] Completed PHUN in 0.4s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:01.747136] [INFO ] [sig       ] [2584/3661] Forecasting PHVS...
[2025-11-27T19:56:01.747176] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-11-27T19:56:01.747234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-11-27T19:56:01.758472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-11-27T19:56:01.758915] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-11-27T19:56:01.759749] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-11-27T19:56:01.759813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:01.759854] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:01.759890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:01.760010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:01.815680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:01.816547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:01.816671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:01.816716] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:01.936410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:01.936614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:01.936666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:01.936705] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:01.940138] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-11-27T19:56:01.940532] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-11-27T19:56:01.940721] [INFO ] [sig       ] PHVS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:02.084868] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PHVS.txt
[2025-11-27T19:56:02.085068] [INFO ] [sig       ] [2584/3661] Completed PHVS in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:02.085182] [INFO ] [sig       ] [2585/3661] Forecasting PI...
[2025-11-27T19:56:02.085258] [INFO ] [sig       ] Generating forecast for: PI
[2025-11-27T19:56:02.085313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-11-27T19:56:02.096962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-11-27T19:56:02.097371] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-11-27T19:56:02.098322] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-11-27T19:56:02.098408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:02.098469] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:02.098523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:02.098653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:02.159562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:02.160450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:02.160547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:02.160611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:02.294492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:02.294680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:02.294730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:02.294769] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:02.298072] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-11-27T19:56:02.298381] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-11-27T19:56:02.298514] [INFO ] [sig       ] PI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:02.437402] [INFO ] [LOCAL     ] Saved forecast: PI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PI.txt
[2025-11-27T19:56:02.437594] [INFO ] [sig       ] [2585/3661] Completed PI in 0.4s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:02.437645] [INFO ] [sig       ] [2586/3661] Forecasting PID...
[2025-11-27T19:56:02.437689] [INFO ] [sig       ] Generating forecast for: PID
[2025-11-27T19:56:02.437727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-11-27T19:56:02.448954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-11-27T19:56:02.449294] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-11-27T19:56:02.450080] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-11-27T19:56:02.450143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:02.450185] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:02.450221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:02.450299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:02.505730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:02.506598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:02.506688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:02.506732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:02.627562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:02.627751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:02.627798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:02.627854] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:02.631129] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=63.74%)
[2025-11-27T19:56:02.631415] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-11-27T19:56:02.631550] [INFO ] [sig       ] PID: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:02.766481] [INFO ] [LOCAL     ] Saved forecast: PID	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PID.txt
[2025-11-27T19:56:02.766642] [INFO ] [sig       ] [2586/3661] Completed PID in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:02.766695] [INFO ] [sig       ] [2587/3661] Forecasting PIE...
[2025-11-27T19:56:02.766742] [INFO ] [sig       ] Generating forecast for: PIE
[2025-11-27T19:56:02.766778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-11-27T19:56:02.778559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-11-27T19:56:02.778942] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-11-27T19:56:02.779816] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-11-27T19:56:02.779883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:02.779940] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:02.780006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:02.780136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:02.838603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:02.839493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:02.839615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:02.839690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:02.955769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:02.955942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:02.956007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:02.956079] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:02.959385] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-11-27T19:56:02.959710] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-11-27T19:56:02.959866] [INFO ] [sig       ] PIE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:03.093628] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PIE.txt
[2025-11-27T19:56:03.093791] [INFO ] [sig       ] [2587/3661] Completed PIE in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:03.093871] [INFO ] [sig       ] [2588/3661] Forecasting PII...
[2025-11-27T19:56:03.093930] [INFO ] [sig       ] Generating forecast for: PII
[2025-11-27T19:56:03.094023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-11-27T19:56:03.104522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-11-27T19:56:03.104833] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-11-27T19:56:03.105618] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-11-27T19:56:03.105681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:03.105730] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:03.105773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:03.105850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:03.160375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:03.161022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:03.161110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:03.161152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:03.280083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:03.280242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:03.280285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:03.280328] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:03.283521] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=40.77%)
[2025-11-27T19:56:03.283827] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-11-27T19:56:03.283957] [INFO ] [sig       ] PII: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:03.417249] [INFO ] [LOCAL     ] Saved forecast: PII	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PII.txt
[2025-11-27T19:56:03.417385] [INFO ] [sig       ] [2588/3661] Completed PII in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:03.417434] [INFO ] [sig       ] [2589/3661] Forecasting PIM...
[2025-11-27T19:56:03.417481] [INFO ] [sig       ] Generating forecast for: PIM
[2025-11-27T19:56:03.417533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-11-27T19:56:03.429109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-11-27T19:56:03.429529] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-11-27T19:56:03.430350] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-11-27T19:56:03.430414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:03.430456] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:03.430492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:03.430557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:03.489465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:03.490342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:03.490452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:03.490497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:03.603700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:03.603871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:03.603919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:03.603955] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:03.607563] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=68.30%)
[2025-11-27T19:56:03.607868] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-11-27T19:56:03.607997] [INFO ] [sig       ] PIM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:03.745713] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PIM.txt
[2025-11-27T19:56:03.745872] [INFO ] [sig       ] [2589/3661] Completed PIM in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:03.745937] [INFO ] [sig       ] [2590/3661] Forecasting PINE...
[2025-11-27T19:56:03.745981] [INFO ] [sig       ] Generating forecast for: PINE
[2025-11-27T19:56:03.746017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-11-27T19:56:03.756502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-11-27T19:56:03.756799] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-11-27T19:56:03.757563] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-11-27T19:56:03.757645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:03.757681] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:03.757719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:03.757793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:03.815833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:03.816520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:03.816624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:03.816669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:03.933036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:03.933194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:03.933242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:03.933279] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:03.936495] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-11-27T19:56:03.936780] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-11-27T19:56:03.936914] [INFO ] [sig       ] PINE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:04.075367] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PINE.txt
[2025-11-27T19:56:04.075537] [INFO ] [sig       ] [2590/3661] Completed PINE in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:04.075604] [INFO ] [sig       ] [2591/3661] Forecasting PINS...
[2025-11-27T19:56:04.075645] [INFO ] [sig       ] Generating forecast for: PINS
[2025-11-27T19:56:04.075684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-11-27T19:56:04.087270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-11-27T19:56:04.087688] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-11-27T19:56:04.088524] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-11-27T19:56:04.088607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:04.088651] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:04.088690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:04.088754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:04.143015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:04.143628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:04.143710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:04.143760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:04.266729] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:04.266900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:04.266949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:04.266983] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:04.270240] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-11-27T19:56:04.270511] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-11-27T19:56:04.270661] [INFO ] [sig       ] PINS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:04.405827] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PINS.txt
[2025-11-27T19:56:04.405984] [INFO ] [sig       ] [2591/3661] Completed PINS in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:04.406053] [INFO ] [sig       ] [2592/3661] Forecasting PK...
[2025-11-27T19:56:04.406125] [INFO ] [sig       ] Generating forecast for: PK
[2025-11-27T19:56:04.406164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-11-27T19:56:04.416741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-11-27T19:56:04.417021] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-11-27T19:56:04.417799] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-11-27T19:56:04.417869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:04.417910] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:04.417946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:04.418011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:04.472936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:04.473545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:04.473644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:04.473689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:04.594727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:04.594872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:04.594918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:04.594958] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:04.598144] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-11-27T19:56:04.598427] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-11-27T19:56:04.598556] [INFO ] [sig       ] PK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:04.740974] [INFO ] [LOCAL     ] Saved forecast: PK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PK.txt
[2025-11-27T19:56:04.741161] [INFO ] [sig       ] [2592/3661] Completed PK in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 6.0m
[2025-11-27T19:56:04.741237] [INFO ] [sig       ] [2593/3661] Forecasting PKBK...
[2025-11-27T19:56:04.741283] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-11-27T19:56:04.741325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-11-27T19:56:04.752803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-11-27T19:56:04.753232] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-11-27T19:56:04.754067] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-11-27T19:56:04.754132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:04.754177] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:04.754216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:04.754283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:04.812606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:04.813444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:04.813542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:04.813606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:04.926941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:04.927120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:04.927173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:04.927207] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:04.930659] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-11-27T19:56:04.930956] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-11-27T19:56:04.931093] [INFO ] [sig       ] PKBK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:05.068908] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PKBK.txt
[2025-11-27T19:56:05.069062] [INFO ] [sig       ] [2593/3661] Completed PKBK in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-11-27T19:56:05.069113] [INFO ] [sig       ] [2594/3661] Forecasting PKE...
[2025-11-27T19:56:05.069156] [INFO ] [sig       ] Generating forecast for: PKE
[2025-11-27T19:56:05.069197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-11-27T19:56:05.082506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-11-27T19:56:05.082927] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-11-27T19:56:05.083836] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-11-27T19:56:05.083901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:05.083936] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:05.083982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:05.084047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:05.151620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:05.152476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:05.152589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:05.152632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:05.276936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:05.277117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:05.277175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:05.277222] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:05.281876] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-11-27T19:56:05.282288] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-11-27T19:56:05.282480] [INFO ] [sig       ] PKE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:05.418916] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PKE.txt
[2025-11-27T19:56:05.419101] [INFO ] [sig       ] [2594/3661] Completed PKE in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-11-27T19:56:05.419167] [INFO ] [sig       ] [2595/3661] Forecasting PKG...
[2025-11-27T19:56:05.419217] [INFO ] [sig       ] Generating forecast for: PKG
[2025-11-27T19:56:05.419294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-11-27T19:56:05.430138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-11-27T19:56:05.430511] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-11-27T19:56:05.431311] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-11-27T19:56:05.431375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:05.431418] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:05.431448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:05.431540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:05.486883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:05.487735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:05.487827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:05.487869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:05.610765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:05.610932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:05.610980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:05.611018] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:05.614300] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=44.72%)
[2025-11-27T19:56:05.614602] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-11-27T19:56:05.614743] [INFO ] [sig       ] PKG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:05.749053] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PKG.txt
[2025-11-27T19:56:05.749216] [INFO ] [sig       ] [2595/3661] Completed PKG in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-11-27T19:56:05.749309] [INFO ] [sig       ] [2596/3661] Forecasting PKOH...
[2025-11-27T19:56:05.749357] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-11-27T19:56:05.749397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-11-27T19:56:05.759929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-11-27T19:56:05.760202] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-11-27T19:56:05.760997] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-11-27T19:56:05.761058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:05.761094] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:05.761140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:05.761252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:05.817138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:05.817941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:05.818045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:05.818090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:05.935788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:05.935937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:05.935983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:05.936020] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:05.939286] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-11-27T19:56:05.939587] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-11-27T19:56:05.939732] [INFO ] [sig       ] PKOH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:06.075324] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PKOH.txt
[2025-11-27T19:56:06.075508] [INFO ] [sig       ] [2596/3661] Completed PKOH in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:06.075602] [INFO ] [sig       ] [2597/3661] Forecasting PKX...
[2025-11-27T19:56:06.075646] [INFO ] [sig       ] Generating forecast for: PKX
[2025-11-27T19:56:06.075683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-11-27T19:56:06.086258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-11-27T19:56:06.086552] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-11-27T19:56:06.087335] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-11-27T19:56:06.087398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:06.087443] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:06.087489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:06.087591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:06.144449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:06.145209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:06.145301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:06.145339] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:06.265996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:06.266159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:06.266207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:06.266242] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:06.269533] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-11-27T19:56:06.269847] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-11-27T19:56:06.269986] [INFO ] [sig       ] PKX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:06.404706] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PKX.txt
[2025-11-27T19:56:06.404887] [INFO ] [sig       ] [2597/3661] Completed PKX in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:06.404938] [INFO ] [sig       ] [2598/3661] Forecasting PL...
[2025-11-27T19:56:06.404980] [INFO ] [sig       ] Generating forecast for: PL
[2025-11-27T19:56:06.405026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-11-27T19:56:06.416027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-11-27T19:56:06.416341] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-11-27T19:56:06.417123] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-11-27T19:56:06.417185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:06.417225] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:06.417261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:06.417399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:06.472273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:06.472884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:06.472970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:06.473011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:06.590054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:06.590194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:06.590240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:06.590277] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:06.593432] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-11-27T19:56:06.593732] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-11-27T19:56:06.593870] [INFO ] [sig       ] PL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:06.731164] [INFO ] [LOCAL     ] Saved forecast: PL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PL.txt
[2025-11-27T19:56:06.731319] [INFO ] [sig       ] [2598/3661] Completed PL in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:06.731374] [INFO ] [sig       ] [2599/3661] Forecasting PLAB...
[2025-11-27T19:56:06.731446] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-11-27T19:56:06.731493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-11-27T19:56:06.742436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-11-27T19:56:06.742755] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-11-27T19:56:06.743614] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-11-27T19:56:06.743687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:06.743753] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:06.743814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:06.743921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:06.806555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:06.807390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:06.807481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:06.807535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:06.931260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:06.931429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:06.931493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:06.931532] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:06.934764] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-11-27T19:56:06.935042] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-11-27T19:56:06.935180] [INFO ] [sig       ] PLAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:07.069384] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PLAB.txt
[2025-11-27T19:56:07.069598] [INFO ] [sig       ] [2599/3661] Completed PLAB in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:07.069730] [INFO ] [sig       ] [2600/3661] Forecasting PLAY...
[2025-11-27T19:56:07.069778] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-11-27T19:56:07.069816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-11-27T19:56:07.080558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-11-27T19:56:07.080862] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-11-27T19:56:07.081656] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-11-27T19:56:07.081717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:07.081753] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:07.081791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:07.081858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:07.139142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:07.139753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:07.139839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:07.139883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:07.258536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:07.258717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:07.258765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:07.258802] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:07.262070] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-11-27T19:56:07.262349] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-11-27T19:56:07.262482] [INFO ] [sig       ] PLAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:07.397958] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLAY.txt
[2025-11-27T19:56:07.398167] [INFO ] [sig       ] [2600/3661] Completed PLAY in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:07.398229] [INFO ] [sig       ] [2601/3661] Forecasting PLBC...
[2025-11-27T19:56:07.398351] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-11-27T19:56:07.398395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-11-27T19:56:07.409679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-11-27T19:56:07.410052] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-11-27T19:56:07.411063] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-11-27T19:56:07.411129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:07.411171] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:07.411208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:07.411272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:07.468762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:07.469667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:07.469766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:07.469810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:07.576617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:07.576807] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:56:07.576862] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:07.576903] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:07.580388] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-11-27T19:56:07.580701] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-11-27T19:56:07.580843] [INFO ] [sig       ] PLBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:07.720386] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLBC.txt
[2025-11-27T19:56:07.720566] [INFO ] [sig       ] [2601/3661] Completed PLBC in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:07.720634] [INFO ] [sig       ] [2602/3661] Forecasting PLBY...
[2025-11-27T19:56:07.720676] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-11-27T19:56:07.720721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-11-27T19:56:07.732847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-11-27T19:56:07.733255] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-11-27T19:56:07.734062] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-11-27T19:56:07.734125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:07.734174] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:07.734220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:07.734299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:07.790593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:07.791565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:07.791686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:07.791742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:07.910960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:07.911126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:07.911178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:07.911219] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:07.914565] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-11-27T19:56:07.914868] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-11-27T19:56:07.915010] [INFO ] [sig       ] PLBY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:08.049819] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLBY.txt
[2025-11-27T19:56:08.049980] [INFO ] [sig       ] [2602/3661] Completed PLBY in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:08.050032] [INFO ] [sig       ] [2603/3661] Forecasting PLCE...
[2025-11-27T19:56:08.050067] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-11-27T19:56:08.050106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-11-27T19:56:08.061415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-11-27T19:56:08.061739] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-11-27T19:56:08.062514] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-11-27T19:56:08.062599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:08.062662] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:08.062711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:08.062792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:08.119553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:08.120183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:08.120270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:08.120324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:08.243062] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:08.243221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:08.243269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:08.243303] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:08.246682] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-11-27T19:56:08.246961] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-11-27T19:56:08.247092] [INFO ] [sig       ] PLCE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:08.385023] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PLCE.txt
[2025-11-27T19:56:08.385169] [INFO ] [sig       ] [2603/3661] Completed PLCE in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:08.385218] [INFO ] [sig       ] [2604/3661] Forecasting PLD...
[2025-11-27T19:56:08.385257] [INFO ] [sig       ] Generating forecast for: PLD
[2025-11-27T19:56:08.385360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-11-27T19:56:08.397139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-11-27T19:56:08.397457] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-11-27T19:56:08.398302] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-11-27T19:56:08.398366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:08.398414] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:08.398456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:08.398532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:08.455218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:08.455908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:08.455999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:08.456044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:08.580367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:08.580546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:08.580616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:08.580657] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:08.584235] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-11-27T19:56:08.584541] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-11-27T19:56:08.584699] [INFO ] [sig       ] PLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:08.720160] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLD.txt
[2025-11-27T19:56:08.720320] [INFO ] [sig       ] [2604/3661] Completed PLD in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:08.720396] [INFO ] [sig       ] [2605/3661] Forecasting PLPC...
[2025-11-27T19:56:08.720450] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-11-27T19:56:08.720495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-11-27T19:56:08.731497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-11-27T19:56:08.731874] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-11-27T19:56:08.732678] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-11-27T19:56:08.732739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:08.732780] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:08.732818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:08.732896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:08.787924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:08.788674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:08.788762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:08.788799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:08.898324] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:08.898489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:08.898543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:08.898594] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:08.901838] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2025-11-27T19:56:08.902138] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-11-27T19:56:08.902283] [INFO ] [sig       ] PLPC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:09.037471] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLPC.txt
[2025-11-27T19:56:09.037636] [INFO ] [sig       ] [2605/3661] Completed PLPC in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:09.037688] [INFO ] [sig       ] [2606/3661] Forecasting PLRX...
[2025-11-27T19:56:09.037728] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-11-27T19:56:09.037767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-11-27T19:56:09.048866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-11-27T19:56:09.049130] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-11-27T19:56:09.049919] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-11-27T19:56:09.049980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:09.050021] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:09.050056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:09.050120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:09.105594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:09.106195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:09.106282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:09.106323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:09.224865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:09.225027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:09.225074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:09.225107] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:09.228333] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-11-27T19:56:09.228622] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-11-27T19:56:09.228749] [INFO ] [sig       ] PLRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:09.364505] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLRX.txt
[2025-11-27T19:56:09.364695] [INFO ] [sig       ] [2606/3661] Completed PLRX in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:09.364746] [INFO ] [sig       ] [2607/3661] Forecasting PLSE...
[2025-11-27T19:56:09.364812] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-11-27T19:56:09.364849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-11-27T19:56:09.375675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-11-27T19:56:09.375941] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-11-27T19:56:09.376720] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-11-27T19:56:09.376782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:09.376822] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:09.376858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:09.376921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:09.439262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:09.440163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:09.440260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:09.440304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:09.558313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:09.558483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:09.558544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:09.558612] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:09.561953] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=45.59%)
[2025-11-27T19:56:09.562232] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-11-27T19:56:09.562367] [INFO ] [sig       ] PLSE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:09.699079] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLSE.txt
[2025-11-27T19:56:09.699248] [INFO ] [sig       ] [2607/3661] Completed PLSE in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:09.699298] [INFO ] [sig       ] [2608/3661] Forecasting PLTK...
[2025-11-27T19:56:09.699339] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-11-27T19:56:09.699377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-11-27T19:56:09.711499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-11-27T19:56:09.711839] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-11-27T19:56:09.712628] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-11-27T19:56:09.712688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:09.712729] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:09.712765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:09.712829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:09.767502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:09.768429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:09.768541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:09.768606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:09.890364] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:09.890553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:09.890639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:09.890682] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:09.894197] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-11-27T19:56:09.894556] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-11-27T19:56:09.894753] [INFO ] [sig       ] PLTK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:10.032187] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PLTK.txt
[2025-11-27T19:56:10.032356] [INFO ] [sig       ] [2608/3661] Completed PLTK in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:10.032416] [INFO ] [sig       ] [2609/3661] Forecasting PLUG...
[2025-11-27T19:56:10.032453] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-11-27T19:56:10.032514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-11-27T19:56:10.044230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-11-27T19:56:10.044611] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-11-27T19:56:10.045402] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-11-27T19:56:10.045469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:10.045513] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:10.045551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:10.045638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:10.101882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:10.102522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:10.102634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:10.102689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:10.226714] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:10.226887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:10.226936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:10.226973] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:10.230377] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=99.89%)
[2025-11-27T19:56:10.230720] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-11-27T19:56:10.230866] [INFO ] [sig       ] PLUG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:10.371349] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PLUG.txt
[2025-11-27T19:56:10.371520] [INFO ] [sig       ] [2609/3661] Completed PLUG in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:10.371591] [INFO ] [sig       ] [2610/3661] Forecasting PLUS...
[2025-11-27T19:56:10.371651] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-11-27T19:56:10.371716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-11-27T19:56:10.382917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-11-27T19:56:10.383278] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-11-27T19:56:10.384173] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-11-27T19:56:10.384244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:10.384306] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:10.384362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:10.384438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:10.443127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:10.444022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:10.444123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:10.444186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:10.568500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:10.568739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:10.568811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:10.568882] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:10.572614] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-11-27T19:56:10.572987] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-11-27T19:56:10.573146] [INFO ] [sig       ] PLUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:10.708557] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PLUS.txt
[2025-11-27T19:56:10.708760] [INFO ] [sig       ] [2610/3661] Completed PLUS in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.9m
[2025-11-27T19:56:10.708838] [INFO ] [sig       ] [2611/3661] Forecasting PLXS...
[2025-11-27T19:56:10.708883] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-11-27T19:56:10.708918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-11-27T19:56:10.719961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-11-27T19:56:10.720257] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-11-27T19:56:10.721162] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-11-27T19:56:10.721224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:10.721265] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:10.721302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:10.721365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:10.775685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:10.776442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:10.776537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:10.776598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:10.897775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:10.897938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:10.897987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:10.898023] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:10.901256] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-11-27T19:56:10.901526] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-11-27T19:56:10.901673] [INFO ] [sig       ] PLXS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:11.037649] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLXS.txt
[2025-11-27T19:56:11.037832] [INFO ] [sig       ] [2611/3661] Completed PLXS in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-11-27T19:56:11.037886] [INFO ] [sig       ] [2612/3661] Forecasting PLYM...
[2025-11-27T19:56:11.037927] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-11-27T19:56:11.037967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-11-27T19:56:11.049678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-11-27T19:56:11.050063] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-11-27T19:56:11.050896] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-11-27T19:56:11.050961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:11.051004] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:11.051042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:11.051109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:11.108791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:11.109836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:11.109965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:11.110010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:11.232492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:11.232676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:11.232726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:11.232763] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:11.235978] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-11-27T19:56:11.236248] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-11-27T19:56:11.236376] [INFO ] [sig       ] PLYM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:11.372025] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PLYM.txt
[2025-11-27T19:56:11.372183] [INFO ] [sig       ] [2612/3661] Completed PLYM in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-11-27T19:56:11.372231] [INFO ] [sig       ] [2613/3661] Forecasting PM...
[2025-11-27T19:56:11.372289] [INFO ] [sig       ] Generating forecast for: PM
[2025-11-27T19:56:11.372330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-11-27T19:56:11.387472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-11-27T19:56:11.387932] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-11-27T19:56:11.388983] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-11-27T19:56:11.389061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:11.389113] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:11.389158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:11.389250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:11.450002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:11.450875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:11.450971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:11.451015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:11.573410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:11.573600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:11.573649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:11.573690] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:11.577013] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=30.82%)
[2025-11-27T19:56:11.577290] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-11-27T19:56:11.577424] [INFO ] [sig       ] PM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:11.715961] [INFO ] [LOCAL     ] Saved forecast: PM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PM.txt
[2025-11-27T19:56:11.716126] [INFO ] [sig       ] [2613/3661] Completed PM in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-11-27T19:56:11.716175] [INFO ] [sig       ] [2614/3661] Forecasting PMAX...
[2025-11-27T19:56:11.716220] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-11-27T19:56:11.716259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-11-27T19:56:11.727196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-11-27T19:56:11.727545] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-11-27T19:56:11.728355] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-11-27T19:56:11.728417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:11.728457] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:11.728506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:11.728602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:11.784932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:11.785767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:11.785858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:11.785900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:11.901653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:11.901823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:11.901874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:11.901914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:11.905169] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-11-27T19:56:11.905439] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-11-27T19:56:11.905593] [INFO ] [sig       ] PMAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:12.040548] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PMAX.txt
[2025-11-27T19:56:12.040712] [INFO ] [sig       ] [2614/3661] Completed PMAX in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:12.040761] [INFO ] [sig       ] [2615/3661] Forecasting PML...
[2025-11-27T19:56:12.040819] [INFO ] [sig       ] Generating forecast for: PML
[2025-11-27T19:56:12.040859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-11-27T19:56:12.051345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-11-27T19:56:12.051650] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-11-27T19:56:12.052402] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-11-27T19:56:12.052465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:12.052505] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:12.052542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:12.052626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:12.108499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:12.109505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:12.109621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:12.109670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:12.226885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:12.227059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:12.227111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:12.227152] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:12.230415] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-11-27T19:56:12.230711] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-11-27T19:56:12.230844] [INFO ] [sig       ] PML: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:12.364439] [INFO ] [LOCAL     ] Saved forecast: PML	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PML.txt
[2025-11-27T19:56:12.364626] [INFO ] [sig       ] [2615/3661] Completed PML in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:12.364684] [INFO ] [sig       ] [2616/3661] Forecasting PMM...
[2025-11-27T19:56:12.364739] [INFO ] [sig       ] Generating forecast for: PMM
[2025-11-27T19:56:12.364785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-11-27T19:56:12.375871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-11-27T19:56:12.376225] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-11-27T19:56:12.377061] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-11-27T19:56:12.377125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:12.377168] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:12.377206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:12.377271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:12.432340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:12.433000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:12.433089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:12.433133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:12.550044] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:12.550224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:12.550273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:12.550311] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:12.553524] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-11-27T19:56:12.553816] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-11-27T19:56:12.553944] [INFO ] [sig       ] PMM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:12.688860] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PMM.txt
[2025-11-27T19:56:12.688995] [INFO ] [sig       ] [2616/3661] Completed PMM in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:12.689045] [INFO ] [sig       ] [2617/3661] Forecasting PMO...
[2025-11-27T19:56:12.689085] [INFO ] [sig       ] Generating forecast for: PMO
[2025-11-27T19:56:12.689141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-11-27T19:56:12.702204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-11-27T19:56:12.702753] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-11-27T19:56:12.703759] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-11-27T19:56:12.703824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:12.703871] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:12.703912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:12.703978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:12.760383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:12.761558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:12.761694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:12.761742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:12.879604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:12.879875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:12.879932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:12.879974] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:12.883975] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-11-27T19:56:12.884333] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-11-27T19:56:12.884506] [INFO ] [sig       ] PMO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:13.037232] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PMO.txt
[2025-11-27T19:56:13.037414] [INFO ] [sig       ] [2617/3661] Completed PMO in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:13.037466] [INFO ] [sig       ] [2618/3661] Forecasting PMTS...
[2025-11-27T19:56:13.037506] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-11-27T19:56:13.037554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-11-27T19:56:13.049214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-11-27T19:56:13.049472] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-11-27T19:56:13.050270] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-11-27T19:56:13.050335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:13.050378] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:13.050417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:13.050483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:13.105389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:13.106001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:13.106087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:13.106124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:13.226279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:13.226437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:13.226488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:13.226524] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:13.229773] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=33.76%)
[2025-11-27T19:56:13.230043] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-11-27T19:56:13.230171] [INFO ] [sig       ] PMTS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:13.409685] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PMTS.txt
[2025-11-27T19:56:13.409843] [INFO ] [sig       ] [2618/3661] Completed PMTS in 0.4s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:13.409892] [INFO ] [sig       ] [2619/3661] Forecasting PMVP...
[2025-11-27T19:56:13.409931] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-11-27T19:56:13.409969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-11-27T19:56:13.420996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-11-27T19:56:13.421259] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-11-27T19:56:13.422038] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-11-27T19:56:13.422100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:13.422140] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:13.422176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:13.422241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:13.476835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:13.477522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:13.477637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:13.477681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:13.598190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:13.598357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:13.598405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:13.598442] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:13.601676] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-11-27T19:56:13.601947] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-11-27T19:56:13.602077] [INFO ] [sig       ] PMVP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:13.747440] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PMVP.txt
[2025-11-27T19:56:13.747627] [INFO ] [sig       ] [2619/3661] Completed PMVP in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:13.747679] [INFO ] [sig       ] [2620/3661] Forecasting PNC...
[2025-11-27T19:56:13.747722] [INFO ] [sig       ] Generating forecast for: PNC
[2025-11-27T19:56:13.747760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-11-27T19:56:13.758522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-11-27T19:56:13.758802] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-11-27T19:56:13.759557] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-11-27T19:56:13.759637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:13.759677] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:13.759713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:13.759778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:13.814534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:13.815139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:13.815223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:13.815265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:13.936392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:13.936545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:13.936608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:13.936647] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:13.939830] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-11-27T19:56:13.940100] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-11-27T19:56:13.940234] [INFO ] [sig       ] PNC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:14.079840] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PNC.txt
[2025-11-27T19:56:14.079993] [INFO ] [sig       ] [2620/3661] Completed PNC in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:14.080046] [INFO ] [sig       ] [2621/3661] Forecasting PNFP...
[2025-11-27T19:56:14.080084] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-11-27T19:56:14.080122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-11-27T19:56:14.091364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-11-27T19:56:14.091658] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-11-27T19:56:14.092416] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-11-27T19:56:14.092477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:14.092519] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:14.092555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:14.092637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:14.147697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:14.148298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:14.148382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:14.148427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:14.268241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:14.268406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:14.268455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:14.268495] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:14.271811] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-11-27T19:56:14.272079] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-11-27T19:56:14.272207] [INFO ] [sig       ] PNFP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:14.408561] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PNFP.txt
[2025-11-27T19:56:14.408769] [INFO ] [sig       ] [2621/3661] Completed PNFP in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:14.408821] [INFO ] [sig       ] [2622/3661] Forecasting PNI...
[2025-11-27T19:56:14.408887] [INFO ] [sig       ] Generating forecast for: PNI
[2025-11-27T19:56:14.408927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-11-27T19:56:14.420427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-11-27T19:56:14.420871] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-11-27T19:56:14.421770] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-11-27T19:56:14.421833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:14.421876] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:14.421928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:14.422066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:14.480692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:14.481719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:14.481815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:14.481866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:14.593186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:14.593363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:14.593407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:14.593442] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:14.596845] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2025-11-27T19:56:14.597131] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-11-27T19:56:14.597275] [INFO ] [sig       ] PNI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:14.732237] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PNI.txt
[2025-11-27T19:56:14.732411] [INFO ] [sig       ] [2622/3661] Completed PNI in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:14.732461] [INFO ] [sig       ] [2623/3661] Forecasting PNQI...
[2025-11-27T19:56:14.732495] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-11-27T19:56:14.732536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-11-27T19:56:14.743349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-11-27T19:56:14.743650] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-11-27T19:56:14.744401] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-11-27T19:56:14.744461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:14.744502] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:14.744537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:14.744619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:14.799277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:14.800050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:14.800142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:14.800185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:14.922991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:14.923164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:14.923223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:14.923263] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:14.926555] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-11-27T19:56:14.926843] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-11-27T19:56:14.926978] [INFO ] [sig       ] PNQI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:15.061001] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PNQI.txt
[2025-11-27T19:56:15.061151] [INFO ] [sig       ] [2623/3661] Completed PNQI in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:15.061200] [INFO ] [sig       ] [2624/3661] Forecasting PNRG...
[2025-11-27T19:56:15.061239] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-11-27T19:56:15.061276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-11-27T19:56:15.073035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-11-27T19:56:15.073362] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-11-27T19:56:15.074135] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-11-27T19:56:15.074197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:15.074240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:15.074276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:15.074339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:15.130803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:15.131473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:15.131565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:15.131623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:15.247535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:15.247723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:15.247772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:15.247810] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:15.251052] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-11-27T19:56:15.251320] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-11-27T19:56:15.251450] [INFO ] [sig       ] PNRG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:15.387742] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PNRG.txt
[2025-11-27T19:56:15.387913] [INFO ] [sig       ] [2624/3661] Completed PNRG in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:15.387961] [INFO ] [sig       ] [2625/3661] Forecasting PNTG...
[2025-11-27T19:56:15.388019] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-11-27T19:56:15.388063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-11-27T19:56:15.399806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-11-27T19:56:15.400144] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-11-27T19:56:15.400972] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-11-27T19:56:15.401034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:15.401075] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:15.401107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:15.401184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:15.456436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:15.457183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:15.457278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:15.457323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:15.575075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:15.575247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:15.575299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:15.575339] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:15.578690] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-11-27T19:56:15.578979] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-11-27T19:56:15.579112] [INFO ] [sig       ] PNTG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:15.720200] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PNTG.txt
[2025-11-27T19:56:15.720384] [INFO ] [sig       ] [2625/3661] Completed PNTG in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:15.720431] [INFO ] [sig       ] [2626/3661] Forecasting POAI...
[2025-11-27T19:56:15.720473] [INFO ] [sig       ] Generating forecast for: POAI
[2025-11-27T19:56:15.720533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-11-27T19:56:15.732232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-11-27T19:56:15.732620] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-11-27T19:56:15.733407] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-11-27T19:56:15.733471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:15.733512] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:15.733548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:15.733632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:15.789953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:15.790901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:15.790997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:15.791040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:15.903471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:15.903684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:15.903735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:15.903774] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:15.907177] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-11-27T19:56:15.907472] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-11-27T19:56:15.907633] [INFO ] [sig       ] POAI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:16.047502] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/POAI.txt
[2025-11-27T19:56:16.047714] [INFO ] [sig       ] [2626/3661] Completed POAI in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:16.047781] [INFO ] [sig       ] [2627/3661] Forecasting PODD...
[2025-11-27T19:56:16.047826] [INFO ] [sig       ] Generating forecast for: PODD
[2025-11-27T19:56:16.047887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-11-27T19:56:16.059358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-11-27T19:56:16.059753] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-11-27T19:56:16.060607] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-11-27T19:56:16.060684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:16.060728] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:16.060766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:16.060833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:16.117968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:16.118869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:16.118984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:16.119033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:16.240518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:16.240721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:16.240786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:16.240826] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:16.244078] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2025-11-27T19:56:16.244351] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-11-27T19:56:16.244480] [INFO ] [sig       ] PODD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:16.388986] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PODD.txt
[2025-11-27T19:56:16.389143] [INFO ] [sig       ] [2627/3661] Completed PODD in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:16.389194] [INFO ] [sig       ] [2628/3661] Forecasting POOL...
[2025-11-27T19:56:16.389233] [INFO ] [sig       ] Generating forecast for: POOL
[2025-11-27T19:56:16.389270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-11-27T19:56:16.400328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-11-27T19:56:16.400627] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-11-27T19:56:16.401391] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-11-27T19:56:16.401452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:16.401492] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:16.401528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:16.401610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:16.457594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:16.458243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:16.458330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:16.458372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:16.575531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:16.575691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:16.575740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:16.575779] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:16.579074] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=55.75%)
[2025-11-27T19:56:16.579352] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-11-27T19:56:16.579484] [INFO ] [sig       ] POOL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:16.721155] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/POOL.txt
[2025-11-27T19:56:16.721289] [INFO ] [sig       ] [2628/3661] Completed POOL in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.8m
[2025-11-27T19:56:16.721337] [INFO ] [sig       ] [2629/3661] Forecasting POWI...
[2025-11-27T19:56:16.721376] [INFO ] [sig       ] Generating forecast for: POWI
[2025-11-27T19:56:16.721413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-11-27T19:56:16.732444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-11-27T19:56:16.732748] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-11-27T19:56:16.733507] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-11-27T19:56:16.733592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:16.733637] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:16.733676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:16.733741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:16.793191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:16.793894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:16.793989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:16.794034] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:16.910315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:16.910468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:16.910518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:16.910558] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:16.913847] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-11-27T19:56:16.914122] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-11-27T19:56:16.914255] [INFO ] [sig       ] POWI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:17.060362] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/POWI.txt
[2025-11-27T19:56:17.060525] [INFO ] [sig       ] [2629/3661] Completed POWI in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-11-27T19:56:17.060591] [INFO ] [sig       ] [2630/3661] Forecasting POWL...
[2025-11-27T19:56:17.060629] [INFO ] [sig       ] Generating forecast for: POWL
[2025-11-27T19:56:17.060669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-11-27T19:56:17.072363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-11-27T19:56:17.072723] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-11-27T19:56:17.073525] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-11-27T19:56:17.073607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:17.073652] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:17.073691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:17.073754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:17.128844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:17.129518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:17.129626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:17.129671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:17.248736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:17.248884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:17.248932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:17.248970] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:17.252150] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2025-11-27T19:56:17.252428] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-11-27T19:56:17.252564] [INFO ] [sig       ] POWL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:17.390840] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/POWL.txt
[2025-11-27T19:56:17.390996] [INFO ] [sig       ] [2630/3661] Completed POWL in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-11-27T19:56:17.391055] [INFO ] [sig       ] [2631/3661] Forecasting PPC...
[2025-11-27T19:56:17.391094] [INFO ] [sig       ] Generating forecast for: PPC
[2025-11-27T19:56:17.391133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-11-27T19:56:17.402279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-11-27T19:56:17.402642] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-11-27T19:56:17.403456] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-11-27T19:56:17.403520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:17.403587] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:17.403635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:17.403711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:17.458746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:17.459347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:17.459439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:17.459492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:17.580369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:17.580521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:17.580588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:17.580629] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:17.584047] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-11-27T19:56:17.584328] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-11-27T19:56:17.584458] [INFO ] [sig       ] PPC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:17.719976] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PPC.txt
[2025-11-27T19:56:17.720128] [INFO ] [sig       ] [2631/3661] Completed PPC in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-11-27T19:56:17.720178] [INFO ] [sig       ] [2632/3661] Forecasting PPG...
[2025-11-27T19:56:17.720216] [INFO ] [sig       ] Generating forecast for: PPG
[2025-11-27T19:56:17.720251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-11-27T19:56:17.731223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-11-27T19:56:17.731508] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-11-27T19:56:17.732286] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-11-27T19:56:17.732348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:17.732390] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:17.732430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:17.732491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:17.787555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:17.788391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:17.788481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:17.788517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:17.914058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:17.914248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:17.914297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:17.914335] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:17.917619] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-11-27T19:56:17.917919] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-11-27T19:56:17.918055] [INFO ] [sig       ] PPG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:18.054502] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PPG.txt
[2025-11-27T19:56:18.054729] [INFO ] [sig       ] [2632/3661] Completed PPG in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:18.054779] [INFO ] [sig       ] [2633/3661] Forecasting PPH...
[2025-11-27T19:56:18.054816] [INFO ] [sig       ] Generating forecast for: PPH
[2025-11-27T19:56:18.054852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-11-27T19:56:18.065110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-11-27T19:56:18.065394] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-11-27T19:56:18.066162] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-11-27T19:56:18.066223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:18.066264] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:18.066300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:18.066371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:18.120541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:18.121156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:18.121243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:18.121284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:18.238963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:18.239129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:18.239177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:18.239218] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:18.242863] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-11-27T19:56:18.243163] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-11-27T19:56:18.243296] [INFO ] [sig       ] PPH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:18.379672] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PPH.txt
[2025-11-27T19:56:18.379874] [INFO ] [sig       ] [2633/3661] Completed PPH in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:18.379954] [INFO ] [sig       ] [2634/3661] Forecasting PPIH...
[2025-11-27T19:56:18.380035] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-11-27T19:56:18.380103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-11-27T19:56:18.391549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-11-27T19:56:18.391994] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-11-27T19:56:18.392962] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-11-27T19:56:18.393033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:18.393090] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:18.393146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:18.393244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:18.450278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:18.451231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:18.451375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:18.451429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:18.572410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:18.572604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:18.572682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:18.572724] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:18.575962] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2025-11-27T19:56:18.576253] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-11-27T19:56:18.576406] [INFO ] [sig       ] PPIH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:18.728855] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PPIH.txt
[2025-11-27T19:56:18.729118] [INFO ] [sig       ] [2634/3661] Completed PPIH in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:18.729207] [INFO ] [sig       ] [2635/3661] Forecasting PPL...
[2025-11-27T19:56:18.729285] [INFO ] [sig       ] Generating forecast for: PPL
[2025-11-27T19:56:18.729346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-11-27T19:56:18.744077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-11-27T19:56:18.744504] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-11-27T19:56:18.745605] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-11-27T19:56:18.745671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:18.745719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:18.745766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:18.745845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:18.804018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:18.804940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:18.805049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:18.805104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:18.934649] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:18.934840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:18.934890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:18.934930] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:18.938816] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-11-27T19:56:18.939265] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-11-27T19:56:18.939456] [INFO ] [sig       ] PPL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:19.138823] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PPL.txt
[2025-11-27T19:56:19.139140] [INFO ] [sig       ] [2635/3661] Completed PPL in 0.4s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:19.139233] [INFO ] [sig       ] [2636/3661] Forecasting PPSI...
[2025-11-27T19:56:19.139308] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-11-27T19:56:19.139370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-11-27T19:56:19.155820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-11-27T19:56:19.156354] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-11-27T19:56:19.157669] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-11-27T19:56:19.157764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:19.157833] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:19.157893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:19.158001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:19.244126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:19.245334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:19.245476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:19.245547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:19.417958] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:19.418202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:19.418283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:19.418347] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:19.423565] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-11-27T19:56:19.424098] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-11-27T19:56:19.424319] [INFO ] [sig       ] PPSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:19.583222] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PPSI.txt
[2025-11-27T19:56:19.583426] [INFO ] [sig       ] [2636/3661] Completed PPSI in 0.4s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:19.583485] [INFO ] [sig       ] [2637/3661] Forecasting PPTA...
[2025-11-27T19:56:19.583524] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-11-27T19:56:19.583612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-11-27T19:56:19.595805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-11-27T19:56:19.596205] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-11-27T19:56:19.597052] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-11-27T19:56:19.597118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:19.597162] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:19.597199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:19.597264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:19.657655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:19.658633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:19.658734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:19.658777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:19.782601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:19.782780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:19.782834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:19.782872] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:19.786764] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-11-27T19:56:19.787078] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-11-27T19:56:19.787251] [INFO ] [sig       ] PPTA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:19.948339] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PPTA.txt
[2025-11-27T19:56:19.948527] [INFO ] [sig       ] [2637/3661] Completed PPTA in 0.4s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:19.948602] [INFO ] [sig       ] [2638/3661] Forecasting PRA...
[2025-11-27T19:56:19.948665] [INFO ] [sig       ] Generating forecast for: PRA
[2025-11-27T19:56:19.948713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-11-27T19:56:19.962679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-11-27T19:56:19.963048] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-11-27T19:56:19.963903] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-11-27T19:56:19.963967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:19.964228] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:19.964269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:19.964350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:20.028310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:20.029182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:20.029281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:20.029326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:20.141550] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:20.141743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:20.141794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:20.141833] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:20.145269] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-11-27T19:56:20.145607] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-11-27T19:56:20.145761] [INFO ] [sig       ] PRA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:20.282402] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRA.txt
[2025-11-27T19:56:20.282593] [INFO ] [sig       ] [2638/3661] Completed PRA in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:20.282649] [INFO ] [sig       ] [2639/3661] Forecasting PRAA...
[2025-11-27T19:56:20.282687] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-11-27T19:56:20.282745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-11-27T19:56:20.293684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-11-27T19:56:20.293981] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-11-27T19:56:20.294785] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-11-27T19:56:20.294859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:20.294903] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:20.294938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:20.295000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:20.351184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:20.352036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:20.352147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:20.352190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:20.469499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:20.469675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:20.469730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:20.469776] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:20.473083] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=82.09%)
[2025-11-27T19:56:20.473359] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-11-27T19:56:20.473489] [INFO ] [sig       ] PRAA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:20.615647] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRAA.txt
[2025-11-27T19:56:20.615813] [INFO ] [sig       ] [2639/3661] Completed PRAA in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:20.615862] [INFO ] [sig       ] [2640/3661] Forecasting PRAX...
[2025-11-27T19:56:20.615900] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-11-27T19:56:20.615942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-11-27T19:56:20.626499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-11-27T19:56:20.626822] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-11-27T19:56:20.627619] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-11-27T19:56:20.627684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:20.627733] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:20.627775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:20.627851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:20.685452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:20.686193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:20.686286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:20.686330] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:20.810868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:20.811036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:20.811087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:20.811127] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:20.814537] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=78.27%)
[2025-11-27T19:56:20.814851] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-11-27T19:56:20.814986] [INFO ] [sig       ] PRAX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:20.957849] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRAX.txt
[2025-11-27T19:56:20.958012] [INFO ] [sig       ] [2640/3661] Completed PRAX in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:20.958061] [INFO ] [sig       ] [2641/3661] Forecasting PRCH...
[2025-11-27T19:56:20.958101] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-11-27T19:56:20.958160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-11-27T19:56:20.969264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-11-27T19:56:20.969613] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-11-27T19:56:20.970429] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-11-27T19:56:20.970502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:20.970557] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:20.970625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:20.970709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:21.028813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:21.029619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:21.029718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:21.029773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:21.152515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:21.152713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:21.152779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:21.152830] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:21.156232] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-11-27T19:56:21.156539] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-11-27T19:56:21.156705] [INFO ] [sig       ] PRCH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:21.293957] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PRCH.txt
[2025-11-27T19:56:21.294114] [INFO ] [sig       ] [2641/3661] Completed PRCH in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:21.294184] [INFO ] [sig       ] [2642/3661] Forecasting PRDO...
[2025-11-27T19:56:21.294238] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-11-27T19:56:21.294301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-11-27T19:56:21.305056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-11-27T19:56:21.305380] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-11-27T19:56:21.306226] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-11-27T19:56:21.306292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:21.306335] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:21.306373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:21.306438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:21.363910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:21.364593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:21.364681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:21.364725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:21.488688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:21.488875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:21.488932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:21.488968] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:21.492265] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-11-27T19:56:21.492557] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-11-27T19:56:21.492712] [INFO ] [sig       ] PRDO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:21.634028] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRDO.txt
[2025-11-27T19:56:21.634184] [INFO ] [sig       ] [2642/3661] Completed PRDO in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:21.634232] [INFO ] [sig       ] [2643/3661] Forecasting PRFZ...
[2025-11-27T19:56:21.634269] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-11-27T19:56:21.634316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-11-27T19:56:21.645086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-11-27T19:56:21.645385] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-11-27T19:56:21.646200] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-11-27T19:56:21.646262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:21.646299] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:21.646346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:21.646427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:21.702186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:21.702881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:21.702967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:21.703016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:21.822999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:21.823161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:21.823210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:21.823247] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:21.826847] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-11-27T19:56:21.827309] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-11-27T19:56:21.827454] [INFO ] [sig       ] PRFZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:21.963680] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PRFZ.txt
[2025-11-27T19:56:21.963830] [INFO ] [sig       ] [2643/3661] Completed PRFZ in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:21.963878] [INFO ] [sig       ] [2644/3661] Forecasting PRG...
[2025-11-27T19:56:21.963916] [INFO ] [sig       ] Generating forecast for: PRG
[2025-11-27T19:56:21.963954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-11-27T19:56:21.974669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-11-27T19:56:21.974961] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-11-27T19:56:21.975750] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-11-27T19:56:21.975823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:21.975872] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:21.975909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:21.975970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:22.034407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:22.035191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:22.035282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:22.035320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:22.150592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:22.150731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:22.150774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:22.150812] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:22.154022] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=41.78%)
[2025-11-27T19:56:22.154294] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-11-27T19:56:22.154420] [INFO ] [sig       ] PRG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:22.289829] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PRG.txt
[2025-11-27T19:56:22.289984] [INFO ] [sig       ] [2644/3661] Completed PRG in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:22.290034] [INFO ] [sig       ] [2645/3661] Forecasting PRGO...
[2025-11-27T19:56:22.290076] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-11-27T19:56:22.290117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-11-27T19:56:22.300828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-11-27T19:56:22.301131] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-11-27T19:56:22.301941] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-11-27T19:56:22.302004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:22.302046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:22.302083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:22.302147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:22.362150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:22.362869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:22.362958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:22.363004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:22.484607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:22.484771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:22.484821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:22.484877] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:22.488220] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-11-27T19:56:22.488494] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-11-27T19:56:22.488650] [INFO ] [sig       ] PRGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:22.628041] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PRGO.txt
[2025-11-27T19:56:22.628229] [INFO ] [sig       ] [2645/3661] Completed PRGO in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:22.628276] [INFO ] [sig       ] [2646/3661] Forecasting PRGS...
[2025-11-27T19:56:22.628311] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-11-27T19:56:22.628353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-11-27T19:56:22.639197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-11-27T19:56:22.639501] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-11-27T19:56:22.640356] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-11-27T19:56:22.640420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:22.640463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:22.640500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:22.640565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:22.699128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:22.699823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:22.699929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:22.699977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:22.817280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:22.817447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:22.817500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:22.817540] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:22.820827] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-11-27T19:56:22.821100] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-11-27T19:56:22.821232] [INFO ] [sig       ] PRGS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:22.957693] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRGS.txt
[2025-11-27T19:56:22.957833] [INFO ] [sig       ] [2646/3661] Completed PRGS in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.7m
[2025-11-27T19:56:22.957882] [INFO ] [sig       ] [2647/3661] Forecasting PRH...
[2025-11-27T19:56:22.957944] [INFO ] [sig       ] Generating forecast for: PRH
[2025-11-27T19:56:22.957990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-11-27T19:56:22.969524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-11-27T19:56:22.969881] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-11-27T19:56:22.970664] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-11-27T19:56:22.970727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:22.970768] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:22.970809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:22.970874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:23.029112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:23.029871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:23.029977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:23.030021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:23.148552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:23.148732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:23.148788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:23.148830] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:23.152074] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-11-27T19:56:23.152353] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-11-27T19:56:23.152483] [INFO ] [sig       ] PRH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:23.287142] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRH.txt
[2025-11-27T19:56:23.287292] [INFO ] [sig       ] [2647/3661] Completed PRH in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-11-27T19:56:23.287349] [INFO ] [sig       ] [2648/3661] Forecasting PRI...
[2025-11-27T19:56:23.287409] [INFO ] [sig       ] Generating forecast for: PRI
[2025-11-27T19:56:23.287454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-11-27T19:56:23.299136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-11-27T19:56:23.299437] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-11-27T19:56:23.300210] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-11-27T19:56:23.300275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:23.300318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:23.300354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:23.300426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:23.355739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:23.356425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:23.356514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:23.356557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:23.472079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:23.472266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:23.472316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:23.472355] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:23.475624] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=68.35%)
[2025-11-27T19:56:23.475926] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-11-27T19:56:23.476063] [INFO ] [sig       ] PRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:23.613409] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRI.txt
[2025-11-27T19:56:23.613553] [INFO ] [sig       ] [2648/3661] Completed PRI in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-11-27T19:56:23.613622] [INFO ] [sig       ] [2649/3661] Forecasting PRIM...
[2025-11-27T19:56:23.613668] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-11-27T19:56:23.613706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-11-27T19:56:23.625305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-11-27T19:56:23.625654] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-11-27T19:56:23.626427] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-11-27T19:56:23.626492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:23.626537] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:23.626606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:23.626676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:23.682729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:23.683364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:23.683452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:23.683494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:23.807114] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:23.807292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:23.807352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:23.807399] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:23.810777] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-11-27T19:56:23.811070] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-11-27T19:56:23.811202] [INFO ] [sig       ] PRIM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:23.946237] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRIM.txt
[2025-11-27T19:56:23.946383] [INFO ] [sig       ] [2649/3661] Completed PRIM in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-11-27T19:56:23.946428] [INFO ] [sig       ] [2650/3661] Forecasting PRLB...
[2025-11-27T19:56:23.946469] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-11-27T19:56:23.946507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-11-27T19:56:23.961065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-11-27T19:56:23.961640] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-11-27T19:56:23.962749] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-11-27T19:56:23.962817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:23.962875] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:23.962922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:23.962999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:24.027174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:24.028452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:24.028590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:24.028638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:24.155180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:24.155436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:24.155496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:24.155536] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:24.159376] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-11-27T19:56:24.159724] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-11-27T19:56:24.159878] [INFO ] [sig       ] PRLB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:24.298772] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PRLB.txt
[2025-11-27T19:56:24.298980] [INFO ] [sig       ] [2650/3661] Completed PRLB in 0.4s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:24.299036] [INFO ] [sig       ] [2651/3661] Forecasting PRM...
[2025-11-27T19:56:24.299080] [INFO ] [sig       ] Generating forecast for: PRM
[2025-11-27T19:56:24.299147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-11-27T19:56:24.313282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-11-27T19:56:24.313937] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-11-27T19:56:24.315017] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-11-27T19:56:24.315095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:24.315171] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:24.315215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:24.315285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:24.372888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:24.374294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:24.374428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:24.374476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:24.506159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:24.506357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:24.506410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:24.506450] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:24.509937] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-11-27T19:56:24.510231] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-11-27T19:56:24.510376] [INFO ] [sig       ] PRM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:24.653436] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRM.txt
[2025-11-27T19:56:24.653624] [INFO ] [sig       ] [2651/3661] Completed PRM in 0.4s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:24.653682] [INFO ] [sig       ] [2652/3661] Forecasting PRME...
[2025-11-27T19:56:24.653726] [INFO ] [sig       ] Generating forecast for: PRME
[2025-11-27T19:56:24.653794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-11-27T19:56:24.665958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-11-27T19:56:24.666299] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-11-27T19:56:24.667123] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-11-27T19:56:24.667189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:24.667233] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:24.667271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:24.667335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:24.722800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:24.723426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:24.723517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:24.723555] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:24.839187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:24.839361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:24.839413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:24.839451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:24.842934] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-11-27T19:56:24.843234] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-11-27T19:56:24.843379] [INFO ] [sig       ] PRME: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:24.979372] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRME.txt
[2025-11-27T19:56:24.979531] [INFO ] [sig       ] [2652/3661] Completed PRME in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:24.979601] [INFO ] [sig       ] [2653/3661] Forecasting PRN...
[2025-11-27T19:56:24.979662] [INFO ] [sig       ] Generating forecast for: PRN
[2025-11-27T19:56:24.979716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-11-27T19:56:24.991297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-11-27T19:56:24.991660] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-11-27T19:56:24.992436] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-11-27T19:56:24.992501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:24.992544] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:24.992608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:24.992676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:25.048356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:25.049150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:25.049239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:25.049281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:25.169562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:25.169748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:25.169802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:25.169845] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:25.173133] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=68.03%)
[2025-11-27T19:56:25.173408] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-11-27T19:56:25.173538] [INFO ] [sig       ] PRN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:25.309884] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRN.txt
[2025-11-27T19:56:25.310036] [INFO ] [sig       ] [2653/3661] Completed PRN in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:25.310086] [INFO ] [sig       ] [2654/3661] Forecasting PRO...
[2025-11-27T19:56:25.310135] [INFO ] [sig       ] Generating forecast for: PRO
[2025-11-27T19:56:25.310192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-11-27T19:56:25.321762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRO'.
[2025-11-27T19:56:25.322182] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-11-27T19:56:25.323044] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-11-27T19:56:25.323109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:25.323160] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:25.323205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:25.323283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:25.377987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:25.378995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:25.379094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:25.379147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:25.506029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:25.506213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:25.506294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:25.506341] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:25.510023] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-11-27T19:56:25.510396] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-11-27T19:56:25.510558] [INFO ] [sig       ] PRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:25.651239] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PRO.txt
[2025-11-27T19:56:25.651401] [INFO ] [sig       ] [2654/3661] Completed PRO in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:25.651453] [INFO ] [sig       ] [2655/3661] Forecasting PROF...
[2025-11-27T19:56:25.651486] [INFO ] [sig       ] Generating forecast for: PROF
[2025-11-27T19:56:25.651528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-11-27T19:56:25.662614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-11-27T19:56:25.662919] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-11-27T19:56:25.663714] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-11-27T19:56:25.663776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:25.663817] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:25.663854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:25.663964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:25.719636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:25.720256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:25.720343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:25.720384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:25.837243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:25.837404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:25.837452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:25.837489] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:25.840778] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-11-27T19:56:25.841068] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-11-27T19:56:25.841210] [INFO ] [sig       ] PROF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:25.976682] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PROF.txt
[2025-11-27T19:56:25.976835] [INFO ] [sig       ] [2655/3661] Completed PROF in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:25.976884] [INFO ] [sig       ] [2656/3661] Forecasting PROK...
[2025-11-27T19:56:25.976925] [INFO ] [sig       ] Generating forecast for: PROK
[2025-11-27T19:56:25.976962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-11-27T19:56:25.988004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-11-27T19:56:25.988306] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-11-27T19:56:25.989092] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-11-27T19:56:25.989154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:25.989194] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:25.989231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:25.989336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:26.044425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:26.045085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:26.045173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:26.045216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:26.163150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:26.163329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:26.163404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:26.163444] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:26.166744] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-11-27T19:56:26.167027] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-11-27T19:56:26.167165] [INFO ] [sig       ] PROK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:26.302411] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PROK.txt
[2025-11-27T19:56:26.302539] [INFO ] [sig       ] [2656/3661] Completed PROK in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:26.302604] [INFO ] [sig       ] [2657/3661] Forecasting PRTA...
[2025-11-27T19:56:26.302644] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-11-27T19:56:26.302683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-11-27T19:56:26.313541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-11-27T19:56:26.313841] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-11-27T19:56:26.314620] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-11-27T19:56:26.314680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:26.314732] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:26.314772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:26.314866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:26.370559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:26.371221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:26.371309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:26.371350] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:26.487924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:26.488075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:26.488141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:26.488180] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:26.491408] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-11-27T19:56:26.491704] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-11-27T19:56:26.491853] [INFO ] [sig       ] PRTA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:26.631202] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PRTA.txt
[2025-11-27T19:56:26.631379] [INFO ] [sig       ] [2657/3661] Completed PRTA in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:26.631430] [INFO ] [sig       ] [2658/3661] Forecasting PRTH...
[2025-11-27T19:56:26.631488] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-11-27T19:56:26.631525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-11-27T19:56:26.642387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-11-27T19:56:26.642682] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-11-27T19:56:26.643445] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-11-27T19:56:26.643508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:26.643548] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:26.643611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:26.643693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:26.698353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:26.698976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:26.699060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:26.699113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:26.814904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:26.815054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:26.815102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:26.815139] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:26.818314] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-11-27T19:56:26.818610] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-11-27T19:56:26.818749] [INFO ] [sig       ] PRTH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:26.955016] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRTH.txt
[2025-11-27T19:56:26.955154] [INFO ] [sig       ] [2658/3661] Completed PRTH in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:26.955202] [INFO ] [sig       ] [2659/3661] Forecasting PRVA...
[2025-11-27T19:56:26.955241] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-11-27T19:56:26.955273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-11-27T19:56:26.967303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-11-27T19:56:26.967713] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-11-27T19:56:26.968559] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-11-27T19:56:26.968648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:26.968705] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:26.968757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:26.968849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:27.025156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:27.025867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:27.025972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:27.026032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:27.148092] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:27.148277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:27.148345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:27.148396] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:27.151864] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-11-27T19:56:27.152172] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-11-27T19:56:27.152324] [INFO ] [sig       ] PRVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:27.289824] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PRVA.txt
[2025-11-27T19:56:27.289979] [INFO ] [sig       ] [2659/3661] Completed PRVA in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:27.290028] [INFO ] [sig       ] [2660/3661] Forecasting PRZO...
[2025-11-27T19:56:27.290070] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-11-27T19:56:27.290122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-11-27T19:56:27.301846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-11-27T19:56:27.302153] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-11-27T19:56:27.302947] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-11-27T19:56:27.303009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:27.303050] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:27.303087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:27.303163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:27.357838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:27.358634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:27.358726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:27.358769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:27.473789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:27.473960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:27.474010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:27.474048] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:27.477280] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-11-27T19:56:27.477550] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-11-27T19:56:27.477696] [INFO ] [sig       ] PRZO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:27.617868] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PRZO.txt
[2025-11-27T19:56:27.618016] [INFO ] [sig       ] [2660/3661] Completed PRZO in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:27.618066] [INFO ] [sig       ] [2661/3661] Forecasting PSC...
[2025-11-27T19:56:27.618118] [INFO ] [sig       ] Generating forecast for: PSC
[2025-11-27T19:56:27.618157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-11-27T19:56:27.629145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-11-27T19:56:27.629412] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-11-27T19:56:27.630222] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-11-27T19:56:27.630285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:27.630326] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:27.630363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:27.630432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:27.687559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:27.688218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:27.688316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:27.688360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:27.807758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:27.807939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:27.807988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:27.808024] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:27.811351] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2025-11-27T19:56:27.811639] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-11-27T19:56:27.811766] [INFO ] [sig       ] PSC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:27.947349] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PSC.txt
[2025-11-27T19:56:27.947525] [INFO ] [sig       ] [2661/3661] Completed PSC in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:27.947593] [INFO ] [sig       ] [2662/3661] Forecasting PSCE...
[2025-11-27T19:56:27.947633] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-11-27T19:56:27.947669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-11-27T19:56:27.958456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-11-27T19:56:27.958824] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-11-27T19:56:27.959636] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-11-27T19:56:27.959708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:27.959757] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:27.959802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:27.959882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:28.016994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:28.017886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:28.017983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:28.018028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:28.123362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:28.123528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:28.123589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:28.123623] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:28.126950] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2025-11-27T19:56:28.127251] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-11-27T19:56:28.127399] [INFO ] [sig       ] PSCE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:28.272208] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PSCE.txt
[2025-11-27T19:56:28.272383] [INFO ] [sig       ] [2662/3661] Completed PSCE in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:28.272433] [INFO ] [sig       ] [2663/3661] Forecasting PSCH...
[2025-11-27T19:56:28.272473] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-11-27T19:56:28.272512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-11-27T19:56:28.283114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-11-27T19:56:28.283424] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-11-27T19:56:28.284234] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-11-27T19:56:28.284306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:28.284360] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:28.284412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:28.284495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:28.340444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:28.341206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:28.341305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:28.341359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:28.457650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:28.457831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:28.457899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:28.457951] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:28.461284] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-11-27T19:56:28.461592] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-11-27T19:56:28.461736] [INFO ] [sig       ] PSCH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:28.599164] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PSCH.txt
[2025-11-27T19:56:28.599312] [INFO ] [sig       ] [2663/3661] Completed PSCH in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:28.599375] [INFO ] [sig       ] [2664/3661] Forecasting PSEC...
[2025-11-27T19:56:28.599428] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-11-27T19:56:28.599502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-11-27T19:56:28.610282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-11-27T19:56:28.610614] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-11-27T19:56:28.611415] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-11-27T19:56:28.611487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:28.611541] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:28.611616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:28.611711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:28.668077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:28.668736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:28.668833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:28.668892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:28.791607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:28.791772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:28.791834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:28.791885] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:28.795194] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-11-27T19:56:28.795490] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-11-27T19:56:28.795653] [INFO ] [sig       ] PSEC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:28.936254] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PSEC.txt
[2025-11-27T19:56:28.936394] [INFO ] [sig       ] [2664/3661] Completed PSEC in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.6m
[2025-11-27T19:56:28.936442] [INFO ] [sig       ] [2665/3661] Forecasting PSF...
[2025-11-27T19:56:28.936481] [INFO ] [sig       ] Generating forecast for: PSF
[2025-11-27T19:56:28.936517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-11-27T19:56:28.947320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-11-27T19:56:28.947648] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-11-27T19:56:28.948489] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-11-27T19:56:28.948555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:28.948626] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:28.948674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:28.948759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:29.006662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:29.007323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:29.007411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:29.007448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:29.123745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:29.123892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:29.123949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:29.123999] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:29.127215] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-11-27T19:56:29.127495] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-11-27T19:56:29.127654] [INFO ] [sig       ] PSF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:29.264745] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PSF.txt
[2025-11-27T19:56:29.264930] [INFO ] [sig       ] [2665/3661] Completed PSF in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-11-27T19:56:29.264997] [INFO ] [sig       ] [2666/3661] Forecasting PSFE...
[2025-11-27T19:56:29.265050] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-11-27T19:56:29.265101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-11-27T19:56:29.275860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-11-27T19:56:29.276159] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-11-27T19:56:29.277006] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-11-27T19:56:29.277070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:29.277112] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:29.277149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:29.277215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:29.334965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:29.335636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:29.335726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:29.335779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:29.451758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:29.451916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:29.451969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:29.452012] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:29.455204] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=70.14%)
[2025-11-27T19:56:29.455491] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-11-27T19:56:29.455648] [INFO ] [sig       ] PSFE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:29.592553] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PSFE.txt
[2025-11-27T19:56:29.592720] [INFO ] [sig       ] [2666/3661] Completed PSFE in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-11-27T19:56:29.592773] [INFO ] [sig       ] [2667/3661] Forecasting PSHG...
[2025-11-27T19:56:29.592809] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-11-27T19:56:29.592846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-11-27T19:56:29.604618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-11-27T19:56:29.604948] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-11-27T19:56:29.605800] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-11-27T19:56:29.605869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:29.605925] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:29.605985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:29.606081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:29.668796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:29.669496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:29.669609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:29.669675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:29.785659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:29.785807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:29.785868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:29.785924] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:29.789194] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-11-27T19:56:29.789508] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-11-27T19:56:29.789685] [INFO ] [sig       ] PSHG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:29.927535] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PSHG.txt
[2025-11-27T19:56:29.927710] [INFO ] [sig       ] [2667/3661] Completed PSHG in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-11-27T19:56:29.927786] [INFO ] [sig       ] [2668/3661] Forecasting PSN...
[2025-11-27T19:56:29.927865] [INFO ] [sig       ] Generating forecast for: PSN
[2025-11-27T19:56:29.927931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-11-27T19:56:29.938598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-11-27T19:56:29.938915] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-11-27T19:56:29.939758] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-11-27T19:56:29.939822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:29.939863] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:29.939901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:29.939965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:29.997858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:29.998622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:29.998714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:29.998755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:30.114753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:30.114915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:30.114963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:30.114998] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:30.118258] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-11-27T19:56:30.118526] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-11-27T19:56:30.118677] [INFO ] [sig       ] PSN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:30.254022] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PSN.txt
[2025-11-27T19:56:30.254198] [INFO ] [sig       ] [2668/3661] Completed PSN in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:30.254269] [INFO ] [sig       ] [2669/3661] Forecasting PSNL...
[2025-11-27T19:56:30.254350] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-11-27T19:56:30.254405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-11-27T19:56:30.265150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-11-27T19:56:30.265444] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-11-27T19:56:30.266221] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-11-27T19:56:30.266283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:30.266326] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:30.266359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:30.266427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:30.321063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:30.321911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:30.322002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:30.322044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:30.447264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:30.447476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:30.447526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:30.447565] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:30.450785] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-11-27T19:56:30.451056] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-11-27T19:56:30.451183] [INFO ] [sig       ] PSNL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:30.584921] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PSNL.txt
[2025-11-27T19:56:30.585082] [INFO ] [sig       ] [2669/3661] Completed PSNL in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:30.585133] [INFO ] [sig       ] [2670/3661] Forecasting PSO...
[2025-11-27T19:56:30.585167] [INFO ] [sig       ] Generating forecast for: PSO
[2025-11-27T19:56:30.585221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-11-27T19:56:30.595771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-11-27T19:56:30.596042] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-11-27T19:56:30.596815] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-11-27T19:56:30.596876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:30.596909] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:30.596945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:30.597021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:30.653037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:30.653860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:30.653950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:30.653997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:30.788902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:30.789063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:30.789112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:30.789147] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:30.792406] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-11-27T19:56:30.792723] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-11-27T19:56:30.792855] [INFO ] [sig       ] PSO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:30.931038] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PSO.txt
[2025-11-27T19:56:30.931199] [INFO ] [sig       ] [2670/3661] Completed PSO in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:30.931248] [INFO ] [sig       ] [2671/3661] Forecasting PSQH...
[2025-11-27T19:56:30.931288] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-11-27T19:56:30.931323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-11-27T19:56:30.941925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-11-27T19:56:30.942228] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-11-27T19:56:30.943022] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-11-27T19:56:30.943084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:30.943124] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:30.943160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:30.943222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:30.998672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:30.999457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:30.999549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:30.999609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:31.120189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:31.120357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:31.120407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:31.120446] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:31.123920] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-11-27T19:56:31.124202] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-11-27T19:56:31.124352] [INFO ] [sig       ] PSQH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:31.259141] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PSQH.txt
[2025-11-27T19:56:31.259319] [INFO ] [sig       ] [2671/3661] Completed PSQH in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:31.259369] [INFO ] [sig       ] [2672/3661] Forecasting PSTG...
[2025-11-27T19:56:31.259409] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-11-27T19:56:31.259505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-11-27T19:56:31.270681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-11-27T19:56:31.271075] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-11-27T19:56:31.271980] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-11-27T19:56:31.272046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:31.272089] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:31.272123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:31.272187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:31.328089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:31.328942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:31.329052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:31.329102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:31.447434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:31.447615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:31.447665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:31.447701] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:31.450971] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-11-27T19:56:31.451248] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-11-27T19:56:31.451379] [INFO ] [sig       ] PSTG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:31.587265] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PSTG.txt
[2025-11-27T19:56:31.587423] [INFO ] [sig       ] [2672/3661] Completed PSTG in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:31.587472] [INFO ] [sig       ] [2673/3661] Forecasting PSTL...
[2025-11-27T19:56:31.587512] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-11-27T19:56:31.587549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-11-27T19:56:31.598304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-11-27T19:56:31.598618] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-11-27T19:56:31.599384] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-11-27T19:56:31.599447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:31.599498] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:31.599535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:31.599613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:31.655278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:31.656009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:31.656100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:31.656144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:31.786355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:31.786561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:31.786645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:31.786696] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:31.791142] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-11-27T19:56:31.791468] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-11-27T19:56:31.791663] [INFO ] [sig       ] PSTL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:31.932344] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PSTL.txt
[2025-11-27T19:56:31.932524] [INFO ] [sig       ] [2673/3661] Completed PSTL in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:31.932604] [INFO ] [sig       ] [2674/3661] Forecasting PSX...
[2025-11-27T19:56:31.932640] [INFO ] [sig       ] Generating forecast for: PSX
[2025-11-27T19:56:31.932671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-11-27T19:56:31.945295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-11-27T19:56:31.945761] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-11-27T19:56:31.946648] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-11-27T19:56:31.946719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:31.946762] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:31.946801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:31.946867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:32.004924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:32.005902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:32.006021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:32.006086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:32.132782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:32.132956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:32.133012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:32.133047] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:32.136829] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=23.12%)
[2025-11-27T19:56:32.137108] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-11-27T19:56:32.137242] [INFO ] [sig       ] PSX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:32.282915] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PSX.txt
[2025-11-27T19:56:32.283107] [INFO ] [sig       ] [2674/3661] Completed PSX in 0.4s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:32.283159] [INFO ] [sig       ] [2675/3661] Forecasting PTA...
[2025-11-27T19:56:32.283201] [INFO ] [sig       ] Generating forecast for: PTA
[2025-11-27T19:56:32.283254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-11-27T19:56:32.294938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-11-27T19:56:32.295358] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-11-27T19:56:32.296169] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-11-27T19:56:32.296234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:32.296276] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:32.296314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:32.296377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:32.352743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:32.353650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:32.353754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:32.353802] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:32.476642] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:32.476809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:32.476860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:32.476895] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:32.480134] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=59.68%)
[2025-11-27T19:56:32.480399] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-11-27T19:56:32.480531] [INFO ] [sig       ] PTA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:32.618622] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PTA.txt
[2025-11-27T19:56:32.618818] [INFO ] [sig       ] [2675/3661] Completed PTA in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:32.618868] [INFO ] [sig       ] [2676/3661] Forecasting PTC...
[2025-11-27T19:56:32.618907] [INFO ] [sig       ] Generating forecast for: PTC
[2025-11-27T19:56:32.618943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-11-27T19:56:32.630085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-11-27T19:56:32.630424] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-11-27T19:56:32.631214] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-11-27T19:56:32.631276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:32.631317] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:32.631350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:32.631414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:32.686001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:32.686854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:32.686944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:32.686980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:32.812444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:32.812641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:32.812690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:32.812727] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:32.816002] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-11-27T19:56:32.816284] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-11-27T19:56:32.816415] [INFO ] [sig       ] PTC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:32.951963] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PTC.txt
[2025-11-27T19:56:32.952172] [INFO ] [sig       ] [2676/3661] Completed PTC in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:32.952230] [INFO ] [sig       ] [2677/3661] Forecasting PTEN...
[2025-11-27T19:56:32.952271] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-11-27T19:56:32.952332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-11-27T19:56:32.964420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-11-27T19:56:32.964891] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-11-27T19:56:32.965799] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-11-27T19:56:32.965864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:32.965912] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:32.965973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:32.966062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:33.022952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:33.023869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:33.023970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:33.024033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:33.138384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:33.138553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:33.138627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:33.138676] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:33.141965] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=38.18%)
[2025-11-27T19:56:33.142249] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-11-27T19:56:33.142392] [INFO ] [sig       ] PTEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:33.277082] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PTEN.txt
[2025-11-27T19:56:33.277213] [INFO ] [sig       ] [2677/3661] Completed PTEN in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:33.277262] [INFO ] [sig       ] [2678/3661] Forecasting PTF...
[2025-11-27T19:56:33.277305] [INFO ] [sig       ] Generating forecast for: PTF
[2025-11-27T19:56:33.277341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-11-27T19:56:33.288548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-11-27T19:56:33.288921] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-11-27T19:56:33.289731] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-11-27T19:56:33.289793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:33.289834] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:33.289869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:33.289937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:33.344259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:33.345188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:33.345299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:33.345362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:33.468358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:33.468550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:33.468642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:33.468704] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:33.472017] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-11-27T19:56:33.472323] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-11-27T19:56:33.472495] [INFO ] [sig       ] PTF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:33.608290] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PTF.txt
[2025-11-27T19:56:33.608497] [INFO ] [sig       ] [2678/3661] Completed PTF in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:33.608566] [INFO ] [sig       ] [2679/3661] Forecasting PTGX...
[2025-11-27T19:56:33.608664] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-11-27T19:56:33.608721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-11-27T19:56:33.620010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-11-27T19:56:33.620383] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-11-27T19:56:33.621211] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-11-27T19:56:33.621275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:33.621317] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:33.621355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:33.621420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:33.678419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:33.679270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:33.679363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:33.679402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:33.795119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:33.795284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:33.795335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:33.795373] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:33.798681] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-11-27T19:56:33.798961] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-11-27T19:56:33.799092] [INFO ] [sig       ] PTGX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:33.936850] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PTGX.txt
[2025-11-27T19:56:33.937000] [INFO ] [sig       ] [2679/3661] Completed PTGX in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:33.937052] [INFO ] [sig       ] [2680/3661] Forecasting PTH...
[2025-11-27T19:56:33.937093] [INFO ] [sig       ] Generating forecast for: PTH
[2025-11-27T19:56:33.937133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-11-27T19:56:33.947837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-11-27T19:56:33.948164] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-11-27T19:56:33.948956] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-11-27T19:56:33.949026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:33.949075] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:33.949126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:33.949204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:34.004905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:34.005493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:34.005597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:34.005639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:34.109179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:34.109347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:34.109396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:34.109461] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:34.112721] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-11-27T19:56:34.112993] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-11-27T19:56:34.113151] [INFO ] [sig       ] PTH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:34.248427] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PTH.txt
[2025-11-27T19:56:34.248553] [INFO ] [sig       ] [2680/3661] Completed PTH in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:34.248620] [INFO ] [sig       ] [2681/3661] Forecasting PTIX...
[2025-11-27T19:56:34.248661] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-11-27T19:56:34.248700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-11-27T19:56:34.260094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-11-27T19:56:34.260422] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-11-27T19:56:34.261199] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-11-27T19:56:34.261262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:34.261303] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:34.261339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:34.261403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:34.316275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:34.316881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:34.316966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:34.317013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:34.437088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:34.437267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:34.437317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:34.437354] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:34.440608] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=25.00%)
[2025-11-27T19:56:34.440877] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-11-27T19:56:34.441007] [INFO ] [sig       ] PTIX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:34.574726] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PTIX.txt
[2025-11-27T19:56:34.574864] [INFO ] [sig       ] [2681/3661] Completed PTIX in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:34.574915] [INFO ] [sig       ] [2682/3661] Forecasting PTLO...
[2025-11-27T19:56:34.574956] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-11-27T19:56:34.574996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-11-27T19:56:34.586031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-11-27T19:56:34.586300] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-11-27T19:56:34.587085] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-11-27T19:56:34.587148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:34.587185] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:34.587224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:34.587291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:34.642363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:34.642967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:34.643067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:34.643115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:34.762780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:34.762934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:34.762985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:34.763019] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:34.766196] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-11-27T19:56:34.766473] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-11-27T19:56:34.766620] [INFO ] [sig       ] PTLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:34.901248] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PTLO.txt
[2025-11-27T19:56:34.901394] [INFO ] [sig       ] [2682/3661] Completed PTLO in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.5m
[2025-11-27T19:56:34.901449] [INFO ] [sig       ] [2683/3661] Forecasting PTNQ...
[2025-11-27T19:56:34.901490] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-11-27T19:56:34.901530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-11-27T19:56:34.913142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-11-27T19:56:34.913482] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-11-27T19:56:34.914316] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-11-27T19:56:34.914383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:34.914426] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:34.914463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:34.914527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:34.971587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:34.972334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:34.972446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:34.972495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:35.101395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:35.101560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:35.101625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:35.101662] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:35.104920] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=16.02%)
[2025-11-27T19:56:35.105193] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-11-27T19:56:35.105327] [INFO ] [sig       ] PTNQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:35.239642] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PTNQ.txt
[2025-11-27T19:56:35.239778] [INFO ] [sig       ] [2683/3661] Completed PTNQ in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-11-27T19:56:35.239826] [INFO ] [sig       ] [2684/3661] Forecasting PTON...
[2025-11-27T19:56:35.239866] [INFO ] [sig       ] Generating forecast for: PTON
[2025-11-27T19:56:35.239923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-11-27T19:56:35.251429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-11-27T19:56:35.251784] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-11-27T19:56:35.252596] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-11-27T19:56:35.252657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:35.252710] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:35.252748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:35.252812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:35.309109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:35.309758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:35.309847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:35.309891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:35.430404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:35.430563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:35.430629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:35.430669] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:35.434001] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=54.69%)
[2025-11-27T19:56:35.434284] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-11-27T19:56:35.434420] [INFO ] [sig       ] PTON: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:35.571026] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PTON.txt
[2025-11-27T19:56:35.571166] [INFO ] [sig       ] [2684/3661] Completed PTON in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-11-27T19:56:35.571226] [INFO ] [sig       ] [2685/3661] Forecasting PTY...
[2025-11-27T19:56:35.571265] [INFO ] [sig       ] Generating forecast for: PTY
[2025-11-27T19:56:35.571312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-11-27T19:56:35.582724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-11-27T19:56:35.582981] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-11-27T19:56:35.583771] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-11-27T19:56:35.583833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:35.583874] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:35.583910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:35.583974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:35.638766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:35.639364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:35.639451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:35.639493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:35.758475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:35.758659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:35.758709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:35.758741] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:35.761964] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-11-27T19:56:35.762232] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-11-27T19:56:35.762363] [INFO ] [sig       ] PTY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:35.898426] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PTY.txt
[2025-11-27T19:56:35.898567] [INFO ] [sig       ] [2685/3661] Completed PTY in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-11-27T19:56:35.898636] [INFO ] [sig       ] [2686/3661] Forecasting PUBM...
[2025-11-27T19:56:35.898693] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-11-27T19:56:35.898741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-11-27T19:56:35.910534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-11-27T19:56:35.910897] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-11-27T19:56:35.911732] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-11-27T19:56:35.911794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:35.911833] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:35.911869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:35.911931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:35.967647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:35.968311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:35.968411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:35.968454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:36.085655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:36.085841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:36.085890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:36.085926] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:36.089220] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-11-27T19:56:36.089503] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-11-27T19:56:36.089660] [INFO ] [sig       ] PUBM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:36.224951] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PUBM.txt
[2025-11-27T19:56:36.225130] [INFO ] [sig       ] [2686/3661] Completed PUBM in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:36.225179] [INFO ] [sig       ] [2687/3661] Forecasting PUK...
[2025-11-27T19:56:36.225227] [INFO ] [sig       ] Generating forecast for: PUK
[2025-11-27T19:56:36.225266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-11-27T19:56:36.237043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-11-27T19:56:36.237374] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-11-27T19:56:36.238182] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-11-27T19:56:36.238244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:36.238281] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:36.238319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:36.238382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:36.293232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:36.293841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:36.293927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:36.293967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:36.411406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:36.411594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:36.411642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:36.411679] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:36.414896] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=5.19%)
[2025-11-27T19:56:36.415165] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-11-27T19:56:36.415293] [INFO ] [sig       ] PUK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:36.552511] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PUK.txt
[2025-11-27T19:56:36.552718] [INFO ] [sig       ] [2687/3661] Completed PUK in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:36.552789] [INFO ] [sig       ] [2688/3661] Forecasting PUMP...
[2025-11-27T19:56:36.552830] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-11-27T19:56:36.552877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-11-27T19:56:36.563759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-11-27T19:56:36.564150] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-11-27T19:56:36.564961] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-11-27T19:56:36.565025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:36.565067] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:36.565102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:36.565165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:36.619425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:36.620279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:36.620371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:36.620414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:36.742802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:36.742975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:36.743023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:36.743062] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:36.746268] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-11-27T19:56:36.746539] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-11-27T19:56:36.746690] [INFO ] [sig       ] PUMP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:36.881336] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PUMP.txt
[2025-11-27T19:56:36.881511] [INFO ] [sig       ] [2688/3661] Completed PUMP in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:36.881562] [INFO ] [sig       ] [2689/3661] Forecasting PVH...
[2025-11-27T19:56:36.881638] [INFO ] [sig       ] Generating forecast for: PVH
[2025-11-27T19:56:36.881688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-11-27T19:56:36.893123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-11-27T19:56:36.893448] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-11-27T19:56:36.894242] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-11-27T19:56:36.894305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:36.894358] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:36.894388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:36.894461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:36.949666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:36.950379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:36.950469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:36.950519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:37.073064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:37.073263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:37.073315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:37.073371] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:37.076861] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-11-27T19:56:37.077207] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-11-27T19:56:37.077361] [INFO ] [sig       ] PVH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:37.212251] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PVH.txt
[2025-11-27T19:56:37.212418] [INFO ] [sig       ] [2689/3661] Completed PVH in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:37.212467] [INFO ] [sig       ] [2690/3661] Forecasting PVL...
[2025-11-27T19:56:37.212521] [INFO ] [sig       ] Generating forecast for: PVL
[2025-11-27T19:56:37.212562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-11-27T19:56:37.224275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-11-27T19:56:37.224681] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-11-27T19:56:37.225452] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-11-27T19:56:37.225514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:37.225555] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:37.225612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:37.225688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:37.282325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:37.283599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:37.283688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:37.283731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:37.397456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:37.397632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:37.397682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:37.397720] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:37.400922] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-11-27T19:56:37.401190] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-11-27T19:56:37.401321] [INFO ] [sig       ] PVL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:37.535707] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PVL.txt
[2025-11-27T19:56:37.535833] [INFO ] [sig       ] [2690/3661] Completed PVL in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:37.535881] [INFO ] [sig       ] [2691/3661] Forecasting PWP...
[2025-11-27T19:56:37.535920] [INFO ] [sig       ] Generating forecast for: PWP
[2025-11-27T19:56:37.535956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-11-27T19:56:37.546502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-11-27T19:56:37.546805] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-11-27T19:56:37.547556] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-11-27T19:56:37.547639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:37.547676] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:37.547713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:37.547773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:37.601943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:37.602515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:37.602624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:37.602669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:37.721066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:37.721221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:37.721269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:37.721305] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:37.724601] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=86.10%)
[2025-11-27T19:56:37.724879] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-11-27T19:56:37.725015] [INFO ] [sig       ] PWP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:37.859564] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PWP.txt
[2025-11-27T19:56:37.859714] [INFO ] [sig       ] [2691/3661] Completed PWP in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:37.859761] [INFO ] [sig       ] [2692/3661] Forecasting PX...
[2025-11-27T19:56:37.859797] [INFO ] [sig       ] Generating forecast for: PX
[2025-11-27T19:56:37.859832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-11-27T19:56:37.871470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-11-27T19:56:37.871852] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-11-27T19:56:37.872697] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-11-27T19:56:37.872760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:37.872802] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:37.872837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:37.872937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:37.927694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:37.928415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:37.928505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:37.928548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:38.052887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:38.053086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:38.053141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:38.053175] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:38.056597] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-11-27T19:56:38.056888] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-11-27T19:56:38.057023] [INFO ] [sig       ] PX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:38.191672] [INFO ] [LOCAL     ] Saved forecast: PX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PX.txt
[2025-11-27T19:56:38.191844] [INFO ] [sig       ] [2692/3661] Completed PX in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:38.191895] [INFO ] [sig       ] [2693/3661] Forecasting PXS...
[2025-11-27T19:56:38.191933] [INFO ] [sig       ] Generating forecast for: PXS
[2025-11-27T19:56:38.191973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-11-27T19:56:38.202992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-11-27T19:56:38.203335] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-11-27T19:56:38.204127] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-11-27T19:56:38.204188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:38.204225] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:38.204263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:38.204336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:38.260683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:38.261374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:38.261463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:38.261506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:38.369445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:38.369626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:38.369677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:38.369733] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:38.372973] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-11-27T19:56:38.373254] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-11-27T19:56:38.373385] [INFO ] [sig       ] PXS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:38.511353] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PXS.txt
[2025-11-27T19:56:38.511517] [INFO ] [sig       ] [2693/3661] Completed PXS in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:38.511566] [INFO ] [sig       ] [2694/3661] Forecasting PY...
[2025-11-27T19:56:38.511621] [INFO ] [sig       ] Generating forecast for: PY
[2025-11-27T19:56:38.511653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-11-27T19:56:38.523083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-11-27T19:56:38.523459] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-11-27T19:56:38.524280] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-11-27T19:56:38.524342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:38.524382] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:38.524423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:38.524496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:38.579397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:38.580029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:38.580114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:38.580157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:38.681868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:38.682031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:38.682079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:38.682115] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:38.685356] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-11-27T19:56:38.685659] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-11-27T19:56:38.685804] [INFO ] [sig       ] PY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:38.821026] [INFO ] [LOCAL     ] Saved forecast: PY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PY.txt
[2025-11-27T19:56:38.821160] [INFO ] [sig       ] [2694/3661] Completed PY in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:38.821212] [INFO ] [sig       ] [2695/3661] Forecasting PYPL...
[2025-11-27T19:56:38.821249] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-11-27T19:56:38.821285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-11-27T19:56:38.831832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-11-27T19:56:38.832118] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-11-27T19:56:38.832895] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-11-27T19:56:38.832958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:38.833006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:38.833049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:38.833128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:38.888077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:38.888750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:38.888835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:38.888875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:39.004870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:39.005014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:39.005060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:39.005097] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:39.008427] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-11-27T19:56:39.008729] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-11-27T19:56:39.008862] [INFO ] [sig       ] PYPL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:39.148478] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PYPL.txt
[2025-11-27T19:56:39.148644] [INFO ] [sig       ] [2695/3661] Completed PYPL in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:39.148694] [INFO ] [sig       ] [2696/3661] Forecasting PYXS...
[2025-11-27T19:56:39.148730] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-11-27T19:56:39.148797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-11-27T19:56:39.159438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-11-27T19:56:39.159751] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-11-27T19:56:39.160515] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-11-27T19:56:39.160598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:39.160640] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:39.160690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:39.160761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:39.216159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:39.216798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:39.216883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:39.216919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:39.335165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:39.335309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:39.335358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:39.335392] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:39.338690] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-11-27T19:56:39.338980] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-11-27T19:56:39.339111] [INFO ] [sig       ] PYXS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:39.474945] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/PYXS.txt
[2025-11-27T19:56:39.475084] [INFO ] [sig       ] [2696/3661] Completed PYXS in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:39.475131] [INFO ] [sig       ] [2697/3661] Forecasting PZZA...
[2025-11-27T19:56:39.475168] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-11-27T19:56:39.475244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-11-27T19:56:39.485740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-11-27T19:56:39.486022] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-11-27T19:56:39.486841] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-11-27T19:56:39.486913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:39.486962] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:39.487008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:39.487084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:39.543825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:39.544483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:39.544594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:39.544644] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:39.664859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:39.665005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:39.665061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:39.665100] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:39.668419] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-11-27T19:56:39.668730] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-11-27T19:56:39.668877] [INFO ] [sig       ] PZZA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:39.810498] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/PZZA.txt
[2025-11-27T19:56:39.810678] [INFO ] [sig       ] [2697/3661] Completed PZZA in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:39.810731] [INFO ] [sig       ] [2698/3661] Forecasting QABA...
[2025-11-27T19:56:39.810766] [INFO ] [sig       ] Generating forecast for: QABA
[2025-11-27T19:56:39.810828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QABA' from 'https://tdm.silogroup.org/data/derivative_storage/QABA.csv'.
[2025-11-27T19:56:39.822151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QABA'.
[2025-11-27T19:56:39.822491] [INFO ] [FORECASTER] Starting predict_future for QABA
[2025-11-27T19:56:39.823301] [DEBUG] [LOCAL     ] No optimal features file found for QABA: ./output/feature-sets/QABA.txt
[2025-11-27T19:56:39.823366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:39.823417] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:39.823462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:39.823539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:39.880473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:39.881150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:39.881243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:39.881292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:39.989291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:39.989458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:39.989509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:39.989547] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:39.992848] [DEBUG] [FORECASTER] QABA: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-11-27T19:56:39.993130] [INFO ] [FORECASTER] Completed predict_future for QABA
[2025-11-27T19:56:39.993282] [INFO ] [sig       ] QABA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:40.131924] [INFO ] [LOCAL     ] Saved forecast: QABA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QABA.txt
[2025-11-27T19:56:40.132071] [INFO ] [sig       ] [2698/3661] Completed QABA in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:40.132119] [INFO ] [sig       ] [2699/3661] Forecasting QBTS...
[2025-11-27T19:56:40.132156] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-11-27T19:56:40.132198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-11-27T19:56:40.144371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-11-27T19:56:40.144717] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-11-27T19:56:40.145519] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-11-27T19:56:40.145609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:40.145665] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:40.145713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:40.145803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:40.201258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:40.201905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:40.201999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:40.202054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:40.325259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:40.325422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:40.325483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:40.325534] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:40.329249] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-11-27T19:56:40.329552] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-11-27T19:56:40.329731] [INFO ] [sig       ] QBTS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:40.463165] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QBTS.txt
[2025-11-27T19:56:40.463332] [INFO ] [sig       ] [2699/3661] Completed QBTS in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.4m
[2025-11-27T19:56:40.463396] [INFO ] [sig       ] [2700/3661] Forecasting QCLN...
[2025-11-27T19:56:40.463449] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-11-27T19:56:40.463521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-11-27T19:56:40.474590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-11-27T19:56:40.474901] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-11-27T19:56:40.475710] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-11-27T19:56:40.475772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:40.475814] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:40.475852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:40.475918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:40.533308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:40.534040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:40.534125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:40.534164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:40.653272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:40.653436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:40.653483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:40.653518] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:40.656776] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=55.23%)
[2025-11-27T19:56:40.657044] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-11-27T19:56:40.657180] [INFO ] [sig       ] QCLN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:40.793655] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QCLN.txt
[2025-11-27T19:56:40.793840] [INFO ] [sig       ] [2700/3661] Completed QCLN in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-11-27T19:56:40.793911] [INFO ] [sig       ] [2701/3661] Forecasting QCOM...
[2025-11-27T19:56:40.793993] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-11-27T19:56:40.794038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-11-27T19:56:40.805240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-11-27T19:56:40.805533] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-11-27T19:56:40.806314] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-11-27T19:56:40.806376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:40.806416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:40.806450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:40.806513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:40.863898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:40.864604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:40.864692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:40.864737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:40.982610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:40.982768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:40.982819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:40.982858] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:40.986117] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-11-27T19:56:40.986396] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-11-27T19:56:40.986527] [INFO ] [sig       ] QCOM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:41.121832] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QCOM.txt
[2025-11-27T19:56:41.121985] [INFO ] [sig       ] [2701/3661] Completed QCOM in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-11-27T19:56:41.122037] [INFO ] [sig       ] [2702/3661] Forecasting QCRH...
[2025-11-27T19:56:41.122078] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-11-27T19:56:41.122138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-11-27T19:56:41.132353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-11-27T19:56:41.132652] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-11-27T19:56:41.133403] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-11-27T19:56:41.133466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:41.133504] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:41.133541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:41.133622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:41.191477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:41.192109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:41.192195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:41.192232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:41.307554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:41.307714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:41.307763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:41.307800] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:41.310964] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=50.04%)
[2025-11-27T19:56:41.311261] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-11-27T19:56:41.311388] [INFO ] [sig       ] QCRH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:41.446615] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QCRH.txt
[2025-11-27T19:56:41.446751] [INFO ] [sig       ] [2702/3661] Completed QCRH in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-11-27T19:56:41.446798] [INFO ] [sig       ] [2703/3661] Forecasting QD...
[2025-11-27T19:56:41.446833] [INFO ] [sig       ] Generating forecast for: QD
[2025-11-27T19:56:41.446869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-11-27T19:56:41.458185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-11-27T19:56:41.458474] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-11-27T19:56:41.459269] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-11-27T19:56:41.459344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:41.459392] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:41.459428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:41.459491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:41.515914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:41.516507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:41.516608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:41.516649] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:41.634490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:41.634651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:41.634698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:41.634733] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:41.637869] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=34.34%)
[2025-11-27T19:56:41.638151] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-11-27T19:56:41.638282] [INFO ] [sig       ] QD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:41.774106] [INFO ] [LOCAL     ] Saved forecast: QD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QD.txt
[2025-11-27T19:56:41.774273] [INFO ] [sig       ] [2703/3661] Completed QD in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-11-27T19:56:41.774332] [INFO ] [sig       ] [2704/3661] Forecasting QDEL...
[2025-11-27T19:56:41.774379] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-11-27T19:56:41.774435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-11-27T19:56:41.785011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-11-27T19:56:41.785292] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-11-27T19:56:41.786064] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-11-27T19:56:41.786126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:41.786166] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:41.786206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:41.786283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:41.841686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:41.842275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:41.842360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:41.842402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:41.960108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:41.960287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:41.960358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:41.960397] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:41.963658] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-11-27T19:56:41.963932] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-11-27T19:56:41.964064] [INFO ] [sig       ] QDEL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:42.098697] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QDEL.txt
[2025-11-27T19:56:42.098872] [INFO ] [sig       ] [2704/3661] Completed QDEL in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:42.098927] [INFO ] [sig       ] [2705/3661] Forecasting QFIN...
[2025-11-27T19:56:42.098988] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-11-27T19:56:42.099035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-11-27T19:56:42.110154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-11-27T19:56:42.110499] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-11-27T19:56:42.111345] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-11-27T19:56:42.111410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:42.111453] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:42.111491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:42.111557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:42.169639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:42.170719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:42.170813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:42.170866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:42.296518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:42.296713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:42.296762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:42.296799] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:42.300066] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-11-27T19:56:42.300346] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-11-27T19:56:42.300482] [INFO ] [sig       ] QFIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:42.434450] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QFIN.txt
[2025-11-27T19:56:42.434632] [INFO ] [sig       ] [2705/3661] Completed QFIN in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:42.434684] [INFO ] [sig       ] [2706/3661] Forecasting QGEN...
[2025-11-27T19:56:42.434742] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-11-27T19:56:42.434787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-11-27T19:56:42.445643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-11-27T19:56:42.445940] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-11-27T19:56:42.446717] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-11-27T19:56:42.446779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:42.446821] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:42.446856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:42.446919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:42.503497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:42.504343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:42.504437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:42.504479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:42.627735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:42.627898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:42.627948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:42.627982] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:42.631276] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-11-27T19:56:42.631558] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-11-27T19:56:42.631719] [INFO ] [sig       ] QGEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:42.768470] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QGEN.txt
[2025-11-27T19:56:42.768649] [INFO ] [sig       ] [2706/3661] Completed QGEN in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:42.768701] [INFO ] [sig       ] [2707/3661] Forecasting QLYS...
[2025-11-27T19:56:42.768741] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-11-27T19:56:42.768807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-11-27T19:56:42.780701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-11-27T19:56:42.781015] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-11-27T19:56:42.781795] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-11-27T19:56:42.781856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:42.781896] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:42.781933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:42.782002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:42.836956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:42.837726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:42.837817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:42.837854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:42.954440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:42.954635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:42.954684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:42.954722] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:42.957965] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-11-27T19:56:42.958268] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-11-27T19:56:42.958404] [INFO ] [sig       ] QLYS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:43.095117] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QLYS.txt
[2025-11-27T19:56:43.095281] [INFO ] [sig       ] [2707/3661] Completed QLYS in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:43.095330] [INFO ] [sig       ] [2708/3661] Forecasting QMCO...
[2025-11-27T19:56:43.095369] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-11-27T19:56:43.095406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-11-27T19:56:43.106220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-11-27T19:56:43.106485] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-11-27T19:56:43.107259] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-11-27T19:56:43.107324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:43.107372] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:43.107411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:43.107475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:43.161618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:43.162202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:43.162287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:43.162329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:43.277994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:43.278178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:43.278230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:43.278269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:43.281468] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-11-27T19:56:43.281758] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-11-27T19:56:43.281892] [INFO ] [sig       ] QMCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:43.416391] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QMCO.txt
[2025-11-27T19:56:43.416544] [INFO ] [sig       ] [2708/3661] Completed QMCO in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:43.416611] [INFO ] [sig       ] [2709/3661] Forecasting QMOM...
[2025-11-27T19:56:43.416653] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-11-27T19:56:43.416689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-11-27T19:56:43.428523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-11-27T19:56:43.428900] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-11-27T19:56:43.429748] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-11-27T19:56:43.429813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:43.429865] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:43.429912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:43.429994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:43.485830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:43.486615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:43.486715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:43.486759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:43.604640] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:43.604807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:43.604858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:43.604897] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:43.608434] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2025-11-27T19:56:43.608740] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-11-27T19:56:43.608871] [INFO ] [sig       ] QMOM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:43.742610] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QMOM.txt
[2025-11-27T19:56:43.742762] [INFO ] [sig       ] [2709/3661] Completed QMOM in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:43.742812] [INFO ] [sig       ] [2710/3661] Forecasting QNCX...
[2025-11-27T19:56:43.742852] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-11-27T19:56:43.742894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-11-27T19:56:43.754662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-11-27T19:56:43.755051] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-11-27T19:56:43.755864] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-11-27T19:56:43.755927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:43.755968] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:43.756004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:43.756066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:43.810626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:43.811438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:43.811537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:43.811600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:43.923646] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:43.923819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:43.923872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:43.923909] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:43.927162] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2025-11-27T19:56:43.927442] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-11-27T19:56:43.927594] [INFO ] [sig       ] QNCX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:44.064232] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QNCX.txt
[2025-11-27T19:56:44.064396] [INFO ] [sig       ] [2710/3661] Completed QNCX in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:44.064446] [INFO ] [sig       ] [2711/3661] Forecasting QNTM...
[2025-11-27T19:56:44.064488] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-11-27T19:56:44.064532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-11-27T19:56:44.075771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-11-27T19:56:44.076116] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-11-27T19:56:44.077015] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-11-27T19:56:44.077082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:44.077125] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:44.077159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:44.077222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:44.136931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:44.137965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:44.138073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:44.138139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:44.271200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:44.271348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:44.271398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:44.271437] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:44.274788] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-11-27T19:56:44.275074] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-11-27T19:56:44.275211] [INFO ] [sig       ] QNTM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:44.416091] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QNTM.txt
[2025-11-27T19:56:44.416267] [INFO ] [sig       ] [2711/3661] Completed QNTM in 0.4s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:44.416334] [INFO ] [sig       ] [2712/3661] Forecasting QQMG...
[2025-11-27T19:56:44.416400] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-11-27T19:56:44.416438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-11-27T19:56:44.428160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-11-27T19:56:44.428546] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-11-27T19:56:44.429373] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-11-27T19:56:44.429438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:44.429489] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:44.429535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:44.429631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:44.487046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:44.487985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:44.488090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:44.488201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:44.601902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:44.602070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:44.602119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:44.602157] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:44.605527] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-11-27T19:56:44.605843] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-11-27T19:56:44.605979] [INFO ] [sig       ] QQMG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:44.741907] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QQMG.txt
[2025-11-27T19:56:44.742060] [INFO ] [sig       ] [2712/3661] Completed QQMG in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:44.742106] [INFO ] [sig       ] [2713/3661] Forecasting QQQ...
[2025-11-27T19:56:44.742160] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-11-27T19:56:44.742193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-11-27T19:56:44.752967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-11-27T19:56:44.753319] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-11-27T19:56:44.754199] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-11-27T19:56:44.754264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:44.754307] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:44.754348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:44.754424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:44.811021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:44.811924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:44.812033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:44.812090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:44.936225] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:44.936396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:44.936448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:44.936483] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:44.939773] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-11-27T19:56:44.940056] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-11-27T19:56:44.940209] [INFO ] [sig       ] QQQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:45.073949] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QQQ.txt
[2025-11-27T19:56:45.074112] [INFO ] [sig       ] [2713/3661] Completed QQQ in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:45.074161] [INFO ] [sig       ] [2714/3661] Forecasting QQQE...
[2025-11-27T19:56:45.074198] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-11-27T19:56:45.074253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-11-27T19:56:45.084939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-11-27T19:56:45.085275] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-11-27T19:56:45.086065] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-11-27T19:56:45.086127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:45.086168] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:45.086202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:45.086266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:45.140259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:45.140945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:45.141033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:45.141072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:45.256288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:45.256437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:45.256485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:45.256522] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:45.259767] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-11-27T19:56:45.260046] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-11-27T19:56:45.260176] [INFO ] [sig       ] QQQE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:45.392903] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QQQE.txt
[2025-11-27T19:56:45.393046] [INFO ] [sig       ] [2714/3661] Completed QQQE in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:45.393095] [INFO ] [sig       ] [2715/3661] Forecasting QQQI...
[2025-11-27T19:56:45.393135] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-11-27T19:56:45.393171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-11-27T19:56:45.403711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-11-27T19:56:45.403990] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-11-27T19:56:45.404786] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-11-27T19:56:45.404848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:45.404888] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:45.404922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:45.404986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:45.459289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:45.459944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:45.460028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:45.460064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:45.574036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:45.574166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:45.574207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:45.574262] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:45.577474] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=92.66%)
[2025-11-27T19:56:45.577764] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-11-27T19:56:45.577895] [INFO ] [sig       ] QQQI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:45.711881] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QQQI.txt
[2025-11-27T19:56:45.712020] [INFO ] [sig       ] [2715/3661] Completed QQQI in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:45.712070] [INFO ] [sig       ] [2716/3661] Forecasting QQQJ...
[2025-11-27T19:56:45.712110] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-11-27T19:56:45.712152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-11-27T19:56:45.722487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-11-27T19:56:45.722792] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-11-27T19:56:45.723541] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-11-27T19:56:45.723625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:45.723667] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:45.723703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:45.723765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:45.778023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:45.778692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:45.778778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:45.778820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:45.895798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:45.895961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:45.896010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:45.896045] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:45.899271] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-11-27T19:56:45.899549] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-11-27T19:56:45.899703] [INFO ] [sig       ] QQQJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:46.033023] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QQQJ.txt
[2025-11-27T19:56:46.033170] [INFO ] [sig       ] [2716/3661] Completed QQQJ in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:46.033218] [INFO ] [sig       ] [2717/3661] Forecasting QQQM...
[2025-11-27T19:56:46.033255] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-11-27T19:56:46.033291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-11-27T19:56:46.044185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-11-27T19:56:46.044525] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-11-27T19:56:46.045294] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-11-27T19:56:46.045357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:46.045398] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:46.045432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:46.045494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:46.099946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:46.100727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:46.100830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:46.100874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:46.218423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:46.218768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:46.218816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:46.218855] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:46.222056] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-11-27T19:56:46.222334] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-11-27T19:56:46.222470] [INFO ] [sig       ] QQQM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:46.359340] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QQQM.txt
[2025-11-27T19:56:46.359489] [INFO ] [sig       ] [2717/3661] Completed QQQM in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.3m
[2025-11-27T19:56:46.359537] [INFO ] [sig       ] [2718/3661] Forecasting QQQX...
[2025-11-27T19:56:46.359587] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-11-27T19:56:46.359626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-11-27T19:56:46.370413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-11-27T19:56:46.370732] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-11-27T19:56:46.371512] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-11-27T19:56:46.371591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:46.371634] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:46.371668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:46.371730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:46.426106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:46.426832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:46.426920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:46.426956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:46.545772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:46.545937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:46.545987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:46.546024] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:46.549360] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-11-27T19:56:46.549687] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-11-27T19:56:46.549826] [INFO ] [sig       ] QQQX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:46.684051] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QQQX.txt
[2025-11-27T19:56:46.684192] [INFO ] [sig       ] [2718/3661] Completed QQQX in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-11-27T19:56:46.684241] [INFO ] [sig       ] [2719/3661] Forecasting QQQY...
[2025-11-27T19:56:46.684278] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-11-27T19:56:46.684313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-11-27T19:56:46.694730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-11-27T19:56:46.695018] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-11-27T19:56:46.695873] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-11-27T19:56:46.695943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:46.696006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:46.696055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:46.696142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:46.751484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:46.752098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:46.752192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:46.752248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:46.866902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:46.867028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:46.867088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:46.867141] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:46.870200] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-11-27T19:56:46.870474] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-11-27T19:56:46.870632] [INFO ] [sig       ] QQQY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:47.004442] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QQQY.txt
[2025-11-27T19:56:47.004589] [INFO ] [sig       ] [2719/3661] Completed QQQY in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-11-27T19:56:47.004653] [INFO ] [sig       ] [2720/3661] Forecasting QRHC...
[2025-11-27T19:56:47.004706] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-11-27T19:56:47.004765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-11-27T19:56:47.015749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-11-27T19:56:47.016050] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-11-27T19:56:47.016843] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-11-27T19:56:47.016905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:47.016946] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:47.016979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:47.017048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:47.072222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:47.072899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:47.072985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:47.073027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:47.193968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:47.194104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:47.194151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:47.194189] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:47.197461] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=69.59%)
[2025-11-27T19:56:47.197766] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-11-27T19:56:47.197896] [INFO ] [sig       ] QRHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:47.332672] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QRHC.txt
[2025-11-27T19:56:47.332798] [INFO ] [sig       ] [2720/3661] Completed QRHC in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-11-27T19:56:47.332845] [INFO ] [sig       ] [2721/3661] Forecasting QRVO...
[2025-11-27T19:56:47.332879] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-11-27T19:56:47.332915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-11-27T19:56:47.343443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-11-27T19:56:47.343772] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-11-27T19:56:47.344555] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-11-27T19:56:47.344645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:47.344700] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:47.344750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:47.344845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:47.401537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:47.402187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:47.402285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:47.402351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:47.518612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:47.518757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:47.518817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:47.518871] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:47.522020] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-11-27T19:56:47.522307] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-11-27T19:56:47.522454] [INFO ] [sig       ] QRVO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:47.658819] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QRVO.txt
[2025-11-27T19:56:47.658964] [INFO ] [sig       ] [2721/3661] Completed QRVO in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-11-27T19:56:47.659027] [INFO ] [sig       ] [2722/3661] Forecasting QS...
[2025-11-27T19:56:47.659080] [INFO ] [sig       ] Generating forecast for: QS
[2025-11-27T19:56:47.659149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-11-27T19:56:47.669595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-11-27T19:56:47.669871] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-11-27T19:56:47.670658] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-11-27T19:56:47.670718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:47.670758] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:47.670792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:47.670854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:47.725220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:47.725818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:47.725903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:47.725946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:47.846319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:47.846493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:47.846544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:47.846600] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:47.849956] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-11-27T19:56:47.850282] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-11-27T19:56:47.850437] [INFO ] [sig       ] QS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:47.993905] [INFO ] [LOCAL     ] Saved forecast: QS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QS.txt
[2025-11-27T19:56:47.994073] [INFO ] [sig       ] [2722/3661] Completed QS in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:47.994123] [INFO ] [sig       ] [2723/3661] Forecasting QSI...
[2025-11-27T19:56:47.994159] [INFO ] [sig       ] Generating forecast for: QSI
[2025-11-27T19:56:47.994204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-11-27T19:56:48.005039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-11-27T19:56:48.005309] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-11-27T19:56:48.006075] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-11-27T19:56:48.006145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:48.006179] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:48.006215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:48.006273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:48.062058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:48.062699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:48.062786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:48.062830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:48.179536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:48.179711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:48.179760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:48.179799] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:48.183082] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=36.72%)
[2025-11-27T19:56:48.183376] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-11-27T19:56:48.183514] [INFO ] [sig       ] QSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:48.341714] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QSI.txt
[2025-11-27T19:56:48.341896] [INFO ] [sig       ] [2723/3661] Completed QSI in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:48.341945] [INFO ] [sig       ] [2724/3661] Forecasting QTEC...
[2025-11-27T19:56:48.341984] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-11-27T19:56:48.342022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-11-27T19:56:48.353498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-11-27T19:56:48.353855] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-11-27T19:56:48.354667] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-11-27T19:56:48.354730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:48.354772] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:48.354808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:48.354871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:48.409965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:48.410826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:48.410924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:48.410969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:48.533386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:48.533559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:48.533628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:48.533661] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:48.536958] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-11-27T19:56:48.537231] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-11-27T19:56:48.537376] [INFO ] [sig       ] QTEC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:48.674195] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QTEC.txt
[2025-11-27T19:56:48.674344] [INFO ] [sig       ] [2724/3661] Completed QTEC in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:48.674394] [INFO ] [sig       ] [2725/3661] Forecasting QTRX...
[2025-11-27T19:56:48.674431] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-11-27T19:56:48.674467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-11-27T19:56:48.685253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-11-27T19:56:48.685538] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-11-27T19:56:48.686303] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-11-27T19:56:48.686375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:48.686425] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:48.686473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:48.686546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:48.741132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:48.741732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:48.741816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:48.741857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:48.862475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:48.862648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:48.862696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:48.862729] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:48.865952] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-11-27T19:56:48.866218] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-11-27T19:56:48.866347] [INFO ] [sig       ] QTRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:49.002291] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QTRX.txt
[2025-11-27T19:56:49.002434] [INFO ] [sig       ] [2725/3661] Completed QTRX in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:49.002487] [INFO ] [sig       ] [2726/3661] Forecasting QTTB...
[2025-11-27T19:56:49.002522] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-11-27T19:56:49.002558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-11-27T19:56:49.013034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-11-27T19:56:49.013327] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-11-27T19:56:49.014120] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-11-27T19:56:49.014182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:49.014223] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:49.014277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:49.014395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:49.070159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:49.070904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:49.070991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:49.071052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:49.193510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:49.193685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:49.193742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:49.193824] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:49.197104] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-11-27T19:56:49.197407] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-11-27T19:56:49.197594] [INFO ] [sig       ] QTTB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:49.332163] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QTTB.txt
[2025-11-27T19:56:49.332349] [INFO ] [sig       ] [2726/3661] Completed QTTB in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:49.332402] [INFO ] [sig       ] [2727/3661] Forecasting QTUM...
[2025-11-27T19:56:49.332515] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-11-27T19:56:49.332556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-11-27T19:56:49.342890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-11-27T19:56:49.343179] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-11-27T19:56:49.344001] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-11-27T19:56:49.344064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:49.344105] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:49.344150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:49.344260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:49.402807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:49.403523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:49.403632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:49.403684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:49.520011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:49.520170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:49.520220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:49.520259] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:49.523680] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-11-27T19:56:49.523968] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-11-27T19:56:49.524100] [INFO ] [sig       ] QTUM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:49.668300] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QTUM.txt
[2025-11-27T19:56:49.668452] [INFO ] [sig       ] [2727/3661] Completed QTUM in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:49.668502] [INFO ] [sig       ] [2728/3661] Forecasting QTWO...
[2025-11-27T19:56:49.668542] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-11-27T19:56:49.668665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-11-27T19:56:49.679812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-11-27T19:56:49.680125] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-11-27T19:56:49.680958] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-11-27T19:56:49.681022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:49.681059] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:49.681096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:49.681161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:49.738851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:49.739570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:49.739675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:49.739717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:49.864048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:49.864203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:49.864252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:49.864291] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:49.867620] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=78.15%)
[2025-11-27T19:56:49.867904] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-11-27T19:56:49.868064] [INFO ] [sig       ] QTWO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:50.010804] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QTWO.txt
[2025-11-27T19:56:50.010951] [INFO ] [sig       ] [2728/3661] Completed QTWO in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:50.011000] [INFO ] [sig       ] [2729/3661] Forecasting QUAD...
[2025-11-27T19:56:50.011039] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-11-27T19:56:50.011077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-11-27T19:56:50.022456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-11-27T19:56:50.022819] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-11-27T19:56:50.023655] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-11-27T19:56:50.023717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:50.023758] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:50.023795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:50.023858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:50.079738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:50.080469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:50.080557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:50.080623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:50.200805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:50.200968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:50.201017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:50.201050] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:50.204278] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-11-27T19:56:50.204558] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-11-27T19:56:50.204709] [INFO ] [sig       ] QUAD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:50.338799] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QUAD.txt
[2025-11-27T19:56:50.338946] [INFO ] [sig       ] [2729/3661] Completed QUAD in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:50.338994] [INFO ] [sig       ] [2730/3661] Forecasting QUIK...
[2025-11-27T19:56:50.339028] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-11-27T19:56:50.339064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-11-27T19:56:50.350623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-11-27T19:56:50.350911] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-11-27T19:56:50.351693] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-11-27T19:56:50.351756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:50.351797] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:50.351831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:50.351905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:50.407865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:50.408735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:50.408825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:50.408867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:50.531268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:50.531432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:50.531482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:50.531518] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:50.534759] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-11-27T19:56:50.535031] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-11-27T19:56:50.535166] [INFO ] [sig       ] QUIK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:50.671413] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/QUIK.txt
[2025-11-27T19:56:50.671560] [INFO ] [sig       ] [2730/3661] Completed QUIK in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:50.671683] [INFO ] [sig       ] [2731/3661] Forecasting QURE...
[2025-11-27T19:56:50.671719] [INFO ] [sig       ] Generating forecast for: QURE
[2025-11-27T19:56:50.671751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-11-27T19:56:50.682373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-11-27T19:56:50.682699] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-11-27T19:56:50.683477] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-11-27T19:56:50.683544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:50.683622] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:50.683690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:50.683782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:50.742443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:50.743282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:50.743387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:50.743437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:50.868953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:50.869116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:50.869165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:50.869200] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:50.872513] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=44.65%)
[2025-11-27T19:56:50.872816] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-11-27T19:56:50.872967] [INFO ] [sig       ] QURE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:51.006473] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QURE.txt
[2025-11-27T19:56:51.006634] [INFO ] [sig       ] [2731/3661] Completed QURE in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:51.006693] [INFO ] [sig       ] [2732/3661] Forecasting QVAL...
[2025-11-27T19:56:51.006786] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-11-27T19:56:51.006829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-11-27T19:56:51.017513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-11-27T19:56:51.017854] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-11-27T19:56:51.018829] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-11-27T19:56:51.018904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:51.018955] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:51.019000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:51.019083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:51.084730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:51.085507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:51.085637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:51.085691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:51.198681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:51.198845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:51.198895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:51.198931] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:51.202176] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-11-27T19:56:51.202451] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-11-27T19:56:51.202598] [INFO ] [sig       ] QVAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:51.337880] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QVAL.txt
[2025-11-27T19:56:51.338045] [INFO ] [sig       ] [2732/3661] Completed QVAL in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:51.338139] [INFO ] [sig       ] [2733/3661] Forecasting QVCC...
[2025-11-27T19:56:51.338188] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-11-27T19:56:51.338231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-11-27T19:56:51.349103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-11-27T19:56:51.349398] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-11-27T19:56:51.350241] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-11-27T19:56:51.350308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:51.350351] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:51.350388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:51.350458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:51.406075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:51.406759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:51.406851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:51.406895] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:51.521192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:51.521366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:51.521424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:51.521467] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:51.524705] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-11-27T19:56:51.524981] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-11-27T19:56:51.525112] [INFO ] [sig       ] QVCC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:51.660647] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QVCC.txt
[2025-11-27T19:56:51.660830] [INFO ] [sig       ] [2733/3661] Completed QVCC in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:51.660884] [INFO ] [sig       ] [2734/3661] Forecasting QYLD...
[2025-11-27T19:56:51.660939] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-11-27T19:56:51.660992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-11-27T19:56:51.672913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-11-27T19:56:51.673302] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-11-27T19:56:51.674152] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-11-27T19:56:51.674217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:51.674252] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:51.674291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:51.674359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:51.733877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:51.734759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:51.734850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:51.734894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:51.857255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:51.857428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:51.857479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:51.857519] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:51.860812] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: DOWN (p=0.27%)
[2025-11-27T19:56:51.861093] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-11-27T19:56:51.861231] [INFO ] [sig       ] QYLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:52.000503] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QYLD.txt
[2025-11-27T19:56:52.000695] [INFO ] [sig       ] [2734/3661] Completed QYLD in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:52.000746] [INFO ] [sig       ] [2735/3661] Forecasting QYLG...
[2025-11-27T19:56:52.000783] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-11-27T19:56:52.000822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-11-27T19:56:52.012566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-11-27T19:56:52.012948] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-11-27T19:56:52.013759] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-11-27T19:56:52.013822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:52.013862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:52.013896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:52.013967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:52.069043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:52.069787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:52.069875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:52.069931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:52.191724] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:52.191867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:52.191916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:52.191952] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:52.195202] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-11-27T19:56:52.195486] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-11-27T19:56:52.195642] [INFO ] [sig       ] QYLG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:52.329733] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/QYLG.txt
[2025-11-27T19:56:52.329883] [INFO ] [sig       ] [2735/3661] Completed QYLG in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.2m
[2025-11-27T19:56:52.329937] [INFO ] [sig       ] [2736/3661] Forecasting RA...
[2025-11-27T19:56:52.329974] [INFO ] [sig       ] Generating forecast for: RA
[2025-11-27T19:56:52.330030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-11-27T19:56:52.345126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-11-27T19:56:52.345718] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-11-27T19:56:52.346772] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-11-27T19:56:52.346837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:52.346878] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:52.346914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:52.346977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:52.402393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:52.403407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:52.403522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:52.403595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:52.524235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:52.524447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:52.524499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:52.524538] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:52.528086] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-11-27T19:56:52.528399] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-11-27T19:56:52.528564] [INFO ] [sig       ] RA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:52.666098] [INFO ] [LOCAL     ] Saved forecast: RA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RA.txt
[2025-11-27T19:56:52.666275] [INFO ] [sig       ] [2736/3661] Completed RA in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-11-27T19:56:52.666327] [INFO ] [sig       ] [2737/3661] Forecasting RACE...
[2025-11-27T19:56:52.666363] [INFO ] [sig       ] Generating forecast for: RACE
[2025-11-27T19:56:52.666401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-11-27T19:56:52.677809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-11-27T19:56:52.678129] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-11-27T19:56:52.678975] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-11-27T19:56:52.679038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:52.679078] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:52.679114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:52.679171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:52.735371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:52.736196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:52.736286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:52.736327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:52.861215] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:52.861398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:52.861454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:52.861495] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:52.864842] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=35.99%)
[2025-11-27T19:56:52.865127] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-11-27T19:56:52.865261] [INFO ] [sig       ] RACE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:53.013106] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RACE.txt
[2025-11-27T19:56:53.013287] [INFO ] [sig       ] [2737/3661] Completed RACE in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-11-27T19:56:53.013339] [INFO ] [sig       ] [2738/3661] Forecasting RAIL...
[2025-11-27T19:56:53.013391] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-11-27T19:56:53.013451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-11-27T19:56:53.024656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-11-27T19:56:53.024961] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-11-27T19:56:53.025771] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-11-27T19:56:53.025835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:53.025877] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:53.025914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:53.025981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:53.083106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:53.083809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:53.083898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:53.083939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:53.206118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:53.206311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:53.206360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:53.206398] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:53.209906] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=71.34%)
[2025-11-27T19:56:53.210261] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-11-27T19:56:53.210411] [INFO ] [sig       ] RAIL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:53.356480] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RAIL.txt
[2025-11-27T19:56:53.356686] [INFO ] [sig       ] [2738/3661] Completed RAIL in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-11-27T19:56:53.356738] [INFO ] [sig       ] [2739/3661] Forecasting RAMP...
[2025-11-27T19:56:53.356794] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-11-27T19:56:53.356830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-11-27T19:56:53.367523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-11-27T19:56:53.367801] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-11-27T19:56:53.368631] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-11-27T19:56:53.368691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:53.368731] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:53.368767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:53.368829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:53.423486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:53.424080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:53.424167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:53.424208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:53.541464] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:53.541636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:53.541684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:53.541722] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:53.544892] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-11-27T19:56:53.545168] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-11-27T19:56:53.545301] [INFO ] [sig       ] RAMP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:53.684471] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RAMP.txt
[2025-11-27T19:56:53.684669] [INFO ] [sig       ] [2739/3661] Completed RAMP in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-11-27T19:56:53.684723] [INFO ] [sig       ] [2740/3661] Forecasting RAPP...
[2025-11-27T19:56:53.684763] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-11-27T19:56:53.684803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-11-27T19:56:53.696088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-11-27T19:56:53.696418] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-11-27T19:56:53.697202] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-11-27T19:56:53.697266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:53.697307] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:53.697342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:53.697406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:53.752929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:53.753549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:53.753652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:53.753694] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:53.869807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:53.869978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:53.870026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:53.870066] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:53.873348] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=18.80%)
[2025-11-27T19:56:53.873639] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-11-27T19:56:53.873768] [INFO ] [sig       ] RAPP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:54.013513] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RAPP.txt
[2025-11-27T19:56:54.013668] [INFO ] [sig       ] [2740/3661] Completed RAPP in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:54.013725] [INFO ] [sig       ] [2741/3661] Forecasting RARE...
[2025-11-27T19:56:54.013765] [INFO ] [sig       ] Generating forecast for: RARE
[2025-11-27T19:56:54.013804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-11-27T19:56:54.024636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-11-27T19:56:54.024909] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-11-27T19:56:54.025670] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-11-27T19:56:54.025730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:54.025770] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:54.025804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:54.025867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:54.081078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:54.081824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:54.081912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:54.081954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:54.200157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:54.200330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:54.200379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:54.200417] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:54.203652] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=77.84%)
[2025-11-27T19:56:54.203918] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-11-27T19:56:54.204052] [INFO ] [sig       ] RARE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:54.344344] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RARE.txt
[2025-11-27T19:56:54.344509] [INFO ] [sig       ] [2741/3661] Completed RARE in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:54.344560] [INFO ] [sig       ] [2742/3661] Forecasting RAVE...
[2025-11-27T19:56:54.344620] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-11-27T19:56:54.344661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-11-27T19:56:54.356602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-11-27T19:56:54.357038] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-11-27T19:56:54.357906] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-11-27T19:56:54.357972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:54.358014] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:54.358049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:54.358132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:54.417858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:54.418736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:54.418835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:54.418879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:54.532250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:54.532423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:54.532474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:54.532513] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:54.535805] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-11-27T19:56:54.536080] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-11-27T19:56:54.536212] [INFO ] [sig       ] RAVE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:54.670616] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RAVE.txt
[2025-11-27T19:56:54.670776] [INFO ] [sig       ] [2742/3661] Completed RAVE in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:54.670826] [INFO ] [sig       ] [2743/3661] Forecasting RAY...
[2025-11-27T19:56:54.670866] [INFO ] [sig       ] Generating forecast for: RAY
[2025-11-27T19:56:54.670908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-11-27T19:56:54.681717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-11-27T19:56:54.682064] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-11-27T19:56:54.682869] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-11-27T19:56:54.682944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:54.682986] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:54.683023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:54.683087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:54.737620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:54.738268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:54.738357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:54.738400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:54.854504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:54.854695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:54.854751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:54.854798] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:54.858161] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-27T19:56:54.858453] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-11-27T19:56:54.858621] [INFO ] [sig       ] RAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:54.993610] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RAY.txt
[2025-11-27T19:56:54.993773] [INFO ] [sig       ] [2743/3661] Completed RAY in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:54.993824] [INFO ] [sig       ] [2744/3661] Forecasting RBA...
[2025-11-27T19:56:54.993865] [INFO ] [sig       ] Generating forecast for: RBA
[2025-11-27T19:56:54.993904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-11-27T19:56:55.005225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-11-27T19:56:55.005567] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-11-27T19:56:55.006349] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-11-27T19:56:55.006412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:55.006463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:55.006517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:55.006633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:55.061858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:55.062636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:55.062731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:55.062779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:55.182327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:55.182495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:55.182543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:55.182595] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:55.186090] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-11-27T19:56:55.186421] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-11-27T19:56:55.186603] [INFO ] [sig       ] RBA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:55.325264] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RBA.txt
[2025-11-27T19:56:55.325416] [INFO ] [sig       ] [2744/3661] Completed RBA in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:55.325464] [INFO ] [sig       ] [2745/3661] Forecasting RBB...
[2025-11-27T19:56:55.325498] [INFO ] [sig       ] Generating forecast for: RBB
[2025-11-27T19:56:55.325546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-11-27T19:56:55.336720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-11-27T19:56:55.337056] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-11-27T19:56:55.337950] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-11-27T19:56:55.338017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:55.338060] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:55.338099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:55.338189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:55.396003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:55.396712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:55.396797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:55.396839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:55.519756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:55.519917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:55.519964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:55.519996] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:55.523230] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=18.83%)
[2025-11-27T19:56:55.523496] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-11-27T19:56:55.523675] [INFO ] [sig       ] RBB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:55.659986] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RBB.txt
[2025-11-27T19:56:55.660140] [INFO ] [sig       ] [2745/3661] Completed RBB in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:55.660201] [INFO ] [sig       ] [2746/3661] Forecasting RBBN...
[2025-11-27T19:56:55.660247] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-11-27T19:56:55.660312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-11-27T19:56:55.670984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-11-27T19:56:55.671282] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-11-27T19:56:55.672060] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-11-27T19:56:55.672122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:55.672162] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:55.672196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:55.672257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:55.727956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:55.728648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:55.728741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:55.728788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:55.850820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:55.850986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:55.851051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:55.851087] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:55.854313] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-11-27T19:56:55.854594] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-11-27T19:56:55.854727] [INFO ] [sig       ] RBBN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:55.989340] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RBBN.txt
[2025-11-27T19:56:55.989492] [INFO ] [sig       ] [2746/3661] Completed RBBN in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:55.989594] [INFO ] [sig       ] [2747/3661] Forecasting RBC...
[2025-11-27T19:56:55.989646] [INFO ] [sig       ] Generating forecast for: RBC
[2025-11-27T19:56:55.989688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-11-27T19:56:56.000228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-11-27T19:56:56.000520] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-11-27T19:56:56.001309] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-11-27T19:56:56.001372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:56.001413] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:56.001449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:56.001511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:56.056478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:56.057108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:56.057193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:56.057230] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:56.176642] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:56.176803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:56.176849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:56.176888] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:56.180178] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-11-27T19:56:56.180445] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-11-27T19:56:56.180587] [INFO ] [sig       ] RBC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:56.315637] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RBC.txt
[2025-11-27T19:56:56.315772] [INFO ] [sig       ] [2747/3661] Completed RBC in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:56.315819] [INFO ] [sig       ] [2748/3661] Forecasting RBCAA...
[2025-11-27T19:56:56.315858] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-11-27T19:56:56.315895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-11-27T19:56:56.326334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-11-27T19:56:56.326695] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-11-27T19:56:56.327475] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-11-27T19:56:56.327538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:56.327606] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:56.327660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:56.327748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:56.383165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:56.383838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:56.383924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:56.383971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:56.497174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:56.497329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:56.497379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:56.497424] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:56.500764] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=51.23%)
[2025-11-27T19:56:56.501051] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-11-27T19:56:56.501210] [INFO ] [sig       ] RBCAA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:56.640272] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RBCAA.txt
[2025-11-27T19:56:56.640420] [INFO ] [sig       ] [2748/3661] Completed RBCAA in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:56.640473] [INFO ] [sig       ] [2749/3661] Forecasting RBLX...
[2025-11-27T19:56:56.640510] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-11-27T19:56:56.640551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-11-27T19:56:56.651236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-11-27T19:56:56.651540] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-11-27T19:56:56.652325] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-11-27T19:56:56.652386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:56.652426] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:56.652508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:56.652601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:56.708412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:56.709057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:56.709161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:56.709214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:56.829365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:56.829526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:56.829604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:56.829654] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:56.832978] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-11-27T19:56:56.833293] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-11-27T19:56:56.833430] [INFO ] [sig       ] RBLX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:57.015466] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RBLX.txt
[2025-11-27T19:56:57.015634] [INFO ] [sig       ] [2749/3661] Completed RBLX in 0.4s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:57.015685] [INFO ] [sig       ] [2750/3661] Forecasting RC...
[2025-11-27T19:56:57.015722] [INFO ] [sig       ] Generating forecast for: RC
[2025-11-27T19:56:57.015758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-11-27T19:56:57.026687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-11-27T19:56:57.026978] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-11-27T19:56:57.027764] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-11-27T19:56:57.027825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:57.027866] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:57.027909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:57.027986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:57.085854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:57.086597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:57.086686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:57.086729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:57.205195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:57.205374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:57.205450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:57.205499] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:57.208880] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-11-27T19:56:57.209167] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-11-27T19:56:57.209315] [INFO ] [sig       ] RC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:57.346497] [INFO ] [LOCAL     ] Saved forecast: RC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RC.txt
[2025-11-27T19:56:57.346661] [INFO ] [sig       ] [2750/3661] Completed RC in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:57.346738] [INFO ] [sig       ] [2751/3661] Forecasting RCEL...
[2025-11-27T19:56:57.346782] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-11-27T19:56:57.346818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-11-27T19:56:57.357608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-11-27T19:56:57.357884] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-11-27T19:56:57.358712] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-11-27T19:56:57.358774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:57.358814] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:57.358849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:57.358938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:57.415962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:57.416659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:57.416776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:57.416823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:57.535552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:57.535717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:57.535765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:57.535802] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:57.539158] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-11-27T19:56:57.539446] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-11-27T19:56:57.539624] [INFO ] [sig       ] RCEL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:57.679561] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RCEL.txt
[2025-11-27T19:56:57.679726] [INFO ] [sig       ] [2751/3661] Completed RCEL in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:57.679777] [INFO ] [sig       ] [2752/3661] Forecasting RCI...
[2025-11-27T19:56:57.679817] [INFO ] [sig       ] Generating forecast for: RCI
[2025-11-27T19:56:57.679854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-11-27T19:56:57.690325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-11-27T19:56:57.690622] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-11-27T19:56:57.691402] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-11-27T19:56:57.691464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:57.691498] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:57.691528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:57.691609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:57.746466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:57.747099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:57.747196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:57.747239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:57.864478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:57.864657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:57.864707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:57.864745] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:57.867978] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2025-11-27T19:56:57.868278] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-11-27T19:56:57.868418] [INFO ] [sig       ] RCI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:58.006523] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RCI.txt
[2025-11-27T19:56:58.006687] [INFO ] [sig       ] [2752/3661] Completed RCI in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:58.006736] [INFO ] [sig       ] [2753/3661] Forecasting RCKY...
[2025-11-27T19:56:58.006772] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-11-27T19:56:58.006808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-11-27T19:56:58.017244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-11-27T19:56:58.017528] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-11-27T19:56:58.018342] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-11-27T19:56:58.018404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:58.018451] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:58.018494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:58.018594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:58.075000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:58.075734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:58.075825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:58.075882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:58.201247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:58.201423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:58.201473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:58.201512] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:58.204877] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-11-27T19:56:58.205171] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-11-27T19:56:58.205321] [INFO ] [sig       ] RCKY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:58.341248] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RCKY.txt
[2025-11-27T19:56:58.341395] [INFO ] [sig       ] [2753/3661] Completed RCKY in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.1m
[2025-11-27T19:56:58.341451] [INFO ] [sig       ] [2754/3661] Forecasting RCL...
[2025-11-27T19:56:58.341487] [INFO ] [sig       ] Generating forecast for: RCL
[2025-11-27T19:56:58.341521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-11-27T19:56:58.352465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-11-27T19:56:58.352787] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-11-27T19:56:58.353594] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-11-27T19:56:58.353669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:58.353734] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:58.353778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:58.353853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:58.409381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:58.410024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:58.410110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:58.410155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:58.532049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:58.532209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:58.532255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:58.532291] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:58.535558] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-11-27T19:56:58.535866] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-11-27T19:56:58.536005] [INFO ] [sig       ] RCL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:56:58.673015] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RCL.txt
[2025-11-27T19:56:58.673154] [INFO ] [sig       ] [2754/3661] Completed RCL in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-11-27T19:56:58.673202] [INFO ] [sig       ] [2755/3661] Forecasting RCS...
[2025-11-27T19:56:58.673251] [INFO ] [sig       ] Generating forecast for: RCS
[2025-11-27T19:56:58.673287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-11-27T19:56:58.683831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-11-27T19:56:58.684105] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-11-27T19:56:58.684885] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-11-27T19:56:58.684947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:58.684989] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:58.685025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:58.685087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:58.740984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:58.741632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:58.741734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:58.741804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:58.856303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:58.856460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:58.856509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:58.856547] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:58.859850] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-11-27T19:56:58.860130] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-11-27T19:56:58.860265] [INFO ] [sig       ] RCS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:59.001866] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RCS.txt
[2025-11-27T19:56:59.002058] [INFO ] [sig       ] [2755/3661] Completed RCS in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-11-27T19:56:59.002110] [INFO ] [sig       ] [2756/3661] Forecasting RCUS...
[2025-11-27T19:56:59.002145] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-11-27T19:56:59.002203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-11-27T19:56:59.013463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-11-27T19:56:59.013847] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-11-27T19:56:59.014644] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-11-27T19:56:59.014703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:59.014744] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:59.014778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:59.014839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:59.072649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:59.073541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:59.073665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:59.073720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:59.197052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:59.197231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:59.197285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:59.197320] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:59.200648] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=69.04%)
[2025-11-27T19:56:59.200937] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-11-27T19:56:59.201069] [INFO ] [sig       ] RCUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:59.339356] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RCUS.txt
[2025-11-27T19:56:59.339527] [INFO ] [sig       ] [2756/3661] Completed RCUS in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-11-27T19:56:59.339604] [INFO ] [sig       ] [2757/3661] Forecasting RDCM...
[2025-11-27T19:56:59.339650] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-11-27T19:56:59.339697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-11-27T19:56:59.350323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-11-27T19:56:59.350646] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-11-27T19:56:59.351421] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-11-27T19:56:59.351485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:59.351535] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:59.351600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:59.351681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:59.406996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:59.407637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:59.407724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:59.407775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:59.526289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:59.526449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:59.526514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:59.526563] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:59.529996] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-11-27T19:56:59.530282] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-11-27T19:56:59.530423] [INFO ] [sig       ] RDCM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:56:59.670814] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RDCM.txt
[2025-11-27T19:56:59.670954] [INFO ] [sig       ] [2757/3661] Completed RDCM in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-11-27T19:56:59.671002] [INFO ] [sig       ] [2758/3661] Forecasting RDHL...
[2025-11-27T19:56:59.671045] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-11-27T19:56:59.671083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-11-27T19:56:59.683374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-11-27T19:56:59.683781] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-11-27T19:56:59.684594] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-11-27T19:56:59.684658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:56:59.684702] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:56:59.684738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:56:59.684801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:56:59.741673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:56:59.742556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:56:59.742665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:56:59.742710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:56:59.857865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:56:59.858037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:56:59.858087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:56:59.858149] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:56:59.861494] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-11-27T19:56:59.861830] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-11-27T19:56:59.861966] [INFO ] [sig       ] RDHL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:00.006153] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RDHL.txt
[2025-11-27T19:57:00.006398] [INFO ] [sig       ] [2758/3661] Completed RDHL in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:00.006463] [INFO ] [sig       ] [2759/3661] Forecasting RDN...
[2025-11-27T19:57:00.006538] [INFO ] [sig       ] Generating forecast for: RDN
[2025-11-27T19:57:00.006610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-11-27T19:57:00.018802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDN'.
[2025-11-27T19:57:00.019224] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-11-27T19:57:00.020065] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-11-27T19:57:00.020129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:00.020171] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:00.020206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:00.020268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:00.077311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:00.081399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:00.081634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:00.081681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:00.203827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:00.203989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:00.204038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:00.204076] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:00.207319] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-11-27T19:57:00.207624] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-11-27T19:57:00.207764] [INFO ] [sig       ] RDN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:00.343063] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RDN.txt
[2025-11-27T19:57:00.343233] [INFO ] [sig       ] [2759/3661] Completed RDN in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:00.343312] [INFO ] [sig       ] [2760/3661] Forecasting RDVY...
[2025-11-27T19:57:00.343381] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-11-27T19:57:00.343471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-11-27T19:57:00.354153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-11-27T19:57:00.354460] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-11-27T19:57:00.355303] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-11-27T19:57:00.355375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:00.355438] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:00.355495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:00.355614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:00.411972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:00.412850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:00.412958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:00.413022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:00.537017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:00.537236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:00.537305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:00.537364] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:00.540997] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-11-27T19:57:00.541310] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-11-27T19:57:00.541450] [INFO ] [sig       ] RDVY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:00.682202] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RDVY.txt
[2025-11-27T19:57:00.682370] [INFO ] [sig       ] [2760/3661] Completed RDVY in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:00.682420] [INFO ] [sig       ] [2761/3661] Forecasting RDY...
[2025-11-27T19:57:00.682460] [INFO ] [sig       ] Generating forecast for: RDY
[2025-11-27T19:57:00.682506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-11-27T19:57:00.694362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-11-27T19:57:00.694673] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-11-27T19:57:00.695446] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-11-27T19:57:00.695510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:00.695552] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:00.695613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:00.695690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:00.753592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:00.754213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:00.754303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:00.754346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:00.878397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:00.878598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:00.879287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:00.879349] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:00.882729] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-11-27T19:57:00.883025] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-11-27T19:57:00.883157] [INFO ] [sig       ] RDY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:01.022693] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RDY.txt
[2025-11-27T19:57:01.022836] [INFO ] [sig       ] [2761/3661] Completed RDY in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:01.022884] [INFO ] [sig       ] [2762/3661] Forecasting REAL...
[2025-11-27T19:57:01.022924] [INFO ] [sig       ] Generating forecast for: REAL
[2025-11-27T19:57:01.022962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-11-27T19:57:01.034547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-11-27T19:57:01.035049] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-11-27T19:57:01.036153] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-11-27T19:57:01.036233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:01.036289] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:01.036336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:01.036430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:01.093085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:01.093927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:01.094028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:01.094070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:01.231128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:01.231317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:01.231365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:01.231402] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:01.234806] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-11-27T19:57:01.235086] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-11-27T19:57:01.235208] [INFO ] [sig       ] REAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:01.370824] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/REAL.txt
[2025-11-27T19:57:01.371008] [INFO ] [sig       ] [2762/3661] Completed REAL in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:01.371059] [INFO ] [sig       ] [2763/3661] Forecasting REAX...
[2025-11-27T19:57:01.371099] [INFO ] [sig       ] Generating forecast for: REAX
[2025-11-27T19:57:01.371164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-11-27T19:57:01.382333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-11-27T19:57:01.382766] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-11-27T19:57:01.383623] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-11-27T19:57:01.383688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:01.383730] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:01.383768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:01.383832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:01.442152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:01.443101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:01.443197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:01.443258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:01.562064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:01.562267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:01.562338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:01.562388] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:01.567390] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-11-27T19:57:01.567923] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-11-27T19:57:01.568141] [INFO ] [sig       ] REAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:01.716710] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/REAX.txt
[2025-11-27T19:57:01.716896] [INFO ] [sig       ] [2763/3661] Completed REAX in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:01.716964] [INFO ] [sig       ] [2764/3661] Forecasting REBN...
[2025-11-27T19:57:01.717001] [INFO ] [sig       ] Generating forecast for: REBN
[2025-11-27T19:57:01.717040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-11-27T19:57:01.728284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-11-27T19:57:01.728689] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-11-27T19:57:01.729528] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-11-27T19:57:01.729609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:01.729658] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:01.729703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:01.729786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:01.787570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:01.788469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:01.788568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:01.788632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:01.911398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:01.911624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:01.911680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:01.911720] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:01.915405] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-11-27T19:57:01.915823] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-11-27T19:57:01.915991] [INFO ] [sig       ] REBN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:02.053471] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/REBN.txt
[2025-11-27T19:57:02.053665] [INFO ] [sig       ] [2764/3661] Completed REBN in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:02.053717] [INFO ] [sig       ] [2765/3661] Forecasting REFI...
[2025-11-27T19:57:02.053773] [INFO ] [sig       ] Generating forecast for: REFI
[2025-11-27T19:57:02.053816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-11-27T19:57:02.065501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-11-27T19:57:02.065902] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-11-27T19:57:02.066747] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-11-27T19:57:02.066823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:02.066891] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:02.066953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:02.067056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:02.125257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:02.126078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:02.126170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:02.126225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:02.249413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:02.249610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:02.249664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:02.249706] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:02.253006] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=58.12%)
[2025-11-27T19:57:02.253296] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-11-27T19:57:02.253443] [INFO ] [sig       ] REFI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:02.395510] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/REFI.txt
[2025-11-27T19:57:02.395723] [INFO ] [sig       ] [2765/3661] Completed REFI in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:02.395793] [INFO ] [sig       ] [2766/3661] Forecasting REG...
[2025-11-27T19:57:02.395935] [INFO ] [sig       ] Generating forecast for: REG
[2025-11-27T19:57:02.395987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-11-27T19:57:02.410728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-11-27T19:57:02.411205] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-11-27T19:57:02.412291] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-11-27T19:57:02.412372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:02.412435] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:02.412490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:02.412612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:02.471145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:02.472064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:02.472181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:02.472225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:02.588883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:02.589060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:02.589110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:02.589149] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:02.592465] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-11-27T19:57:02.592808] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-11-27T19:57:02.592954] [INFO ] [sig       ] REG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:02.729381] [INFO ] [LOCAL     ] Saved forecast: REG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/REG.txt
[2025-11-27T19:57:02.729528] [INFO ] [sig       ] [2766/3661] Completed REG in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:02.729595] [INFO ] [sig       ] [2767/3661] Forecasting REGN...
[2025-11-27T19:57:02.729637] [INFO ] [sig       ] Generating forecast for: REGN
[2025-11-27T19:57:02.729677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-11-27T19:57:02.741293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-11-27T19:57:02.741674] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-11-27T19:57:02.742486] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-11-27T19:57:02.742553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:02.742620] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:02.742661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:02.742730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:02.799394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:02.800141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:02.800233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:02.800272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:02.920954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:02.921135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:02.921185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:02.921222] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:02.924445] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=58.53%)
[2025-11-27T19:57:02.924738] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-11-27T19:57:02.924870] [INFO ] [sig       ] REGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:03.065459] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/REGN.txt
[2025-11-27T19:57:03.065629] [INFO ] [sig       ] [2767/3661] Completed REGN in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:03.065680] [INFO ] [sig       ] [2768/3661] Forecasting RELL...
[2025-11-27T19:57:03.065717] [INFO ] [sig       ] Generating forecast for: RELL
[2025-11-27T19:57:03.065773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-11-27T19:57:03.078256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-11-27T19:57:03.078697] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-11-27T19:57:03.079716] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-11-27T19:57:03.079793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:03.079850] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:03.079901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:03.079989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:03.146182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:03.147047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:03.147142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:03.147187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:03.269768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:03.269944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:03.269998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:03.270033] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:03.273487] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-11-27T19:57:03.273791] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-11-27T19:57:03.273927] [INFO ] [sig       ] RELL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:03.417888] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RELL.txt
[2025-11-27T19:57:03.418068] [INFO ] [sig       ] [2768/3661] Completed RELL in 0.4s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:03.418144] [INFO ] [sig       ] [2769/3661] Forecasting RELX...
[2025-11-27T19:57:03.418188] [INFO ] [sig       ] Generating forecast for: RELX
[2025-11-27T19:57:03.418249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-11-27T19:57:03.429936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-11-27T19:57:03.430287] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-11-27T19:57:03.431097] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-11-27T19:57:03.431161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:03.431207] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:03.431245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:03.431314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:03.489964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:03.490845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:03.490949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:03.490994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:03.619240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:03.619442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:03.619513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:03.619594] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:03.623998] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-11-27T19:57:03.624413] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-11-27T19:57:03.624598] [INFO ] [sig       ] RELX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:03.791150] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RELX.txt
[2025-11-27T19:57:03.791330] [INFO ] [sig       ] [2769/3661] Completed RELX in 0.4s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:03.791382] [INFO ] [sig       ] [2770/3661] Forecasting RELY...
[2025-11-27T19:57:03.791424] [INFO ] [sig       ] Generating forecast for: RELY
[2025-11-27T19:57:03.791481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-11-27T19:57:03.803629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-11-27T19:57:03.804031] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-11-27T19:57:03.804897] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-11-27T19:57:03.804963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:03.805008] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:03.805045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:03.805111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:03.861372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:03.862112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:03.862200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:03.862242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:03.981705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:03.981870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:03.981920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:03.981958] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:03.985212] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-11-27T19:57:03.985485] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-11-27T19:57:03.985633] [INFO ] [sig       ] RELY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:04.124955] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RELY.txt
[2025-11-27T19:57:04.125142] [INFO ] [sig       ] [2770/3661] Completed RELY in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:04.125194] [INFO ] [sig       ] [2771/3661] Forecasting REPL...
[2025-11-27T19:57:04.125233] [INFO ] [sig       ] Generating forecast for: REPL
[2025-11-27T19:57:04.125273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-11-27T19:57:04.137331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-11-27T19:57:04.137737] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-11-27T19:57:04.138731] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-11-27T19:57:04.138805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:04.138865] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:04.138919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:04.139018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:04.197956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:04.198738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:04.198844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:04.198902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:04.324908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:04.325061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:04.325109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:04.325150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:04.328715] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-11-27T19:57:04.329060] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-11-27T19:57:04.329235] [INFO ] [sig       ] REPL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:04.471353] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/REPL.txt
[2025-11-27T19:57:04.471518] [INFO ] [sig       ] [2771/3661] Completed REPL in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 5.0m
[2025-11-27T19:57:04.471599] [INFO ] [sig       ] [2772/3661] Forecasting RERE...
[2025-11-27T19:57:04.471686] [INFO ] [sig       ] Generating forecast for: RERE
[2025-11-27T19:57:04.471749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-11-27T19:57:04.482618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-11-27T19:57:04.482936] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-11-27T19:57:04.483756] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-11-27T19:57:04.483822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:04.483873] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:04.483924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:04.484005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:04.541301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:04.542058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:04.542149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:04.542191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:04.661889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:04.662042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:04.662092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:04.662131] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:04.665332] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2025-11-27T19:57:04.665625] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-11-27T19:57:04.665754] [INFO ] [sig       ] RERE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:04.799144] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RERE.txt
[2025-11-27T19:57:04.799287] [INFO ] [sig       ] [2772/3661] Completed RERE in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-11-27T19:57:04.799349] [INFO ] [sig       ] [2773/3661] Forecasting RES...
[2025-11-27T19:57:04.799399] [INFO ] [sig       ] Generating forecast for: RES
[2025-11-27T19:57:04.799472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-11-27T19:57:04.810626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-11-27T19:57:04.810951] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-11-27T19:57:04.811793] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-11-27T19:57:04.811858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:04.811902] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:04.811940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:04.812008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:04.868865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:04.869634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:04.869727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:04.869776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:04.993511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:04.993695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:04.993747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:04.993791] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:04.997071] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-11-27T19:57:04.997349] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-11-27T19:57:04.997502] [INFO ] [sig       ] RES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:05.135238] [INFO ] [LOCAL     ] Saved forecast: RES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RES.txt
[2025-11-27T19:57:05.135419] [INFO ] [sig       ] [2773/3661] Completed RES in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-11-27T19:57:05.135470] [INFO ] [sig       ] [2774/3661] Forecasting RETO...
[2025-11-27T19:57:05.135505] [INFO ] [sig       ] Generating forecast for: RETO
[2025-11-27T19:57:05.135564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RETO' from 'https://tdm.silogroup.org/data/derivative_storage/RETO.csv'.
[2025-11-27T19:57:05.146728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RETO'.
[2025-11-27T19:57:05.147084] [INFO ] [FORECASTER] Starting predict_future for RETO
[2025-11-27T19:57:05.147937] [DEBUG] [LOCAL     ] No optimal features file found for RETO: ./output/feature-sets/RETO.txt
[2025-11-27T19:57:05.148003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:05.148046] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:05.148096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:05.148206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:05.206122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:05.206860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:05.206952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:05.207012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:05.324290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:05.324462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:05.324515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:05.324558] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:05.327997] [DEBUG] [FORECASTER] RETO: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-11-27T19:57:05.328422] [INFO ] [FORECASTER] Completed predict_future for RETO
[2025-11-27T19:57:05.328607] [INFO ] [sig       ] RETO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:05.470507] [INFO ] [LOCAL     ] Saved forecast: RETO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RETO.txt
[2025-11-27T19:57:05.470677] [INFO ] [sig       ] [2774/3661] Completed RETO in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-11-27T19:57:05.470731] [INFO ] [sig       ] [2775/3661] Forecasting REVG...
[2025-11-27T19:57:05.470773] [INFO ] [sig       ] Generating forecast for: REVG
[2025-11-27T19:57:05.470806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-11-27T19:57:05.481979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-11-27T19:57:05.482290] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-11-27T19:57:05.483094] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-11-27T19:57:05.483158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:05.483199] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:05.483238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:05.483302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:05.540537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:05.541452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:05.541558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:05.541638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:05.666386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:05.666557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:05.666623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:05.666659] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:05.670010] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=48.14%)
[2025-11-27T19:57:05.670294] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-11-27T19:57:05.670426] [INFO ] [sig       ] REVG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:05.805328] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/REVG.txt
[2025-11-27T19:57:05.805476] [INFO ] [sig       ] [2775/3661] Completed REVG in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-11-27T19:57:05.805524] [INFO ] [sig       ] [2776/3661] Forecasting REX...
[2025-11-27T19:57:05.805560] [INFO ] [sig       ] Generating forecast for: REX
[2025-11-27T19:57:05.805617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-11-27T19:57:05.817916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-11-27T19:57:05.818226] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-11-27T19:57:05.819023] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-11-27T19:57:05.819086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:05.819128] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:05.819164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:05.819226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:05.874180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:05.875038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:05.875130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:05.875174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:05.988287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:05.988443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:05.988492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:05.988528] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:05.991717] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-11-27T19:57:05.991997] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-11-27T19:57:05.992125] [INFO ] [sig       ] REX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:06.140246] [INFO ] [LOCAL     ] Saved forecast: REX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/REX.txt
[2025-11-27T19:57:06.140398] [INFO ] [sig       ] [2776/3661] Completed REX in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:06.140449] [INFO ] [sig       ] [2777/3661] Forecasting REYN...
[2025-11-27T19:57:06.140488] [INFO ] [sig       ] Generating forecast for: REYN
[2025-11-27T19:57:06.140529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-11-27T19:57:06.151361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-11-27T19:57:06.151670] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-11-27T19:57:06.152450] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-11-27T19:57:06.152514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:06.152558] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:06.152616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:06.152684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:06.210335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:06.210987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:06.211081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:06.211125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:06.327695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:06.327858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:06.327911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:06.327950] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:06.331266] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-11-27T19:57:06.331538] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-11-27T19:57:06.331694] [INFO ] [sig       ] REYN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:06.467365] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/REYN.txt
[2025-11-27T19:57:06.467534] [INFO ] [sig       ] [2777/3661] Completed REYN in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:06.467602] [INFO ] [sig       ] [2778/3661] Forecasting REZI...
[2025-11-27T19:57:06.467637] [INFO ] [sig       ] Generating forecast for: REZI
[2025-11-27T19:57:06.467672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-11-27T19:57:06.478786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-11-27T19:57:06.479048] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-11-27T19:57:06.479831] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-11-27T19:57:06.479904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:06.479947] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:06.479983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:06.480047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:06.538412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:06.539108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:06.539195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:06.539238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:06.656220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:06.656380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:06.656429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:06.656463] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:06.659799] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2025-11-27T19:57:06.660084] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-11-27T19:57:06.660220] [INFO ] [sig       ] REZI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:06.801290] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/REZI.txt
[2025-11-27T19:57:06.801458] [INFO ] [sig       ] [2778/3661] Completed REZI in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:06.801508] [INFO ] [sig       ] [2779/3661] Forecasting RF...
[2025-11-27T19:57:06.801544] [INFO ] [sig       ] Generating forecast for: RF
[2025-11-27T19:57:06.801618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-11-27T19:57:06.812684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-11-27T19:57:06.812980] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-11-27T19:57:06.813762] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-11-27T19:57:06.813825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:06.813866] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:06.813904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:06.813970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:06.868959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:06.869665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:06.869759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:06.869798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:06.992617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:06.992787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:06.992838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:06.992877] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:06.996461] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-11-27T19:57:06.996764] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-11-27T19:57:06.996913] [INFO ] [sig       ] RF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:07.138185] [INFO ] [LOCAL     ] Saved forecast: RF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RF.txt
[2025-11-27T19:57:07.138342] [INFO ] [sig       ] [2779/3661] Completed RF in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:07.138394] [INFO ] [sig       ] [2780/3661] Forecasting RFI...
[2025-11-27T19:57:07.138434] [INFO ] [sig       ] Generating forecast for: RFI
[2025-11-27T19:57:07.138474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-11-27T19:57:07.149816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-11-27T19:57:07.150155] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-11-27T19:57:07.150979] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-11-27T19:57:07.151055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:07.151133] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:07.151194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:07.151265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:07.209195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:07.209988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:07.210082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:07.210128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:07.325352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:07.325529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:07.325597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:07.325640] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:07.329173] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2025-11-27T19:57:07.329461] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-11-27T19:57:07.329622] [INFO ] [sig       ] RFI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:07.472590] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RFI.txt
[2025-11-27T19:57:07.472763] [INFO ] [sig       ] [2780/3661] Completed RFI in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:07.472816] [INFO ] [sig       ] [2781/3661] Forecasting RFL...
[2025-11-27T19:57:07.472875] [INFO ] [sig       ] Generating forecast for: RFL
[2025-11-27T19:57:07.472918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-11-27T19:57:07.484703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-11-27T19:57:07.485046] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-11-27T19:57:07.485877] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-11-27T19:57:07.485939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:07.485990] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:07.486035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:07.486099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:07.540356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:07.541016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:07.541104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:07.541155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:07.657423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:07.657556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:07.657624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:07.657663] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:07.660795] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-11-27T19:57:07.661080] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-11-27T19:57:07.661216] [INFO ] [sig       ] RFL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:07.797927] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RFL.txt
[2025-11-27T19:57:07.798074] [INFO ] [sig       ] [2781/3661] Completed RFL in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:07.798153] [INFO ] [sig       ] [2782/3661] Forecasting RFM...
[2025-11-27T19:57:07.798192] [INFO ] [sig       ] Generating forecast for: RFM
[2025-11-27T19:57:07.798249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-11-27T19:57:07.808696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-11-27T19:57:07.809030] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-11-27T19:57:07.809818] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-11-27T19:57:07.809884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:07.809932] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:07.809975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:07.810049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:07.864375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:07.865004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:07.865090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:07.865131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:07.971539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:07.971691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:07.971739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:07.971775] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:07.974911] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-11-27T19:57:07.975202] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-11-27T19:57:07.975337] [INFO ] [sig       ] RFM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:08.115039] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RFM.txt
[2025-11-27T19:57:08.115182] [INFO ] [sig       ] [2782/3661] Completed RFM in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:08.115230] [INFO ] [sig       ] [2783/3661] Forecasting RFMZ...
[2025-11-27T19:57:08.115277] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-11-27T19:57:08.115321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-11-27T19:57:08.126293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-11-27T19:57:08.126592] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-11-27T19:57:08.127351] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-11-27T19:57:08.127414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:08.127462] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:08.127498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:08.127697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:08.181809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:08.182411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:08.182497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:08.182533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:08.300800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:08.300979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:08.301027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:08.301064] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:08.304430] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=25.00%)
[2025-11-27T19:57:08.304824] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-11-27T19:57:08.305015] [INFO ] [sig       ] RFMZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:08.447015] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RFMZ.txt
[2025-11-27T19:57:08.447189] [INFO ] [sig       ] [2783/3661] Completed RFMZ in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:08.447242] [INFO ] [sig       ] [2784/3661] Forecasting RGA...
[2025-11-27T19:57:08.447292] [INFO ] [sig       ] Generating forecast for: RGA
[2025-11-27T19:57:08.447364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-11-27T19:57:08.458699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-11-27T19:57:08.459104] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-11-27T19:57:08.459988] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-11-27T19:57:08.460051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:08.460093] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:08.460129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:08.460224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:08.514285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:08.515141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:08.515232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:08.515281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:08.632927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:08.633105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:08.633154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:08.633205] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:08.636535] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-11-27T19:57:08.636844] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-11-27T19:57:08.636986] [INFO ] [sig       ] RGA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:08.772967] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RGA.txt
[2025-11-27T19:57:08.773118] [INFO ] [sig       ] [2784/3661] Completed RGA in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:08.773166] [INFO ] [sig       ] [2785/3661] Forecasting RGCO...
[2025-11-27T19:57:08.773211] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-11-27T19:57:08.773293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-11-27T19:57:08.783979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-11-27T19:57:08.784289] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-11-27T19:57:08.785264] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-11-27T19:57:08.785331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:08.785376] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:08.785415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:08.785483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:08.840966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:08.841550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:08.841652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:08.841693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:08.944393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:08.944548] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:57:08.944638] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:08.944679] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:08.947875] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-11-27T19:57:08.948162] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-11-27T19:57:08.948294] [INFO ] [sig       ] RGCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:09.082590] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RGCO.txt
[2025-11-27T19:57:09.082712] [INFO ] [sig       ] [2785/3661] Completed RGCO in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:09.082763] [INFO ] [sig       ] [2786/3661] Forecasting RGEN...
[2025-11-27T19:57:09.082801] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-11-27T19:57:09.082844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-11-27T19:57:09.093687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-11-27T19:57:09.093970] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-11-27T19:57:09.094761] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-11-27T19:57:09.094821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:09.094859] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:09.094896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:09.094957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:09.149879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:09.150471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:09.150557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:09.150610] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:09.267461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:09.267604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:09.267654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:09.267687] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:09.274110] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-11-27T19:57:09.274395] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-11-27T19:57:09.274537] [INFO ] [sig       ] RGEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:09.409465] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RGEN.txt
[2025-11-27T19:57:09.409614] [INFO ] [sig       ] [2786/3661] Completed RGEN in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:09.409665] [INFO ] [sig       ] [2787/3661] Forecasting RGLD...
[2025-11-27T19:57:09.409700] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-11-27T19:57:09.409736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-11-27T19:57:09.420186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-11-27T19:57:09.420464] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-11-27T19:57:09.421267] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-11-27T19:57:09.421330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:09.421370] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:09.421406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:09.421469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:09.476285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:09.476906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:09.476990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:09.477032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:09.595676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:09.595800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:09.595840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:09.595879] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:09.599002] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-11-27T19:57:09.599283] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-11-27T19:57:09.599413] [INFO ] [sig       ] RGLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:09.737588] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RGLD.txt
[2025-11-27T19:57:09.737710] [INFO ] [sig       ] [2787/3661] Completed RGLD in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:09.737757] [INFO ] [sig       ] [2788/3661] Forecasting RGNX...
[2025-11-27T19:57:09.737790] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-11-27T19:57:09.737829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-11-27T19:57:09.748342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-11-27T19:57:09.748637] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-11-27T19:57:09.749409] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-11-27T19:57:09.749470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:09.749510] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:09.749547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:09.749696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:09.805006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:09.805643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:09.805727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:09.805764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:09.920109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:09.920221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:09.920265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:09.920304] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:09.923389] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2025-11-27T19:57:09.923682] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-11-27T19:57:09.923816] [INFO ] [sig       ] RGNX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:10.061684] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RGNX.txt
[2025-11-27T19:57:10.061809] [INFO ] [sig       ] [2788/3661] Completed RGNX in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:10.061857] [INFO ] [sig       ] [2789/3661] Forecasting RGP...
[2025-11-27T19:57:10.061895] [INFO ] [sig       ] Generating forecast for: RGP
[2025-11-27T19:57:10.061938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-11-27T19:57:10.072306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-11-27T19:57:10.072615] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-11-27T19:57:10.073372] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-11-27T19:57:10.073434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:10.073483] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:10.073520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:10.073596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:10.128163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:10.128794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:10.128880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:10.128917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:10.244985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:10.245121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:10.245166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:10.245197] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:10.248330] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=26.15%)
[2025-11-27T19:57:10.248619] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-11-27T19:57:10.248748] [INFO ] [sig       ] RGP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:10.382879] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RGP.txt
[2025-11-27T19:57:10.383023] [INFO ] [sig       ] [2789/3661] Completed RGP in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.9m
[2025-11-27T19:57:10.383090] [INFO ] [sig       ] [2790/3661] Forecasting RGS...
[2025-11-27T19:57:10.383123] [INFO ] [sig       ] Generating forecast for: RGS
[2025-11-27T19:57:10.383159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-11-27T19:57:10.393502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-11-27T19:57:10.393825] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-11-27T19:57:10.394619] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-11-27T19:57:10.394678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:10.394719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:10.394783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:10.394860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:10.452044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:10.452685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:10.452767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:10.452804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:10.562990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:10.563187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:10.563250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:10.563282] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:10.566738] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-11-27T19:57:10.567039] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-11-27T19:57:10.567180] [INFO ] [sig       ] RGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:10.702671] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RGS.txt
[2025-11-27T19:57:10.702854] [INFO ] [sig       ] [2790/3661] Completed RGS in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-11-27T19:57:10.702905] [INFO ] [sig       ] [2791/3661] Forecasting RGTI...
[2025-11-27T19:57:10.702970] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-11-27T19:57:10.703008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-11-27T19:57:10.714999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-11-27T19:57:10.715369] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-11-27T19:57:10.716212] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-11-27T19:57:10.716276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:10.716318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:10.716353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:10.716419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:10.788067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:10.789548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:10.789715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:10.789762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:10.913074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:10.913245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:10.913294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:10.913337] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:10.916734] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2025-11-27T19:57:10.917019] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-11-27T19:57:10.917157] [INFO ] [sig       ] RGTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:11.065757] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RGTI.txt
[2025-11-27T19:57:11.065954] [INFO ] [sig       ] [2791/3661] Completed RGTI in 0.4s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-11-27T19:57:11.066008] [INFO ] [sig       ] [2792/3661] Forecasting RH...
[2025-11-27T19:57:11.066047] [INFO ] [sig       ] Generating forecast for: RH
[2025-11-27T19:57:11.066105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-11-27T19:57:11.077979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-11-27T19:57:11.078392] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-11-27T19:57:11.079220] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-11-27T19:57:11.079283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:11.079324] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:11.079359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:11.079424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:11.136337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:11.137236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:11.137330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:11.137374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:11.259962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:11.260127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:11.260174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:11.260214] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:11.263503] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-11-27T19:57:11.263809] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-11-27T19:57:11.263958] [INFO ] [sig       ] RH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:11.400807] [INFO ] [LOCAL     ] Saved forecast: RH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RH.txt
[2025-11-27T19:57:11.400961] [INFO ] [sig       ] [2792/3661] Completed RH in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-11-27T19:57:11.401025] [INFO ] [sig       ] [2793/3661] Forecasting RHI...
[2025-11-27T19:57:11.401065] [INFO ] [sig       ] Generating forecast for: RHI
[2025-11-27T19:57:11.401101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-11-27T19:57:11.412312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-11-27T19:57:11.412660] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-11-27T19:57:11.413430] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-11-27T19:57:11.413493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:11.413534] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:11.413585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:11.413654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:11.468633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:11.469547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:11.469668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:11.469714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:11.591727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:11.591908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:11.591959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:11.591995] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:11.595324] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-11-27T19:57:11.595630] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-11-27T19:57:11.595778] [INFO ] [sig       ] RHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:11.733594] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RHI.txt
[2025-11-27T19:57:11.733788] [INFO ] [sig       ] [2793/3661] Completed RHI in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-11-27T19:57:11.733845] [INFO ] [sig       ] [2794/3661] Forecasting RHP...
[2025-11-27T19:57:11.733884] [INFO ] [sig       ] Generating forecast for: RHP
[2025-11-27T19:57:11.733923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-11-27T19:57:11.745657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-11-27T19:57:11.746027] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-11-27T19:57:11.746899] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-11-27T19:57:11.746962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:11.747014] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:11.747059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:11.747134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:11.801823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:11.802687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:11.802793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:11.802836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:11.922017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:11.922187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:11.922237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:11.922276] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:11.925596] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=57.49%)
[2025-11-27T19:57:11.925880] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-11-27T19:57:11.926012] [INFO ] [sig       ] RHP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:12.062187] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RHP.txt
[2025-11-27T19:57:12.062337] [INFO ] [sig       ] [2794/3661] Completed RHP in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:12.062388] [INFO ] [sig       ] [2795/3661] Forecasting RICK...
[2025-11-27T19:57:12.062421] [INFO ] [sig       ] Generating forecast for: RICK
[2025-11-27T19:57:12.062477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-11-27T19:57:12.073043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-11-27T19:57:12.073357] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-11-27T19:57:12.074128] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-11-27T19:57:12.074190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:12.074230] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:12.074266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:12.074335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:12.129296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:12.130171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:12.130266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:12.130308] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:12.252457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:12.252656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:12.252710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:12.252747] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:12.255993] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-11-27T19:57:12.256264] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-11-27T19:57:12.256393] [INFO ] [sig       ] RICK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:12.390844] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RICK.txt
[2025-11-27T19:57:12.391010] [INFO ] [sig       ] [2795/3661] Completed RICK in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:12.391061] [INFO ] [sig       ] [2796/3661] Forecasting RIG...
[2025-11-27T19:57:12.391103] [INFO ] [sig       ] Generating forecast for: RIG
[2025-11-27T19:57:12.391162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-11-27T19:57:12.402292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-11-27T19:57:12.402643] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-11-27T19:57:12.403433] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-11-27T19:57:12.403496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:12.403546] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:12.403610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:12.403711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:12.459431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:12.460341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:12.460445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:12.460487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:12.586873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:12.587079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:12.587153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:12.587238] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:12.590891] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-11-27T19:57:12.591228] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-11-27T19:57:12.591376] [INFO ] [sig       ] RIG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:12.732103] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RIG.txt
[2025-11-27T19:57:12.732277] [INFO ] [sig       ] [2796/3661] Completed RIG in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:12.732325] [INFO ] [sig       ] [2797/3661] Forecasting RIGL...
[2025-11-27T19:57:12.732361] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-11-27T19:57:12.732403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-11-27T19:57:12.743893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-11-27T19:57:12.744266] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-11-27T19:57:12.745079] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-11-27T19:57:12.745144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:12.745187] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:12.745223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:12.745289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:12.802836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:12.803749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:12.803862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:12.803906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:12.931129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:12.931316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:12.931374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:12.931420] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:12.934927] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2025-11-27T19:57:12.935208] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-11-27T19:57:12.935345] [INFO ] [sig       ] RIGL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:13.073174] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RIGL.txt
[2025-11-27T19:57:13.073352] [INFO ] [sig       ] [2797/3661] Completed RIGL in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:13.073402] [INFO ] [sig       ] [2798/3661] Forecasting RILY...
[2025-11-27T19:57:13.073464] [INFO ] [sig       ] Generating forecast for: RILY
[2025-11-27T19:57:13.073509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-11-27T19:57:13.084148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-11-27T19:57:13.084428] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-11-27T19:57:13.085194] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-11-27T19:57:13.085256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:13.085296] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:13.085332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:13.085395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:13.139883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:13.140743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:13.140835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:13.140878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:13.261796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:13.261976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:13.262026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:13.262063] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:13.265339] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2025-11-27T19:57:13.265627] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-11-27T19:57:13.265758] [INFO ] [sig       ] RILY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:13.398592] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RILY.txt
[2025-11-27T19:57:13.398743] [INFO ] [sig       ] [2798/3661] Completed RILY in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:13.398792] [INFO ] [sig       ] [2799/3661] Forecasting RILYN...
[2025-11-27T19:57:13.398850] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-11-27T19:57:13.398897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-11-27T19:57:13.410088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-11-27T19:57:13.410435] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-11-27T19:57:13.411244] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-11-27T19:57:13.411308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:13.411349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:13.411384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:13.411458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:13.465588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:13.466263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:13.466351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:13.466393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:13.577055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:13.577225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:13.577275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:13.577308] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:13.580592] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=61.58%)
[2025-11-27T19:57:13.580889] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-11-27T19:57:13.581026] [INFO ] [sig       ] RILYN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:13.721381] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RILYN.txt
[2025-11-27T19:57:13.721538] [INFO ] [sig       ] [2799/3661] Completed RILYN in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:13.721622] [INFO ] [sig       ] [2800/3661] Forecasting RILYZ...
[2025-11-27T19:57:13.721666] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-11-27T19:57:13.721701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-11-27T19:57:13.732774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-11-27T19:57:13.733110] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-11-27T19:57:13.733903] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-11-27T19:57:13.733965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:13.734006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:13.734042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:13.734116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:13.788362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:13.789004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:13.789106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:13.789154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:13.905803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:13.905971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:13.906021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:13.906060] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:13.909272] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2025-11-27T19:57:13.909540] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-11-27T19:57:13.909685] [INFO ] [sig       ] RILYZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:14.045198] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RILYZ.txt
[2025-11-27T19:57:14.045367] [INFO ] [sig       ] [2800/3661] Completed RILYZ in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:14.045415] [INFO ] [sig       ] [2801/3661] Forecasting RIME...
[2025-11-27T19:57:14.045475] [INFO ] [sig       ] Generating forecast for: RIME
[2025-11-27T19:57:14.045518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-11-27T19:57:14.056323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-11-27T19:57:14.056647] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-11-27T19:57:14.057400] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-11-27T19:57:14.057461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:14.057502] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:14.057537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:14.057620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:14.111555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:14.112190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:14.112290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:14.112332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:14.229668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:14.229848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:14.229898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:14.229931] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:14.233136] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-11-27T19:57:14.233403] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-11-27T19:57:14.233532] [INFO ] [sig       ] RIME: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:14.369206] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RIME.txt
[2025-11-27T19:57:14.369378] [INFO ] [sig       ] [2801/3661] Completed RIME in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:14.369444] [INFO ] [sig       ] [2802/3661] Forecasting RING...
[2025-11-27T19:57:14.369480] [INFO ] [sig       ] Generating forecast for: RING
[2025-11-27T19:57:14.369519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-11-27T19:57:14.380864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-11-27T19:57:14.381194] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-11-27T19:57:14.382008] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-11-27T19:57:14.382072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:14.382115] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:14.382153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:14.382220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:14.438759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:14.439496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:14.439610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:14.439657] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:14.563650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:14.563823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:14.563880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:14.563917] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:14.567216] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=5.58%)
[2025-11-27T19:57:14.567514] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-11-27T19:57:14.567672] [INFO ] [sig       ] RING: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:14.705777] [INFO ] [LOCAL     ] Saved forecast: RING	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RING.txt
[2025-11-27T19:57:14.705946] [INFO ] [sig       ] [2802/3661] Completed RING in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:14.705997] [INFO ] [sig       ] [2803/3661] Forecasting RIO...
[2025-11-27T19:57:14.706038] [INFO ] [sig       ] Generating forecast for: RIO
[2025-11-27T19:57:14.706097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-11-27T19:57:14.721370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-11-27T19:57:14.721791] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-11-27T19:57:14.722683] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-11-27T19:57:14.722748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:14.722789] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:14.722825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:14.722890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:14.780021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:14.780753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:14.780845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:14.780887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:14.911994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:14.912159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:14.912209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:14.912248] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:14.915501] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=82.06%)
[2025-11-27T19:57:14.915799] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-11-27T19:57:14.915934] [INFO ] [sig       ] RIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:15.054747] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RIO.txt
[2025-11-27T19:57:15.054907] [INFO ] [sig       ] [2803/3661] Completed RIO in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:15.054957] [INFO ] [sig       ] [2804/3661] Forecasting RITM...
[2025-11-27T19:57:15.054997] [INFO ] [sig       ] Generating forecast for: RITM
[2025-11-27T19:57:15.055045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-11-27T19:57:15.066443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-11-27T19:57:15.066790] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-11-27T19:57:15.067620] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-11-27T19:57:15.067685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:15.067720] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:15.067758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:15.067823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:15.127903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:15.128683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:15.128774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:15.128812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:15.249362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:15.249529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:15.249591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:15.249626] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:15.252841] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=44.90%)
[2025-11-27T19:57:15.253112] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-11-27T19:57:15.253245] [INFO ] [sig       ] RITM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:15.392634] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RITM.txt
[2025-11-27T19:57:15.392795] [INFO ] [sig       ] [2804/3661] Completed RITM in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:15.392844] [INFO ] [sig       ] [2805/3661] Forecasting RIVN...
[2025-11-27T19:57:15.392881] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-11-27T19:57:15.392938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-11-27T19:57:15.404352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-11-27T19:57:15.404683] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-11-27T19:57:15.405464] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-11-27T19:57:15.405528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:15.405586] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:15.405625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:15.405690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:15.466362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:15.467249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:15.467341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:15.467386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:15.591115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:15.591314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:15.591384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:15.591445] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:15.595261] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-11-27T19:57:15.595604] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-11-27T19:57:15.595753] [INFO ] [sig       ] RIVN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:15.737718] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RIVN.txt
[2025-11-27T19:57:15.737905] [INFO ] [sig       ] [2805/3661] Completed RIVN in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:15.737961] [INFO ] [sig       ] [2806/3661] Forecasting RKLB...
[2025-11-27T19:57:15.738002] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-11-27T19:57:15.738083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-11-27T19:57:15.749257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-11-27T19:57:15.749559] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-11-27T19:57:15.750349] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-11-27T19:57:15.750414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:15.750469] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:15.750512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:15.750596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:15.805851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:15.806786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:15.806877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:15.806921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:15.928310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:15.928487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:15.928539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:15.928597] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:15.931909] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-11-27T19:57:15.932183] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-11-27T19:57:15.932319] [INFO ] [sig       ] RKLB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:16.066142] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RKLB.txt
[2025-11-27T19:57:16.066298] [INFO ] [sig       ] [2806/3661] Completed RKLB in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:16.066349] [INFO ] [sig       ] [2807/3661] Forecasting RL...
[2025-11-27T19:57:16.066389] [INFO ] [sig       ] Generating forecast for: RL
[2025-11-27T19:57:16.066452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-11-27T19:57:16.077610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-11-27T19:57:16.077904] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-11-27T19:57:16.078708] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-11-27T19:57:16.078770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:16.078810] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:16.078845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:16.078908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:16.134141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:16.134804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:16.134892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:16.134935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:16.254748] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:16.254929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:16.254977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:16.255016] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:16.258299] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-11-27T19:57:16.258595] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-11-27T19:57:16.258725] [INFO ] [sig       ] RL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:16.394449] [INFO ] [LOCAL     ] Saved forecast: RL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RL.txt
[2025-11-27T19:57:16.394642] [INFO ] [sig       ] [2807/3661] Completed RL in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.8m
[2025-11-27T19:57:16.394693] [INFO ] [sig       ] [2808/3661] Forecasting RLAY...
[2025-11-27T19:57:16.394732] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-11-27T19:57:16.394768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-11-27T19:57:16.405542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-11-27T19:57:16.405884] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-11-27T19:57:16.406669] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-11-27T19:57:16.406730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:16.406770] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:16.406800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:16.406857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:16.462660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:16.463491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:16.463602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:16.463648] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:16.588485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:16.588663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:16.588713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:16.588748] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:16.591967] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-11-27T19:57:16.592235] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-11-27T19:57:16.592365] [INFO ] [sig       ] RLAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:16.731151] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RLAY.txt
[2025-11-27T19:57:16.731294] [INFO ] [sig       ] [2808/3661] Completed RLAY in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-11-27T19:57:16.731343] [INFO ] [sig       ] [2809/3661] Forecasting RLI...
[2025-11-27T19:57:16.731383] [INFO ] [sig       ] Generating forecast for: RLI
[2025-11-27T19:57:16.731421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-11-27T19:57:16.742250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-11-27T19:57:16.742526] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-11-27T19:57:16.743293] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-11-27T19:57:16.743355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:16.743396] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:16.743433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:16.743496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:16.798966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:16.799601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:16.799686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:16.799729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:16.918271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:16.918454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:16.918503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:16.918540] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:16.921749] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-11-27T19:57:16.922013] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-11-27T19:57:16.922139] [INFO ] [sig       ] RLI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:17.061964] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RLI.txt
[2025-11-27T19:57:17.062113] [INFO ] [sig       ] [2809/3661] Completed RLI in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-11-27T19:57:17.062160] [INFO ] [sig       ] [2810/3661] Forecasting RLJ...
[2025-11-27T19:57:17.062200] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-11-27T19:57:17.062245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-11-27T19:57:17.072757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-11-27T19:57:17.073078] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-11-27T19:57:17.073915] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-11-27T19:57:17.073978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:17.074020] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:17.074057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:17.074124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:17.130719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:17.131367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:17.131454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:17.131497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:17.248057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:17.248217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:17.248264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:17.248302] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:17.251447] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-11-27T19:57:17.251728] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-11-27T19:57:17.251856] [INFO ] [sig       ] RLJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:17.393965] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RLJ.txt
[2025-11-27T19:57:17.394144] [INFO ] [sig       ] [2810/3661] Completed RLJ in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-11-27T19:57:17.394193] [INFO ] [sig       ] [2811/3661] Forecasting RLMD...
[2025-11-27T19:57:17.394233] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-11-27T19:57:17.394292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-11-27T19:57:17.405075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-11-27T19:57:17.405405] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-11-27T19:57:17.406193] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-11-27T19:57:17.406256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:17.406298] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:17.406333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:17.406396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:17.462326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:17.463163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:17.463257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:17.463300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:17.582898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:17.583068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:17.583116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:17.583155] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:17.586346] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-11-27T19:57:17.586631] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-11-27T19:57:17.586760] [INFO ] [sig       ] RLMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:17.729113] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RLMD.txt
[2025-11-27T19:57:17.729259] [INFO ] [sig       ] [2811/3661] Completed RLMD in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-11-27T19:57:17.729309] [INFO ] [sig       ] [2812/3661] Forecasting RLTY...
[2025-11-27T19:57:17.729349] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-11-27T19:57:17.729385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-11-27T19:57:17.740375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-11-27T19:57:17.740693] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-11-27T19:57:17.741485] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-11-27T19:57:17.741549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:17.741611] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:17.741649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:17.741714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:17.797569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:17.798278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:17.798372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:17.798415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:17.911050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:17.911224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:17.911285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:17.911323] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:17.914524] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-11-27T19:57:17.914811] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-11-27T19:57:17.914937] [INFO ] [sig       ] RLTY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:18.057264] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RLTY.txt
[2025-11-27T19:57:18.057417] [INFO ] [sig       ] [2812/3661] Completed RLTY in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:18.057466] [INFO ] [sig       ] [2813/3661] Forecasting RLX...
[2025-11-27T19:57:18.057512] [INFO ] [sig       ] Generating forecast for: RLX
[2025-11-27T19:57:18.057559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-11-27T19:57:18.068894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-11-27T19:57:18.069193] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-11-27T19:57:18.069983] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-11-27T19:57:18.070056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:18.070099] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:18.070137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:18.070204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:18.128634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:18.129397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:18.129486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:18.129530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:18.247700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:18.247856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:18.247905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:18.247942] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:18.251260] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=71.91%)
[2025-11-27T19:57:18.251541] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-11-27T19:57:18.251689] [INFO ] [sig       ] RLX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:18.393991] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RLX.txt
[2025-11-27T19:57:18.394138] [INFO ] [sig       ] [2813/3661] Completed RLX in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:18.394189] [INFO ] [sig       ] [2814/3661] Forecasting RM...
[2025-11-27T19:57:18.394227] [INFO ] [sig       ] Generating forecast for: RM
[2025-11-27T19:57:18.394265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-11-27T19:57:18.405270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-11-27T19:57:18.405638] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-11-27T19:57:18.406414] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-11-27T19:57:18.406475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:18.406528] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:18.406590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:18.406666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:18.462019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:18.462713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:18.462804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:18.462856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:18.580521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:18.580700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:18.580752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:18.580790] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:18.584277] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-11-27T19:57:18.584568] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-11-27T19:57:18.584719] [INFO ] [sig       ] RM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:18.725030] [INFO ] [LOCAL     ] Saved forecast: RM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RM.txt
[2025-11-27T19:57:18.725205] [INFO ] [sig       ] [2814/3661] Completed RM in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:18.725253] [INFO ] [sig       ] [2815/3661] Forecasting RMAX...
[2025-11-27T19:57:18.725293] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-11-27T19:57:18.725380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-11-27T19:57:18.736683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-11-27T19:57:18.737021] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-11-27T19:57:18.737832] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-11-27T19:57:18.737895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:18.737937] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:18.737985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:18.738069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:18.794237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:18.794925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:18.795012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:18.795055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:18.907169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:18.907320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:18.907367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:18.907409] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:18.910762] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-11-27T19:57:18.911046] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-11-27T19:57:18.911190] [INFO ] [sig       ] RMAX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:19.052963] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RMAX.txt
[2025-11-27T19:57:19.053157] [INFO ] [sig       ] [2815/3661] Completed RMAX in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:19.053227] [INFO ] [sig       ] [2816/3661] Forecasting RMBI...
[2025-11-27T19:57:19.053282] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-11-27T19:57:19.053360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-11-27T19:57:19.064219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-11-27T19:57:19.064559] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-11-27T19:57:19.065348] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-11-27T19:57:19.065411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:19.065461] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:19.065505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:19.065606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:19.128026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:19.129120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:19.129255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:19.129322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:19.245674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:19.245848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:19.245924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:19.245973] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:19.249432] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-27T19:57:19.249744] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-11-27T19:57:19.249890] [INFO ] [sig       ] RMBI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:19.401332] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RMBI.txt
[2025-11-27T19:57:19.401502] [INFO ] [sig       ] [2816/3661] Completed RMBI in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:19.401559] [INFO ] [sig       ] [2817/3661] Forecasting RMBS...
[2025-11-27T19:57:19.401619] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-11-27T19:57:19.401659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-11-27T19:57:19.412843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-11-27T19:57:19.413210] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-11-27T19:57:19.414016] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-11-27T19:57:19.414079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:19.414120] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:19.414158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:19.414224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:19.468563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:19.469381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:19.469469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:19.469511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:19.584058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:19.584229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:19.584278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:19.584314] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:19.587545] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-11-27T19:57:19.587837] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-11-27T19:57:19.587967] [INFO ] [sig       ] RMBS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:19.722538] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RMBS.txt
[2025-11-27T19:57:19.722736] [INFO ] [sig       ] [2817/3661] Completed RMBS in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:19.722784] [INFO ] [sig       ] [2818/3661] Forecasting RMD...
[2025-11-27T19:57:19.722841] [INFO ] [sig       ] Generating forecast for: RMD
[2025-11-27T19:57:19.722880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-11-27T19:57:19.733959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-11-27T19:57:19.734255] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-11-27T19:57:19.735028] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-11-27T19:57:19.735090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:19.735131] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:19.735169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:19.735232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:19.790036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:19.790672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:19.790757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:19.790798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:19.912620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:19.912781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:19.912830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:19.912866] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:19.916113] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-11-27T19:57:19.916394] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-11-27T19:57:19.916546] [INFO ] [sig       ] RMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:20.050017] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RMD.txt
[2025-11-27T19:57:20.050155] [INFO ] [sig       ] [2818/3661] Completed RMD in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:20.050204] [INFO ] [sig       ] [2819/3661] Forecasting RMI...
[2025-11-27T19:57:20.050259] [INFO ] [sig       ] Generating forecast for: RMI
[2025-11-27T19:57:20.050293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-11-27T19:57:20.061482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-11-27T19:57:20.061833] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-11-27T19:57:20.062669] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-11-27T19:57:20.062732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:20.062783] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:20.062828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:20.062908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:20.118683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:20.119306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:20.119396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:20.119451] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:20.226721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:20.226836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:20.226880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:20.226921] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:20.230067] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=47.40%)
[2025-11-27T19:57:20.230337] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-11-27T19:57:20.230472] [INFO ] [sig       ] RMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:20.370264] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RMI.txt
[2025-11-27T19:57:20.370392] [INFO ] [sig       ] [2819/3661] Completed RMI in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:20.370440] [INFO ] [sig       ] [2820/3661] Forecasting RMM...
[2025-11-27T19:57:20.370477] [INFO ] [sig       ] Generating forecast for: RMM
[2025-11-27T19:57:20.370527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-11-27T19:57:20.382257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-11-27T19:57:20.382639] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-11-27T19:57:20.383500] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-11-27T19:57:20.383564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:20.383624] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:20.383664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:20.383745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:20.442800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:20.443684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:20.443780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:20.443823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:20.568726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:20.568893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:20.568944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:20.568996] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:20.572237] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-11-27T19:57:20.572513] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-11-27T19:57:20.572660] [INFO ] [sig       ] RMM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:20.707418] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RMM.txt
[2025-11-27T19:57:20.707553] [INFO ] [sig       ] [2820/3661] Completed RMM in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:20.707618] [INFO ] [sig       ] [2821/3661] Forecasting RMMZ...
[2025-11-27T19:57:20.707659] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-11-27T19:57:20.707700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-11-27T19:57:20.721816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-11-27T19:57:20.722288] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-11-27T19:57:20.723313] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-11-27T19:57:20.723392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:20.723447] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:20.723495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:20.723608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:20.786779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:20.787653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:20.787748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:20.787787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:20.899305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:20.899472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:20.899525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:20.899563] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:20.902810] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-11-27T19:57:20.903080] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-11-27T19:57:20.903216] [INFO ] [sig       ] RMMZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:21.040190] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RMMZ.txt
[2025-11-27T19:57:21.040369] [INFO ] [sig       ] [2821/3661] Completed RMMZ in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:21.040416] [INFO ] [sig       ] [2822/3661] Forecasting RMNI...
[2025-11-27T19:57:21.040458] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-11-27T19:57:21.040508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-11-27T19:57:21.052654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-11-27T19:57:21.053010] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-11-27T19:57:21.053835] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-11-27T19:57:21.053899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:21.053941] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:21.053976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:21.054038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:21.111847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:21.112853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:21.112967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:21.113010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:21.235214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:21.235387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:21.235447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:21.235490] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:21.239029] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-11-27T19:57:21.239313] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-11-27T19:57:21.239458] [INFO ] [sig       ] RMNI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:21.403943] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RMNI.txt
[2025-11-27T19:57:21.404116] [INFO ] [sig       ] [2822/3661] Completed RMNI in 0.4s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:21.404168] [INFO ] [sig       ] [2823/3661] Forecasting RNA...
[2025-11-27T19:57:21.404207] [INFO ] [sig       ] Generating forecast for: RNA
[2025-11-27T19:57:21.404244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-11-27T19:57:21.415609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-11-27T19:57:21.415957] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-11-27T19:57:21.416782] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-11-27T19:57:21.416845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:21.416888] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:21.416926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:21.416991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:21.472110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:21.472956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:21.473045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:21.473086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:21.589823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:21.589992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:21.590043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:21.590081] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:21.593281] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-11-27T19:57:21.593549] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-11-27T19:57:21.593706] [INFO ] [sig       ] RNA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:21.727078] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RNA.txt
[2025-11-27T19:57:21.727223] [INFO ] [sig       ] [2823/3661] Completed RNA in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:21.727272] [INFO ] [sig       ] [2824/3661] Forecasting RNAC...
[2025-11-27T19:57:21.727311] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-11-27T19:57:21.727348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-11-27T19:57:21.738803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-11-27T19:57:21.739200] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-11-27T19:57:21.740014] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-11-27T19:57:21.740078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:21.740120] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:21.740167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:21.740233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:21.799106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:21.800019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:21.800116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:21.800160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:21.918245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:21.918413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:21.918463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:21.918502] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:21.921815] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-11-27T19:57:21.922084] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-11-27T19:57:21.922217] [INFO ] [sig       ] RNAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:22.057212] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RNAC.txt
[2025-11-27T19:57:22.057360] [INFO ] [sig       ] [2824/3661] Completed RNAC in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:22.057409] [INFO ] [sig       ] [2825/3661] Forecasting RNAZ...
[2025-11-27T19:57:22.057449] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-11-27T19:57:22.057505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-11-27T19:57:22.068950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-11-27T19:57:22.069321] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-11-27T19:57:22.070123] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-11-27T19:57:22.070187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:22.070229] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:22.070266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:22.070330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:22.125203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:22.125828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:22.125918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:22.125961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:22.241420] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:22.241599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:22.241649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:22.241684] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:22.244909] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-11-27T19:57:22.245196] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-11-27T19:57:22.245332] [INFO ] [sig       ] RNAZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:22.378625] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RNAZ.txt
[2025-11-27T19:57:22.378824] [INFO ] [sig       ] [2825/3661] Completed RNAZ in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.7m
[2025-11-27T19:57:22.378924] [INFO ] [sig       ] [2826/3661] Forecasting RNG...
[2025-11-27T19:57:22.378984] [INFO ] [sig       ] Generating forecast for: RNG
[2025-11-27T19:57:22.379043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-11-27T19:57:22.389813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-11-27T19:57:22.390222] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-11-27T19:57:22.391052] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-11-27T19:57:22.391123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:22.391177] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:22.391227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:22.391312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:22.452300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:22.453174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:22.453268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:22.453310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:22.571334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:22.571508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:22.571557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:22.571613] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:22.574826] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-11-27T19:57:22.575093] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-11-27T19:57:22.575225] [INFO ] [sig       ] RNG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:22.709637] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RNG.txt
[2025-11-27T19:57:22.709785] [INFO ] [sig       ] [2826/3661] Completed RNG in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-11-27T19:57:22.709834] [INFO ] [sig       ] [2827/3661] Forecasting RNP...
[2025-11-27T19:57:22.709874] [INFO ] [sig       ] Generating forecast for: RNP
[2025-11-27T19:57:22.709914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-11-27T19:57:22.720776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-11-27T19:57:22.721066] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-11-27T19:57:22.721849] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-11-27T19:57:22.721911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:22.721952] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:22.721988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:22.722048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:22.777510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:22.778285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:22.778372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:22.778415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:22.891795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:22.891959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:22.892007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:22.892050] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:22.895270] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-11-27T19:57:22.895537] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-11-27T19:57:22.895812] [INFO ] [sig       ] RNP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:23.030545] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RNP.txt
[2025-11-27T19:57:23.030734] [INFO ] [sig       ] [2827/3661] Completed RNP in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-11-27T19:57:23.030782] [INFO ] [sig       ] [2828/3661] Forecasting ROAD...
[2025-11-27T19:57:23.030820] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-11-27T19:57:23.030885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-11-27T19:57:23.041912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-11-27T19:57:23.042193] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-11-27T19:57:23.042970] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-11-27T19:57:23.043031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:23.043072] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:23.043108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:23.043171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:23.098189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:23.098924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:23.099010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:23.099051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:23.222011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:23.222179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:23.222227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:23.222269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:23.225456] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=38.63%)
[2025-11-27T19:57:23.225742] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-11-27T19:57:23.225870] [INFO ] [sig       ] ROAD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:23.361317] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ROAD.txt
[2025-11-27T19:57:23.361468] [INFO ] [sig       ] [2828/3661] Completed ROAD in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-11-27T19:57:23.361519] [INFO ] [sig       ] [2829/3661] Forecasting ROCK...
[2025-11-27T19:57:23.361560] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-11-27T19:57:23.361619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-11-27T19:57:23.373128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-11-27T19:57:23.373462] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-11-27T19:57:23.374266] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-11-27T19:57:23.374328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:23.374367] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:23.374402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:23.374463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:23.429019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:23.429661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:23.429747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:23.429791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:23.542718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:23.542856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:23.542900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:23.542936] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:23.546073] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-11-27T19:57:23.546353] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-11-27T19:57:23.546494] [INFO ] [sig       ] ROCK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:23.680795] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ROCK.txt
[2025-11-27T19:57:23.680951] [INFO ] [sig       ] [2829/3661] Completed ROCK in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-11-27T19:57:23.681018] [INFO ] [sig       ] [2830/3661] Forecasting ROE...
[2025-11-27T19:57:23.681050] [INFO ] [sig       ] Generating forecast for: ROE
[2025-11-27T19:57:23.681087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-11-27T19:57:23.692785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-11-27T19:57:23.693148] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-11-27T19:57:23.693974] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-11-27T19:57:23.694037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:23.694071] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:23.694102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:23.694163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:23.749520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:23.750234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:23.750328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:23.750373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:23.864262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:23.864452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:23.864505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:23.864539] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:23.867875] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-11-27T19:57:23.868176] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-11-27T19:57:23.868321] [INFO ] [sig       ] ROE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:24.003983] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ROE.txt
[2025-11-27T19:57:24.004156] [INFO ] [sig       ] [2830/3661] Completed ROE in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:24.004213] [INFO ] [sig       ] [2831/3661] Forecasting ROP...
[2025-11-27T19:57:24.004266] [INFO ] [sig       ] Generating forecast for: ROP
[2025-11-27T19:57:24.004304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-11-27T19:57:24.015301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-11-27T19:57:24.015733] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-11-27T19:57:24.016525] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-11-27T19:57:24.016615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:24.016661] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:24.016692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:24.016761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:24.073663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:24.074516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:24.074631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:24.074679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:24.202338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:24.202519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:24.202593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:24.202645] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:24.206260] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-11-27T19:57:24.206551] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-11-27T19:57:24.206711] [INFO ] [sig       ] ROP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:24.348330] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ROP.txt
[2025-11-27T19:57:24.348494] [INFO ] [sig       ] [2831/3661] Completed ROP in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:24.348547] [INFO ] [sig       ] [2832/3661] Forecasting RPAY...
[2025-11-27T19:57:24.348627] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-11-27T19:57:24.348668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-11-27T19:57:24.360017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-11-27T19:57:24.360415] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-11-27T19:57:24.361430] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-11-27T19:57:24.361497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:24.361542] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:24.361597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:24.361667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:24.420867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:24.421790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:24.421882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:24.421920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:24.546094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:24.546275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:24.546325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:24.546357] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:24.549669] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-11-27T19:57:24.549940] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-11-27T19:57:24.550072] [INFO ] [sig       ] RPAY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:24.688993] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RPAY.txt
[2025-11-27T19:57:24.689164] [INFO ] [sig       ] [2832/3661] Completed RPAY in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:24.689222] [INFO ] [sig       ] [2833/3661] Forecasting RPD...
[2025-11-27T19:57:24.689291] [INFO ] [sig       ] Generating forecast for: RPD
[2025-11-27T19:57:24.689342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-11-27T19:57:24.700777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-11-27T19:57:24.701093] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-11-27T19:57:24.701918] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-11-27T19:57:24.701982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:24.702025] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:24.702062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:24.702129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:24.760330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:24.761112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:24.761206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:24.761251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:24.893019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:24.893187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:24.893238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:24.893277] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:24.896662] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-11-27T19:57:24.896942] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-11-27T19:57:24.897079] [INFO ] [sig       ] RPD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:25.036104] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RPD.txt
[2025-11-27T19:57:25.036285] [INFO ] [sig       ] [2833/3661] Completed RPD in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:25.036342] [INFO ] [sig       ] [2834/3661] Forecasting RPID...
[2025-11-27T19:57:25.036391] [INFO ] [sig       ] Generating forecast for: RPID
[2025-11-27T19:57:25.036454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-11-27T19:57:25.047754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-11-27T19:57:25.048073] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-11-27T19:57:25.048898] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-11-27T19:57:25.048973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:25.049031] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:25.049072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:25.049139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:25.107469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:25.108260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:25.108359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:25.108403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:25.230667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:25.230841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:25.230896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:25.230931] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:25.234364] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=73.63%)
[2025-11-27T19:57:25.234666] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-11-27T19:57:25.234802] [INFO ] [sig       ] RPID: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:25.375797] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RPID.txt
[2025-11-27T19:57:25.376004] [INFO ] [sig       ] [2834/3661] Completed RPID in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:25.376072] [INFO ] [sig       ] [2835/3661] Forecasting RPRX...
[2025-11-27T19:57:25.376121] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-11-27T19:57:25.376162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-11-27T19:57:25.387876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-11-27T19:57:25.388244] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-11-27T19:57:25.389042] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-11-27T19:57:25.389106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:25.389147] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:25.389189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:25.389283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:25.447754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:25.448530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:25.448641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:25.448688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:25.577632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:25.577836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:25.577889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:25.577928] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:25.581272] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-11-27T19:57:25.581554] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-11-27T19:57:25.581705] [INFO ] [sig       ] RPRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:25.722591] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RPRX.txt
[2025-11-27T19:57:25.722772] [INFO ] [sig       ] [2835/3661] Completed RPRX in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:25.722826] [INFO ] [sig       ] [2836/3661] Forecasting RPTX...
[2025-11-27T19:57:25.722867] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-11-27T19:57:25.722906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-11-27T19:57:25.734356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-11-27T19:57:25.734696] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-11-27T19:57:25.735506] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-11-27T19:57:25.735587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:25.735632] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:25.735669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:25.735732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:25.790294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:25.790945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:25.791035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:25.791076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:25.906887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:25.907061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:25.907109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:25.907144] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:25.910388] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2025-11-27T19:57:25.910687] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-11-27T19:57:25.910818] [INFO ] [sig       ] RPTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:26.045461] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RPTX.txt
[2025-11-27T19:57:26.045599] [INFO ] [sig       ] [2836/3661] Completed RPTX in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:26.045648] [INFO ] [sig       ] [2837/3661] Forecasting RQI...
[2025-11-27T19:57:26.045688] [INFO ] [sig       ] Generating forecast for: RQI
[2025-11-27T19:57:26.045724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-11-27T19:57:26.058243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-11-27T19:57:26.058733] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-11-27T19:57:26.059798] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-11-27T19:57:26.059885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:26.059934] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:26.059971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:26.060035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:26.118840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:26.119719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:26.119825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:26.119890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:26.245301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:26.245480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:26.245532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:26.245569] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:26.249177] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=78.96%)
[2025-11-27T19:57:26.249490] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-11-27T19:57:26.249648] [INFO ] [sig       ] RQI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:26.392313] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RQI.txt
[2025-11-27T19:57:26.392495] [INFO ] [sig       ] [2837/3661] Completed RQI in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:26.392584] [INFO ] [sig       ] [2838/3661] Forecasting RRBI...
[2025-11-27T19:57:26.392635] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-11-27T19:57:26.392680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-11-27T19:57:26.404001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-11-27T19:57:26.404365] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-11-27T19:57:26.405203] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-11-27T19:57:26.405267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:26.405309] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:26.405347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:26.405414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:26.463662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:26.464456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:26.464550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:26.464611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:26.569234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:26.569414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:26.569481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:26.569535] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:26.573200] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=81.83%)
[2025-11-27T19:57:26.573507] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-11-27T19:57:26.573667] [INFO ] [sig       ] RRBI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:26.716076] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RRBI.txt
[2025-11-27T19:57:26.716242] [INFO ] [sig       ] [2838/3661] Completed RRBI in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:26.716292] [INFO ] [sig       ] [2839/3661] Forecasting RRC...
[2025-11-27T19:57:26.716329] [INFO ] [sig       ] Generating forecast for: RRC
[2025-11-27T19:57:26.716367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-11-27T19:57:26.727418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-11-27T19:57:26.727737] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-11-27T19:57:26.728536] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-11-27T19:57:26.728618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:26.728662] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:26.728699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:26.728764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:26.783857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:26.784509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:26.784616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:26.784663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:26.902363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:26.902509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:26.902557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:26.902614] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:26.905869] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=44.76%)
[2025-11-27T19:57:26.906153] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-11-27T19:57:26.906290] [INFO ] [sig       ] RRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:27.040415] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RRC.txt
[2025-11-27T19:57:27.040585] [INFO ] [sig       ] [2839/3661] Completed RRC in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:27.040644] [INFO ] [sig       ] [2840/3661] Forecasting RRGB...
[2025-11-27T19:57:27.040733] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-11-27T19:57:27.040798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-11-27T19:57:27.051199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-11-27T19:57:27.051481] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-11-27T19:57:27.052247] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-11-27T19:57:27.052313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:27.052353] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:27.052388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:27.052450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:27.106983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:27.107631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:27.107715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:27.107759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:27.225243] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:27.225376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:27.225422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:27.225460] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:27.228671] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-11-27T19:57:27.228954] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-11-27T19:57:27.229099] [INFO ] [sig       ] RRGB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:27.368637] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RRGB.txt
[2025-11-27T19:57:27.368820] [INFO ] [sig       ] [2840/3661] Completed RRGB in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:27.368887] [INFO ] [sig       ] [2841/3661] Forecasting RRX...
[2025-11-27T19:57:27.368952] [INFO ] [sig       ] Generating forecast for: RRX
[2025-11-27T19:57:27.368990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-11-27T19:57:27.380007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-11-27T19:57:27.380299] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-11-27T19:57:27.381100] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-11-27T19:57:27.381162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:27.381201] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:27.381236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:27.381299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:27.436664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:27.437253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:27.437343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:27.437383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:27.555663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:27.555809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:27.555856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:27.555892] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:27.559247] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2025-11-27T19:57:27.559555] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-11-27T19:57:27.559699] [INFO ] [sig       ] RRX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:27.695047] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RRX.txt
[2025-11-27T19:57:27.695170] [INFO ] [sig       ] [2841/3661] Completed RRX in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:27.695212] [INFO ] [sig       ] [2842/3661] Forecasting RS...
[2025-11-27T19:57:27.695251] [INFO ] [sig       ] Generating forecast for: RS
[2025-11-27T19:57:27.695286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-11-27T19:57:27.709398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-11-27T19:57:27.709955] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-11-27T19:57:27.710879] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-11-27T19:57:27.710943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:27.710999] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:27.711036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:27.711099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:27.767741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:27.768747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:27.768849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:27.768894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:27.897181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:27.897368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:27.897417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:27.897653] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:27.901183] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-11-27T19:57:27.901537] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-11-27T19:57:27.901715] [INFO ] [sig       ] RS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:28.053848] [INFO ] [LOCAL     ] Saved forecast: RS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RS.txt
[2025-11-27T19:57:28.054030] [INFO ] [sig       ] [2842/3661] Completed RS in 0.4s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:28.054079] [INFO ] [sig       ] [2843/3661] Forecasting RSG...
[2025-11-27T19:57:28.054118] [INFO ] [sig       ] Generating forecast for: RSG
[2025-11-27T19:57:28.054163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-11-27T19:57:28.066234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-11-27T19:57:28.066643] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-11-27T19:57:28.067478] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-11-27T19:57:28.067543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:28.067611] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:28.067655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:28.067719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:28.123261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:28.124189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:28.124287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:28.124331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:28.248218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:28.248436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:28.248502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:28.248551] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:28.252166] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-11-27T19:57:28.252562] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-11-27T19:57:28.252743] [INFO ] [sig       ] RSG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:28.446017] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RSG.txt
[2025-11-27T19:57:28.446289] [INFO ] [sig       ] [2843/3661] Completed RSG in 0.4s | 2.99 sym/s | Total: 15.8m | ETA: 4.6m
[2025-11-27T19:57:28.446375] [INFO ] [sig       ] [2844/3661] Forecasting RSI...
[2025-11-27T19:57:28.446428] [INFO ] [sig       ] Generating forecast for: RSI
[2025-11-27T19:57:28.446479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-11-27T19:57:28.461859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-11-27T19:57:28.462278] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-11-27T19:57:28.463233] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-11-27T19:57:28.463305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:28.463376] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:28.463421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:28.463509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:28.525682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:28.526923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:28.527051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:28.527090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:28.697431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:28.697649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:28.697721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:28.697766] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:28.701568] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=57.41%)
[2025-11-27T19:57:28.701978] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-11-27T19:57:28.702142] [INFO ] [sig       ] RSI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:28.856163] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RSI.txt
[2025-11-27T19:57:28.856367] [INFO ] [sig       ] [2844/3661] Completed RSI in 0.4s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-11-27T19:57:28.856425] [INFO ] [sig       ] [2845/3661] Forecasting RSKD...
[2025-11-27T19:57:28.856482] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-11-27T19:57:28.856533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-11-27T19:57:28.868037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-11-27T19:57:28.868483] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-11-27T19:57:28.869312] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-11-27T19:57:28.869377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:28.869418] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:28.869455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:28.869517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:28.925417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:28.926322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:28.926420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:28.926464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:29.043244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:29.043433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:29.043483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:29.043523] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:29.046924] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-11-27T19:57:29.047276] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-11-27T19:57:29.047435] [INFO ] [sig       ] RSKD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:29.203223] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RSKD.txt
[2025-11-27T19:57:29.203422] [INFO ] [sig       ] [2845/3661] Completed RSKD in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-11-27T19:57:29.203493] [INFO ] [sig       ] [2846/3661] Forecasting RSSS...
[2025-11-27T19:57:29.203564] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-11-27T19:57:29.203639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-11-27T19:57:29.215282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-11-27T19:57:29.215918] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-11-27T19:57:29.216808] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-11-27T19:57:29.216879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:29.216937] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:29.216995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:29.217093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:29.276418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:29.277276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:29.277380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:29.277651] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:29.403769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:29.403944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:29.403996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:29.404035] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:29.407468] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-11-27T19:57:29.407787] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-11-27T19:57:29.407948] [INFO ] [sig       ] RSSS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:29.555402] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RSSS.txt
[2025-11-27T19:57:29.555591] [INFO ] [sig       ] [2846/3661] Completed RSSS in 0.4s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-11-27T19:57:29.555643] [INFO ] [sig       ] [2847/3661] Forecasting RTO...
[2025-11-27T19:57:29.555684] [INFO ] [sig       ] Generating forecast for: RTO
[2025-11-27T19:57:29.555748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-11-27T19:57:29.567569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-11-27T19:57:29.567972] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-11-27T19:57:29.568814] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-11-27T19:57:29.568878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:29.568927] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:29.568992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:29.569088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:29.626891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:29.627722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:29.627824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:29.627885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:29.747351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:29.747522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:29.747588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:29.747627] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:29.751097] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-11-27T19:57:29.751419] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-11-27T19:57:29.751557] [INFO ] [sig       ] RTO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:29.887527] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RTO.txt
[2025-11-27T19:57:29.887706] [INFO ] [sig       ] [2847/3661] Completed RTO in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-11-27T19:57:29.887757] [INFO ] [sig       ] [2848/3661] Forecasting RUM...
[2025-11-27T19:57:29.887792] [INFO ] [sig       ] Generating forecast for: RUM
[2025-11-27T19:57:29.887828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-11-27T19:57:29.901394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-11-27T19:57:29.901757] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-11-27T19:57:29.902533] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-11-27T19:57:29.902613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:29.902667] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:29.902705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:29.902768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:29.959028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:29.959781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:29.959869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:29.959913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:30.078918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:30.079085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:30.079134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:30.079174] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:30.082428] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2025-11-27T19:57:30.082722] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-11-27T19:57:30.082854] [INFO ] [sig       ] RUM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:30.218031] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RUM.txt
[2025-11-27T19:57:30.218196] [INFO ] [sig       ] [2848/3661] Completed RUM in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:30.218254] [INFO ] [sig       ] [2849/3661] Forecasting RUN...
[2025-11-27T19:57:30.218292] [INFO ] [sig       ] Generating forecast for: RUN
[2025-11-27T19:57:30.218326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-11-27T19:57:30.228903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-11-27T19:57:30.229207] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-11-27T19:57:30.229998] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-11-27T19:57:30.230060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:30.230112] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:30.230154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:30.230231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:30.285340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:30.286044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:30.286132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:30.286169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:30.406350] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:30.406549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:30.406620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:30.406678] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:30.410084] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=58.67%)
[2025-11-27T19:57:30.410386] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-11-27T19:57:30.410536] [INFO ] [sig       ] RUN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:30.546817] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RUN.txt
[2025-11-27T19:57:30.546981] [INFO ] [sig       ] [2849/3661] Completed RUN in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:30.547079] [INFO ] [sig       ] [2850/3661] Forecasting RUNN...
[2025-11-27T19:57:30.547162] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-11-27T19:57:30.547222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-11-27T19:57:30.558313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-11-27T19:57:30.558737] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-11-27T19:57:30.559538] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-11-27T19:57:30.559618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:30.559660] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:30.559696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:30.559758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:30.615868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:30.616703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:30.616794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:30.616837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:30.738008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:30.738198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:30.738247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:30.738284] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:30.741566] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-27T19:57:30.741870] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-11-27T19:57:30.742001] [INFO ] [sig       ] RUNN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:30.877558] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RUNN.txt
[2025-11-27T19:57:30.877729] [INFO ] [sig       ] [2850/3661] Completed RUNN in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:30.877784] [INFO ] [sig       ] [2851/3661] Forecasting RUSHA...
[2025-11-27T19:57:30.877840] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-11-27T19:57:30.877883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-11-27T19:57:30.888631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-11-27T19:57:30.888913] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-11-27T19:57:30.889722] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-11-27T19:57:30.889783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:30.889823] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:30.889861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:30.889923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:30.945670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:30.946277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:30.946385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:30.946436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:31.065150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:31.065331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:31.065379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:31.065418] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:31.068673] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-11-27T19:57:31.068945] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-11-27T19:57:31.069077] [INFO ] [sig       ] RUSHA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:31.204782] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RUSHA.txt
[2025-11-27T19:57:31.204926] [INFO ] [sig       ] [2851/3661] Completed RUSHA in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:31.204973] [INFO ] [sig       ] [2852/3661] Forecasting RUSHB...
[2025-11-27T19:57:31.205018] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-11-27T19:57:31.205068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-11-27T19:57:31.215752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-11-27T19:57:31.216059] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-11-27T19:57:31.216859] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-11-27T19:57:31.216920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:31.216955] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:31.216991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:31.217055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:31.272615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:31.273304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:31.273393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:31.273437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:31.378710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:31.378876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:31.378931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:31.378967] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:31.382219] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-11-27T19:57:31.382492] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-11-27T19:57:31.382639] [INFO ] [sig       ] RUSHB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:31.523980] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RUSHB.txt
[2025-11-27T19:57:31.524171] [INFO ] [sig       ] [2852/3661] Completed RUSHB in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:31.524225] [INFO ] [sig       ] [2853/3661] Forecasting RVMD...
[2025-11-27T19:57:31.524263] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-11-27T19:57:31.524324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-11-27T19:57:31.535079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-11-27T19:57:31.535355] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-11-27T19:57:31.536136] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-11-27T19:57:31.536198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:31.536238] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:31.536275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:31.536336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:31.594632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:31.595381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:31.595492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:31.595537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:31.719084] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:31.719249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:31.719303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:31.719344] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:31.722602] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-11-27T19:57:31.722878] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-11-27T19:57:31.723004] [INFO ] [sig       ] RVMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:31.859190] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RVMD.txt
[2025-11-27T19:57:31.859341] [INFO ] [sig       ] [2853/3661] Completed RVMD in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:31.859390] [INFO ] [sig       ] [2854/3661] Forecasting RVSB...
[2025-11-27T19:57:31.859431] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-11-27T19:57:31.859470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-11-27T19:57:31.870079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-11-27T19:57:31.870408] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-11-27T19:57:31.871243] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-11-27T19:57:31.871306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:31.871346] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:31.871393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:31.871468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:31.926816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:31.927461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:31.927548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:31.927608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:32.044258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:32.044429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:32.044477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:32.044514] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:32.047855] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=28.22%)
[2025-11-27T19:57:32.048216] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-11-27T19:57:32.048350] [INFO ] [sig       ] RVSB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:32.190453] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RVSB.txt
[2025-11-27T19:57:32.190656] [INFO ] [sig       ] [2854/3661] Completed RVSB in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:32.190709] [INFO ] [sig       ] [2855/3661] Forecasting RVTY...
[2025-11-27T19:57:32.190775] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-11-27T19:57:32.190810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-11-27T19:57:32.205875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-11-27T19:57:32.206280] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-11-27T19:57:32.207384] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-11-27T19:57:32.207467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:32.207526] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:32.207605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:32.207731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:32.279420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:32.280318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:32.280424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:32.280480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:32.397859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:32.398023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:32.398086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:32.398191] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:32.401444] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-11-27T19:57:32.401745] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-11-27T19:57:32.401886] [INFO ] [sig       ] RVTY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:32.537782] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RVTY.txt
[2025-11-27T19:57:32.537944] [INFO ] [sig       ] [2855/3661] Completed RVTY in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:32.538025] [INFO ] [sig       ] [2856/3661] Forecasting RWAY...
[2025-11-27T19:57:32.538068] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-11-27T19:57:32.538135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-11-27T19:57:32.549015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-11-27T19:57:32.549336] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-11-27T19:57:32.550203] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-11-27T19:57:32.550267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:32.550308] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:32.550349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:32.550428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:32.610744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:32.611649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:32.611763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:32.611826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:32.733100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:32.733267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:32.733337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:32.733397] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:32.736668] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-11-27T19:57:32.736964] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-11-27T19:57:32.737120] [INFO ] [sig       ] RWAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:32.872378] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RWAY.txt
[2025-11-27T19:57:32.872539] [INFO ] [sig       ] [2856/3661] Completed RWAY in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:32.872620] [INFO ] [sig       ] [2857/3661] Forecasting RXO...
[2025-11-27T19:57:32.872661] [INFO ] [sig       ] Generating forecast for: RXO
[2025-11-27T19:57:32.872706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-11-27T19:57:32.883769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-11-27T19:57:32.884087] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-11-27T19:57:32.884901] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-11-27T19:57:32.884963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:32.885006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:32.885042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:32.885108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:32.945522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:32.946263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:32.946373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:32.946426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:33.062439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:33.062616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:33.062667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:33.062714] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:33.065996] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-11-27T19:57:33.066283] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-11-27T19:57:33.066428] [INFO ] [sig       ] RXO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:33.204160] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RXO.txt
[2025-11-27T19:57:33.204305] [INFO ] [sig       ] [2857/3661] Completed RXO in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:33.204354] [INFO ] [sig       ] [2858/3661] Forecasting RXRX...
[2025-11-27T19:57:33.204390] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-11-27T19:57:33.204428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-11-27T19:57:33.215173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-11-27T19:57:33.215524] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-11-27T19:57:33.216319] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-11-27T19:57:33.216382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:33.216416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:33.216450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:33.216514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:33.274599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:33.275407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:33.275499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:33.275541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:33.391287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:33.391455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:33.391514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:33.391555] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:33.394820] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=19.34%)
[2025-11-27T19:57:33.395090] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-11-27T19:57:33.395219] [INFO ] [sig       ] RXRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:33.532653] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RXRX.txt
[2025-11-27T19:57:33.532895] [INFO ] [sig       ] [2858/3661] Completed RXRX in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:33.532976] [INFO ] [sig       ] [2859/3661] Forecasting RY...
[2025-11-27T19:57:33.533012] [INFO ] [sig       ] Generating forecast for: RY
[2025-11-27T19:57:33.533060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-11-27T19:57:33.545553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-11-27T19:57:33.545909] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-11-27T19:57:33.546761] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-11-27T19:57:33.546823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:33.546866] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:33.546916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:33.546982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:33.607326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:33.608427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:33.608541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:33.608605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:33.731271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:33.731450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:33.731499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:33.731535] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:33.734754] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2025-11-27T19:57:33.735021] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-11-27T19:57:33.735150] [INFO ] [sig       ] RY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:33.874052] [INFO ] [LOCAL     ] Saved forecast: RY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RY.txt
[2025-11-27T19:57:33.874219] [INFO ] [sig       ] [2859/3661] Completed RY in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:33.874287] [INFO ] [sig       ] [2860/3661] Forecasting RYAAY...
[2025-11-27T19:57:33.874333] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-11-27T19:57:33.874376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-11-27T19:57:33.885476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-11-27T19:57:33.885769] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-11-27T19:57:33.886548] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-11-27T19:57:33.886634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:33.886677] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:33.886714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:33.886779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:33.941017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:33.941623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:33.941707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:33.941748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:34.062393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:34.062589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:34.062640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:34.062678] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:34.065868] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-11-27T19:57:34.066138] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-11-27T19:57:34.066268] [INFO ] [sig       ] RYAAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:34.204559] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RYAAY.txt
[2025-11-27T19:57:34.204722] [INFO ] [sig       ] [2860/3661] Completed RYAAY in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:34.204771] [INFO ] [sig       ] [2861/3661] Forecasting RYAM...
[2025-11-27T19:57:34.204806] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-11-27T19:57:34.204844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-11-27T19:57:34.215797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-11-27T19:57:34.216082] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-11-27T19:57:34.216885] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-11-27T19:57:34.216947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:34.216987] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:34.217022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:34.217085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:34.272565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:34.273174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:34.273261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:34.273310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:34.397622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:34.397792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:34.397840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:34.397877] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:34.401175] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-11-27T19:57:34.401447] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-11-27T19:57:34.401601] [INFO ] [sig       ] RYAM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:34.539009] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RYAM.txt
[2025-11-27T19:57:34.539144] [INFO ] [sig       ] [2861/3661] Completed RYAM in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.5m
[2025-11-27T19:57:34.539192] [INFO ] [sig       ] [2862/3661] Forecasting RYAN...
[2025-11-27T19:57:34.539243] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-11-27T19:57:34.539286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-11-27T19:57:34.550405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-11-27T19:57:34.550759] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-11-27T19:57:34.551554] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-11-27T19:57:34.551639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:34.551682] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:34.551727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:34.551833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:34.607613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:34.608387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:34.608483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:34.608543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:34.726807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:34.726975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:34.727036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:34.727079] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:34.730364] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-11-27T19:57:34.730671] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-11-27T19:57:34.730816] [INFO ] [sig       ] RYAN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:34.866144] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RYAN.txt
[2025-11-27T19:57:34.866288] [INFO ] [sig       ] [2862/3661] Completed RYAN in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-11-27T19:57:34.866335] [INFO ] [sig       ] [2863/3661] Forecasting RYI...
[2025-11-27T19:57:34.866375] [INFO ] [sig       ] Generating forecast for: RYI
[2025-11-27T19:57:34.866418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-11-27T19:57:34.879952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-11-27T19:57:34.880258] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-11-27T19:57:34.881038] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-11-27T19:57:34.881101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:34.881142] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:34.881204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:34.881300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:34.936542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:34.937202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:34.937289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:34.937325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:35.054661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:35.054831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:35.054890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:35.054926] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:35.058206] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-11-27T19:57:35.058494] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-11-27T19:57:35.058646] [INFO ] [sig       ] RYI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:35.195477] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RYI.txt
[2025-11-27T19:57:35.195639] [INFO ] [sig       ] [2863/3661] Completed RYI in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-11-27T19:57:35.195688] [INFO ] [sig       ] [2864/3661] Forecasting RYN...
[2025-11-27T19:57:35.195732] [INFO ] [sig       ] Generating forecast for: RYN
[2025-11-27T19:57:35.195768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-11-27T19:57:35.207122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-11-27T19:57:35.207437] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-11-27T19:57:35.208256] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-11-27T19:57:35.208319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:35.208354] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:35.208388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:35.208445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:35.262723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:35.263340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:35.263427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:35.263470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:35.374087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:35.374249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:35.374296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:35.374332] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:35.377674] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-11-27T19:57:35.377942] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-11-27T19:57:35.378070] [INFO ] [sig       ] RYN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:35.511604] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RYN.txt
[2025-11-27T19:57:35.511761] [INFO ] [sig       ] [2864/3661] Completed RYN in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-11-27T19:57:35.511812] [INFO ] [sig       ] [2865/3661] Forecasting RYTM...
[2025-11-27T19:57:35.511848] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-11-27T19:57:35.511885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-11-27T19:57:35.522776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-11-27T19:57:35.523072] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-11-27T19:57:35.523845] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-11-27T19:57:35.523906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:35.523947] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:35.523983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:35.524046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:35.578441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:35.579067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:35.579153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:35.579192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:35.699334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:35.699509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:35.699558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:35.699615] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:35.702883] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-11-27T19:57:35.703152] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-11-27T19:57:35.703286] [INFO ] [sig       ] RYTM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:35.841386] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RYTM.txt
[2025-11-27T19:57:35.841563] [INFO ] [sig       ] [2865/3661] Completed RYTM in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-11-27T19:57:35.841650] [INFO ] [sig       ] [2866/3661] Forecasting RZB...
[2025-11-27T19:57:35.841689] [INFO ] [sig       ] Generating forecast for: RZB
[2025-11-27T19:57:35.841733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-11-27T19:57:35.853923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-11-27T19:57:35.854256] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-11-27T19:57:35.855077] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-11-27T19:57:35.855143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:35.855185] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:35.855223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:35.855290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:35.910791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:35.911601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:35.911697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:35.911743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:36.037014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:36.037203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:36.037254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:36.037295] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:36.040649] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-11-27T19:57:36.040933] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-11-27T19:57:36.041065] [INFO ] [sig       ] RZB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:36.194246] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/RZB.txt
[2025-11-27T19:57:36.194405] [INFO ] [sig       ] [2866/3661] Completed RZB in 0.4s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:36.194457] [INFO ] [sig       ] [2867/3661] Forecasting RZC...
[2025-11-27T19:57:36.194499] [INFO ] [sig       ] Generating forecast for: RZC
[2025-11-27T19:57:36.194559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-11-27T19:57:36.205365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-11-27T19:57:36.205664] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-11-27T19:57:36.206425] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-11-27T19:57:36.206490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:36.206532] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:36.206592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:36.206660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:36.262499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:36.263141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:36.263230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:36.263268] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:36.377257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:36.377427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:36.377476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:36.377521] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:36.380824] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-11-27T19:57:36.381097] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-11-27T19:57:36.381230] [INFO ] [sig       ] RZC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:36.519290] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/RZC.txt
[2025-11-27T19:57:36.519449] [INFO ] [sig       ] [2867/3661] Completed RZC in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:36.519499] [INFO ] [sig       ] [2868/3661] Forecasting S...
[2025-11-27T19:57:36.519539] [INFO ] [sig       ] Generating forecast for: S
[2025-11-27T19:57:36.519618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-11-27T19:57:36.530691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-11-27T19:57:36.530988] [INFO ] [FORECASTER] Starting predict_future for S
[2025-11-27T19:57:36.531766] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-11-27T19:57:36.531833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:36.531876] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:36.531912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:36.531976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:36.587910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:36.588676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:36.588768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:36.588812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:36.710611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:36.710797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:36.710846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:36.710876] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:36.714064] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-11-27T19:57:36.714332] [INFO ] [FORECASTER] Completed predict_future for S
[2025-11-27T19:57:36.714461] [INFO ] [sig       ] S: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:36.849518] [INFO ] [LOCAL     ] Saved forecast: S	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/S.txt
[2025-11-27T19:57:36.849678] [INFO ] [sig       ] [2868/3661] Completed S in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:36.849753] [INFO ] [sig       ] [2869/3661] Forecasting SA...
[2025-11-27T19:57:36.849795] [INFO ] [sig       ] Generating forecast for: SA
[2025-11-27T19:57:36.849834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-11-27T19:57:36.860693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-11-27T19:57:36.860970] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-11-27T19:57:36.861746] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-11-27T19:57:36.861808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:36.861849] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:36.861883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:36.861947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:36.917658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:36.918311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:36.918403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:36.918444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:37.047639] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:37.047822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:37.047879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:37.047934] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:37.051399] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-11-27T19:57:37.051738] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-11-27T19:57:37.051880] [INFO ] [sig       ] SA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:37.199046] [INFO ] [LOCAL     ] Saved forecast: SA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SA.txt
[2025-11-27T19:57:37.199222] [INFO ] [sig       ] [2869/3661] Completed SA in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:37.199273] [INFO ] [sig       ] [2870/3661] Forecasting SAFE...
[2025-11-27T19:57:37.199338] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-11-27T19:57:37.199373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-11-27T19:57:37.210390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-11-27T19:57:37.210684] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-11-27T19:57:37.211510] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-11-27T19:57:37.211592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:37.211635] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:37.211672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:37.211735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:37.266959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:37.267591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:37.267676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:37.267718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:37.384246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:37.384419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:37.384469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:37.384506] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:37.387847] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-11-27T19:57:37.388135] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-11-27T19:57:37.388277] [INFO ] [sig       ] SAFE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:37.522968] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SAFE.txt
[2025-11-27T19:57:37.523123] [INFO ] [sig       ] [2870/3661] Completed SAFE in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:37.523172] [INFO ] [sig       ] [2871/3661] Forecasting SAH...
[2025-11-27T19:57:37.523215] [INFO ] [sig       ] Generating forecast for: SAH
[2025-11-27T19:57:37.523254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-11-27T19:57:37.534515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-11-27T19:57:37.534866] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-11-27T19:57:37.535676] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-11-27T19:57:37.535738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:37.535782] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:37.535817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:37.535911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:37.592099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:37.592793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:37.592884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:37.592961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:37.715214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:37.715374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:37.715422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:37.715458] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:37.718761] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-11-27T19:57:37.719051] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-11-27T19:57:37.719187] [INFO ] [sig       ] SAH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:37.856224] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SAH.txt
[2025-11-27T19:57:37.856409] [INFO ] [sig       ] [2871/3661] Completed SAH in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:37.856473] [INFO ] [sig       ] [2872/3661] Forecasting SAIA...
[2025-11-27T19:57:37.856542] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-11-27T19:57:37.856645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-11-27T19:57:37.867263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-11-27T19:57:37.867588] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-11-27T19:57:37.868396] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-11-27T19:57:37.868460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:37.868507] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:37.868548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:37.868646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:37.924503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:37.925175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:37.925261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:37.925302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:38.047461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:38.047639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:38.047688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:38.047725] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:38.050974] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-11-27T19:57:38.051240] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-11-27T19:57:38.051385] [INFO ] [sig       ] SAIA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:38.188699] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SAIA.txt
[2025-11-27T19:57:38.188870] [INFO ] [sig       ] [2872/3661] Completed SAIA in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:38.188937] [INFO ] [sig       ] [2873/3661] Forecasting SAIC...
[2025-11-27T19:57:38.188978] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-11-27T19:57:38.189044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-11-27T19:57:38.199950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-11-27T19:57:38.200246] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-11-27T19:57:38.201039] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-11-27T19:57:38.201100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:38.201140] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:38.201173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:38.201236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:38.258078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:38.258792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:38.258883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:38.258928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:38.380218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:38.380382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:38.380440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:38.380478] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:38.383793] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-11-27T19:57:38.384083] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-11-27T19:57:38.384231] [INFO ] [sig       ] SAIC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:38.521845] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SAIC.txt
[2025-11-27T19:57:38.522016] [INFO ] [sig       ] [2873/3661] Completed SAIC in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:38.522074] [INFO ] [sig       ] [2874/3661] Forecasting SAM...
[2025-11-27T19:57:38.522118] [INFO ] [sig       ] Generating forecast for: SAM
[2025-11-27T19:57:38.522186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-11-27T19:57:38.532698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-11-27T19:57:38.532987] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-11-27T19:57:38.533821] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-11-27T19:57:38.533886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:38.533930] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:38.533976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:38.534106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:38.591237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:38.591933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:38.592024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:38.592069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:38.710387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:38.710547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:38.710612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:38.710653] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:38.713971] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-11-27T19:57:38.714291] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-11-27T19:57:38.714458] [INFO ] [sig       ] SAM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:38.852187] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SAM.txt
[2025-11-27T19:57:38.852364] [INFO ] [sig       ] [2874/3661] Completed SAM in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:38.852420] [INFO ] [sig       ] [2875/3661] Forecasting SAMG...
[2025-11-27T19:57:38.852456] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-11-27T19:57:38.852498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-11-27T19:57:38.863557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-11-27T19:57:38.863919] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-11-27T19:57:38.864734] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-11-27T19:57:38.864797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:38.864839] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:38.864876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:38.864973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:38.921493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:38.922142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:38.922232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:38.922270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:39.040480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:39.040665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:39.040714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:39.040751] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:39.043988] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=43.78%)
[2025-11-27T19:57:39.044277] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-11-27T19:57:39.044409] [INFO ] [sig       ] SAMG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:39.182281] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SAMG.txt
[2025-11-27T19:57:39.182467] [INFO ] [sig       ] [2875/3661] Completed SAMG in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:39.182531] [INFO ] [sig       ] [2876/3661] Forecasting SAN...
[2025-11-27T19:57:39.182614] [INFO ] [sig       ] Generating forecast for: SAN
[2025-11-27T19:57:39.182661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-11-27T19:57:39.193235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-11-27T19:57:39.193568] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-11-27T19:57:39.194394] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-11-27T19:57:39.194459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:39.194515] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:39.194592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:39.194703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:39.249228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:39.249889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:39.249982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:39.250047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:39.368885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:39.369067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:39.369130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:39.369185] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:39.372440] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=45.78%)
[2025-11-27T19:57:39.372764] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-11-27T19:57:39.372913] [INFO ] [sig       ] SAN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:39.507308] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SAN.txt
[2025-11-27T19:57:39.507465] [INFO ] [sig       ] [2876/3661] Completed SAN in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:39.507535] [INFO ] [sig       ] [2877/3661] Forecasting SANA...
[2025-11-27T19:57:39.507612] [INFO ] [sig       ] Generating forecast for: SANA
[2025-11-27T19:57:39.507692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-11-27T19:57:39.519434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-11-27T19:57:39.519784] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-11-27T19:57:39.520602] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-11-27T19:57:39.520665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:39.520707] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:39.520744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:39.520808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:39.577500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:39.578457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:39.578554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:39.578636] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:39.696934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:39.697127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:39.697178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:39.697215] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:39.703334] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2025-11-27T19:57:39.703639] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-11-27T19:57:39.703808] [INFO ] [sig       ] SANA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:39.841129] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SANA.txt
[2025-11-27T19:57:39.841308] [INFO ] [sig       ] [2877/3661] Completed SANA in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:39.841357] [INFO ] [sig       ] [2878/3661] Forecasting SANM...
[2025-11-27T19:57:39.841393] [INFO ] [sig       ] Generating forecast for: SANM
[2025-11-27T19:57:39.841432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-11-27T19:57:39.852710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-11-27T19:57:39.853083] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-11-27T19:57:39.853882] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-11-27T19:57:39.853944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:39.853984] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:39.854019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:39.854085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:39.911882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:39.912736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:39.912829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:39.912873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:40.038463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:40.038661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:40.038713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:40.038754] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:40.042098] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=43.03%)
[2025-11-27T19:57:40.042423] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-11-27T19:57:40.042592] [INFO ] [sig       ] SANM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:40.181533] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SANM.txt
[2025-11-27T19:57:40.181727] [INFO ] [sig       ] [2878/3661] Completed SANM in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:40.181778] [INFO ] [sig       ] [2879/3661] Forecasting SAP...
[2025-11-27T19:57:40.181820] [INFO ] [sig       ] Generating forecast for: SAP
[2025-11-27T19:57:40.181879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-11-27T19:57:40.193261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-11-27T19:57:40.193658] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-11-27T19:57:40.194481] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-11-27T19:57:40.194546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:40.194614] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:40.194661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:40.194749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:40.249925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:40.250540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:40.250647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:40.250693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:40.370034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:40.370198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:40.370262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:40.370302] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:40.373551] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-11-27T19:57:40.373855] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-11-27T19:57:40.373988] [INFO ] [sig       ] SAP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:40.512426] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SAP.txt
[2025-11-27T19:57:40.512590] [INFO ] [sig       ] [2879/3661] Completed SAP in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.4m
[2025-11-27T19:57:40.512635] [INFO ] [sig       ] [2880/3661] Forecasting SARK...
[2025-11-27T19:57:40.512678] [INFO ] [sig       ] Generating forecast for: SARK
[2025-11-27T19:57:40.512713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-11-27T19:57:40.523294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-11-27T19:57:40.523597] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-11-27T19:57:40.524349] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-11-27T19:57:40.524412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:40.524452] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:40.524488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:40.524550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:40.580813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:40.581552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:40.581673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:40.581727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:40.696669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:40.696831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:40.696879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:40.696914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:40.700206] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-11-27T19:57:40.700482] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-11-27T19:57:40.700632] [INFO ] [sig       ] SARK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:40.880150] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SARK.txt
[2025-11-27T19:57:40.880305] [INFO ] [sig       ] [2880/3661] Completed SARK in 0.4s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-11-27T19:57:40.880355] [INFO ] [sig       ] [2881/3661] Forecasting SATL...
[2025-11-27T19:57:40.880395] [INFO ] [sig       ] Generating forecast for: SATL
[2025-11-27T19:57:40.880432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-11-27T19:57:40.890921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-11-27T19:57:40.891208] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-11-27T19:57:40.891993] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-11-27T19:57:40.892055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:40.892095] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:40.892130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:40.892193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:40.947986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:40.948766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:40.948867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:40.948919] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:41.063752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:41.063913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:41.063960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:41.064005] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:41.067210] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-11-27T19:57:41.067491] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-11-27T19:57:41.067647] [INFO ] [sig       ] SATL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:41.202312] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SATL.txt
[2025-11-27T19:57:41.202479] [INFO ] [sig       ] [2881/3661] Completed SATL in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-11-27T19:57:41.202544] [INFO ] [sig       ] [2882/3661] Forecasting SATS...
[2025-11-27T19:57:41.202595] [INFO ] [sig       ] Generating forecast for: SATS
[2025-11-27T19:57:41.202670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-11-27T19:57:41.213227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-11-27T19:57:41.213525] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-11-27T19:57:41.214320] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-11-27T19:57:41.214383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:41.214424] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:41.214460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:41.214524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:41.270028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:41.270692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:41.270779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:41.270825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:41.397416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:41.397620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:41.397676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:41.397712] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:41.401100] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-11-27T19:57:41.401389] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-11-27T19:57:41.401527] [INFO ] [sig       ] SATS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:41.538290] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SATS.txt
[2025-11-27T19:57:41.538439] [INFO ] [sig       ] [2882/3661] Completed SATS in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-11-27T19:57:41.538488] [INFO ] [sig       ] [2883/3661] Forecasting SAVA...
[2025-11-27T19:57:41.538525] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-11-27T19:57:41.538561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-11-27T19:57:41.549114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-11-27T19:57:41.549391] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-11-27T19:57:41.550185] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-11-27T19:57:41.550247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:41.550298] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:41.550345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:41.550421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:41.606795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:41.607460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:41.607547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:41.607604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:41.725317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:41.725480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:41.725528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:41.725566] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:41.728849] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-11-27T19:57:41.729130] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-11-27T19:57:41.729272] [INFO ] [sig       ] SAVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:41.865138] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SAVA.txt
[2025-11-27T19:57:41.865290] [INFO ] [sig       ] [2883/3661] Completed SAVA in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-11-27T19:57:41.865337] [INFO ] [sig       ] [2884/3661] Forecasting SB...
[2025-11-27T19:57:41.865372] [INFO ] [sig       ] Generating forecast for: SB
[2025-11-27T19:57:41.865461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-11-27T19:57:41.875818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-11-27T19:57:41.876107] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-11-27T19:57:41.876879] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-11-27T19:57:41.876940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:41.876980] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:41.877016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:41.877079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:41.935278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:41.936123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:41.936217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:41.936260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:42.050586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:42.050747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:42.050793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:42.050829] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:42.054064] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-11-27T19:57:42.054344] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-11-27T19:57:42.054484] [INFO ] [sig       ] SB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:42.189385] [INFO ] [LOCAL     ] Saved forecast: SB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SB.txt
[2025-11-27T19:57:42.189519] [INFO ] [sig       ] [2884/3661] Completed SB in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:42.189567] [INFO ] [sig       ] [2885/3661] Forecasting SBAC...
[2025-11-27T19:57:42.189623] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-11-27T19:57:42.189663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-11-27T19:57:42.200599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-11-27T19:57:42.200933] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-11-27T19:57:42.201769] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-11-27T19:57:42.201834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:42.201875] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:42.201910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:42.201976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:42.259213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:42.260078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:42.260172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:42.260214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:42.379902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:42.380068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:42.380115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:42.380151] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:42.383400] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-11-27T19:57:42.383690] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-11-27T19:57:42.383820] [INFO ] [sig       ] SBAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:42.521850] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SBAC.txt
[2025-11-27T19:57:42.522021] [INFO ] [sig       ] [2885/3661] Completed SBAC in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:42.522080] [INFO ] [sig       ] [2886/3661] Forecasting SBCF...
[2025-11-27T19:57:42.522151] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-11-27T19:57:42.522191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-11-27T19:57:42.532444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-11-27T19:57:42.532755] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-11-27T19:57:42.533513] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-11-27T19:57:42.533593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:42.533638] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:42.533681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:42.533751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:42.588935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:42.589543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:42.589656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:42.589708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:42.704461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:42.704615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:42.704663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:42.704699] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:42.707859] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-11-27T19:57:42.708136] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-11-27T19:57:42.708268] [INFO ] [sig       ] SBCF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:42.842660] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SBCF.txt
[2025-11-27T19:57:42.842823] [INFO ] [sig       ] [2886/3661] Completed SBCF in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:42.842885] [INFO ] [sig       ] [2887/3661] Forecasting SBFM...
[2025-11-27T19:57:42.842959] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-11-27T19:57:42.843000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-11-27T19:57:42.853430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-11-27T19:57:42.853731] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-11-27T19:57:42.854491] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-11-27T19:57:42.854553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:42.854613] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:42.854647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:42.854710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:42.909671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:42.910290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:42.910375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:42.910416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:43.034975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:43.035140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:43.035194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:43.035234] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:43.038594] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=49.79%)
[2025-11-27T19:57:43.038907] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-11-27T19:57:43.039044] [INFO ] [sig       ] SBFM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:43.174420] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SBFM.txt
[2025-11-27T19:57:43.174562] [INFO ] [sig       ] [2887/3661] Completed SBFM in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:43.174622] [INFO ] [sig       ] [2888/3661] Forecasting SBGI...
[2025-11-27T19:57:43.174659] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-11-27T19:57:43.174716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-11-27T19:57:43.185307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-11-27T19:57:43.185614] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-11-27T19:57:43.186371] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-11-27T19:57:43.186432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:43.186472] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:43.186506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:43.186585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:43.240927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:43.241528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:43.241629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:43.241672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:43.357377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:43.357532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:43.357594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:43.357636] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:43.360920] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=58.16%)
[2025-11-27T19:57:43.361199] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-11-27T19:57:43.361329] [INFO ] [sig       ] SBGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:43.496506] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SBGI.txt
[2025-11-27T19:57:43.496649] [INFO ] [sig       ] [2888/3661] Completed SBGI in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:43.496699] [INFO ] [sig       ] [2889/3661] Forecasting SBH...
[2025-11-27T19:57:43.496738] [INFO ] [sig       ] Generating forecast for: SBH
[2025-11-27T19:57:43.496787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-11-27T19:57:43.507494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-11-27T19:57:43.507806] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-11-27T19:57:43.508596] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-11-27T19:57:43.508663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:43.508711] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:43.508753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:43.508828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:43.564551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:43.565154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:43.565238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:43.565280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:43.689375] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:43.689524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:43.689586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:43.689622] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:43.692866] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=28.63%)
[2025-11-27T19:57:43.693133] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-11-27T19:57:43.693259] [INFO ] [sig       ] SBH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:43.830251] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SBH.txt
[2025-11-27T19:57:43.830379] [INFO ] [sig       ] [2889/3661] Completed SBH in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:43.830427] [INFO ] [sig       ] [2890/3661] Forecasting SBI...
[2025-11-27T19:57:43.830465] [INFO ] [sig       ] Generating forecast for: SBI
[2025-11-27T19:57:43.830510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-11-27T19:57:43.841028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-11-27T19:57:43.841346] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-11-27T19:57:43.842134] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-11-27T19:57:43.842195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:43.842236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:43.842271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:43.842333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:43.897804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:43.898414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:43.898500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:43.898541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:44.027196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:44.027380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:44.027432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:44.027485] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:44.031053] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-11-27T19:57:44.031401] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-11-27T19:57:44.031553] [INFO ] [sig       ] SBI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:44.170192] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SBI.txt
[2025-11-27T19:57:44.170382] [INFO ] [sig       ] [2890/3661] Completed SBI in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:44.170433] [INFO ] [sig       ] [2891/3661] Forecasting SBLK...
[2025-11-27T19:57:44.170475] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-11-27T19:57:44.170514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-11-27T19:57:44.181972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-11-27T19:57:44.182345] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-11-27T19:57:44.183135] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-11-27T19:57:44.183198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:44.183239] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:44.183276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:44.183341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:44.243361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:44.244221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:44.244316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:44.244360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:44.373841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:44.374026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:44.374079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:44.374117] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:44.377691] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=54.36%)
[2025-11-27T19:57:44.377986] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-11-27T19:57:44.378146] [INFO ] [sig       ] SBLK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:44.525388] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SBLK.txt
[2025-11-27T19:57:44.525568] [INFO ] [sig       ] [2891/3661] Completed SBLK in 0.4s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:44.525653] [INFO ] [sig       ] [2892/3661] Forecasting SBRA...
[2025-11-27T19:57:44.525691] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-11-27T19:57:44.525729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-11-27T19:57:44.536514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-11-27T19:57:44.536851] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-11-27T19:57:44.537612] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-11-27T19:57:44.537674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:44.537714] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:44.537749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:44.537813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:44.593128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:44.593772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:44.593864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:44.593918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:44.709377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:44.709550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:44.709619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:44.709658] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:44.712894] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-11-27T19:57:44.713178] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-11-27T19:57:44.713312] [INFO ] [sig       ] SBRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:44.853308] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SBRA.txt
[2025-11-27T19:57:44.853499] [INFO ] [sig       ] [2892/3661] Completed SBRA in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:44.853556] [INFO ] [sig       ] [2893/3661] Forecasting SBS...
[2025-11-27T19:57:44.853642] [INFO ] [sig       ] Generating forecast for: SBS
[2025-11-27T19:57:44.853687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-11-27T19:57:44.865857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-11-27T19:57:44.866176] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-11-27T19:57:44.867026] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-11-27T19:57:44.867091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:44.867133] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:44.867185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:44.867291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:44.923801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:44.924424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:44.924521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:44.924564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:45.055459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:45.055628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:45.055686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:45.055729] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:45.059128] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=57.46%)
[2025-11-27T19:57:45.059418] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-11-27T19:57:45.059565] [INFO ] [sig       ] SBS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:45.193499] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SBS.txt
[2025-11-27T19:57:45.193640] [INFO ] [sig       ] [2893/3661] Completed SBS in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:45.193700] [INFO ] [sig       ] [2894/3661] Forecasting SBSI...
[2025-11-27T19:57:45.193748] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-11-27T19:57:45.193806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-11-27T19:57:45.204926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-11-27T19:57:45.205220] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-11-27T19:57:45.206001] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-11-27T19:57:45.206065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:45.206107] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:45.206144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:45.206219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:45.263382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:45.264068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:45.264158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:45.264202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:45.380151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:45.380296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:45.380344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:45.380387] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:45.383663] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-11-27T19:57:45.383975] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-11-27T19:57:45.384104] [INFO ] [sig       ] SBSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:45.522767] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SBSI.txt
[2025-11-27T19:57:45.522933] [INFO ] [sig       ] [2894/3661] Completed SBSI in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:45.522987] [INFO ] [sig       ] [2895/3661] Forecasting SBUX...
[2025-11-27T19:57:45.523033] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-11-27T19:57:45.523072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-11-27T19:57:45.534468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-11-27T19:57:45.534759] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-11-27T19:57:45.535506] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-11-27T19:57:45.535587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:45.535632] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:45.535667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:45.535735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:45.591366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:45.592027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:45.592112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:45.592153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:45.713002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:45.713203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:45.713258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:45.713296] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:45.716755] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-11-27T19:57:45.717037] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-11-27T19:57:45.717175] [INFO ] [sig       ] SBUX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:45.858667] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SBUX.txt
[2025-11-27T19:57:45.858853] [INFO ] [sig       ] [2895/3661] Completed SBUX in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:45.858921] [INFO ] [sig       ] [2896/3661] Forecasting SCD...
[2025-11-27T19:57:45.858958] [INFO ] [sig       ] Generating forecast for: SCD
[2025-11-27T19:57:45.859008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-11-27T19:57:45.871137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-11-27T19:57:45.871517] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-11-27T19:57:45.872401] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-11-27T19:57:45.872467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:45.872511] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:45.872547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:45.872644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:45.929039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:45.929964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:45.930083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:45.930125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:46.045382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:46.045608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:46.045681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:46.045733] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:46.049273] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-11-27T19:57:46.049614] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-11-27T19:57:46.049778] [INFO ] [sig       ] SCD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:46.183286] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SCD.txt
[2025-11-27T19:57:46.183467] [INFO ] [sig       ] [2896/3661] Completed SCD in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:46.183534] [INFO ] [sig       ] [2897/3661] Forecasting SCHL...
[2025-11-27T19:57:46.183568] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-11-27T19:57:46.183621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-11-27T19:57:46.194640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-11-27T19:57:46.194913] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-11-27T19:57:46.195684] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-11-27T19:57:46.195745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:46.195786] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:46.195821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:46.195885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:46.250558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:46.251390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:46.251481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:46.251519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:46.379451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:46.379635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:46.379684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:46.379720] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:46.383055] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-11-27T19:57:46.383329] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-11-27T19:57:46.383460] [INFO ] [sig       ] SCHL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:46.520197] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SCHL.txt
[2025-11-27T19:57:46.520361] [INFO ] [sig       ] [2897/3661] Completed SCHL in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.3m
[2025-11-27T19:57:46.520411] [INFO ] [sig       ] [2898/3661] Forecasting SCI...
[2025-11-27T19:57:46.520456] [INFO ] [sig       ] Generating forecast for: SCI
[2025-11-27T19:57:46.520490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-11-27T19:57:46.531261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-11-27T19:57:46.531535] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-11-27T19:57:46.532305] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-11-27T19:57:46.532367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:46.532407] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:46.532443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:46.532507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:46.587594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:46.588475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:46.588569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:46.588630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:46.718076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:46.718297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:46.718372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:46.718436] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:46.723398] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2025-11-27T19:57:46.723854] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-11-27T19:57:46.724048] [INFO ] [sig       ] SCI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:46.871893] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SCI.txt
[2025-11-27T19:57:46.872060] [INFO ] [sig       ] [2898/3661] Completed SCI in 0.4s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-11-27T19:57:46.872109] [INFO ] [sig       ] [2899/3661] Forecasting SCL...
[2025-11-27T19:57:46.872149] [INFO ] [sig       ] Generating forecast for: SCL
[2025-11-27T19:57:46.872187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-11-27T19:57:46.883034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-11-27T19:57:46.883307] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-11-27T19:57:46.884070] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-11-27T19:57:46.884132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:46.884173] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:46.884209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:46.884272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:46.939764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:46.940668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:46.940759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:46.940800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:47.061767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:47.061952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:47.062000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:47.062036] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:47.065280] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=57.52%)
[2025-11-27T19:57:47.065561] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-11-27T19:57:47.065720] [INFO ] [sig       ] SCL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:47.201675] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SCL.txt
[2025-11-27T19:57:47.201828] [INFO ] [sig       ] [2899/3661] Completed SCL in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-11-27T19:57:47.201882] [INFO ] [sig       ] [2900/3661] Forecasting SCLX...
[2025-11-27T19:57:47.201915] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-11-27T19:57:47.201953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-11-27T19:57:47.212919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-11-27T19:57:47.213225] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-11-27T19:57:47.214084] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-11-27T19:57:47.214148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:47.214189] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:47.214225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:47.214301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:47.269980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:47.270669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:47.270757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:47.270800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:47.400681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:47.400852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:47.400902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:47.400941] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:47.404433] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=82.45%)
[2025-11-27T19:57:47.404779] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-11-27T19:57:47.404945] [INFO ] [sig       ] SCLX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:47.548056] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SCLX.txt
[2025-11-27T19:57:47.548260] [INFO ] [sig       ] [2900/3661] Completed SCLX in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-11-27T19:57:47.548314] [INFO ] [sig       ] [2901/3661] Forecasting SCM...
[2025-11-27T19:57:47.548357] [INFO ] [sig       ] Generating forecast for: SCM
[2025-11-27T19:57:47.548402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-11-27T19:57:47.560020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-11-27T19:57:47.560349] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-11-27T19:57:47.561167] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-11-27T19:57:47.561230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:47.561272] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:47.561307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:47.561417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:47.616995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:47.617899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:47.617992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:47.618046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:47.735180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:47.735348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:47.735412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:47.735460] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:47.739549] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-11-27T19:57:47.740116] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-11-27T19:57:47.740323] [INFO ] [sig       ] SCM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:47.876632] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SCM.txt
[2025-11-27T19:57:47.876803] [INFO ] [sig       ] [2901/3661] Completed SCM in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-11-27T19:57:47.876855] [INFO ] [sig       ] [2902/3661] Forecasting SCS...
[2025-11-27T19:57:47.876889] [INFO ] [sig       ] Generating forecast for: SCS
[2025-11-27T19:57:47.876927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-11-27T19:57:47.888938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-11-27T19:57:47.889296] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-11-27T19:57:47.890145] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-11-27T19:57:47.890210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:47.890251] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:47.890289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:47.890354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:47.945234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:47.945883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:47.945973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:47.946018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:48.064964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:48.065132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:48.065180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:48.065216] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:48.068445] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2025-11-27T19:57:48.068738] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-11-27T19:57:48.068871] [INFO ] [sig       ] SCS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:48.201746] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SCS.txt
[2025-11-27T19:57:48.201897] [INFO ] [sig       ] [2902/3661] Completed SCS in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:48.201946] [INFO ] [sig       ] [2903/3661] Forecasting SCSC...
[2025-11-27T19:57:48.201985] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-11-27T19:57:48.202023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-11-27T19:57:48.213066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-11-27T19:57:48.213370] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-11-27T19:57:48.214158] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-11-27T19:57:48.214220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:48.214261] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:48.214304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:48.214389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:48.268917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:48.269606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:48.269695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:48.269744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:48.389475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:48.389676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:48.389726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:48.389758] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:48.393054] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-11-27T19:57:48.393333] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-11-27T19:57:48.393466] [INFO ] [sig       ] SCSC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:48.531108] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SCSC.txt
[2025-11-27T19:57:48.531309] [INFO ] [sig       ] [2903/3661] Completed SCSC in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:48.531375] [INFO ] [sig       ] [2904/3661] Forecasting SCVL...
[2025-11-27T19:57:48.531443] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-11-27T19:57:48.531483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-11-27T19:57:48.542375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-11-27T19:57:48.542712] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-11-27T19:57:48.543496] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-11-27T19:57:48.543559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:48.543651] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:48.543693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:48.543759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:48.598780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:48.599540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:48.599646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:48.599688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:48.717956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:48.718156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:48.718205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:48.718242] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:48.721454] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-11-27T19:57:48.721750] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-11-27T19:57:48.721879] [INFO ] [sig       ] SCVL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:48.857936] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SCVL.txt
[2025-11-27T19:57:48.858146] [INFO ] [sig       ] [2904/3661] Completed SCVL in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:48.858215] [INFO ] [sig       ] [2905/3661] Forecasting SCZ...
[2025-11-27T19:57:48.858263] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-11-27T19:57:48.858326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-11-27T19:57:48.869158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-11-27T19:57:48.869465] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-11-27T19:57:48.870287] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-11-27T19:57:48.870348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:48.870384] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:48.870420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:48.870514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:48.925199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:48.925916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:48.926004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:48.926046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:49.046968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:49.047155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:49.047211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:49.047250] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:49.050524] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-11-27T19:57:49.050810] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-11-27T19:57:49.050950] [INFO ] [sig       ] SCZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:49.185947] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SCZ.txt
[2025-11-27T19:57:49.186127] [INFO ] [sig       ] [2905/3661] Completed SCZ in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:49.186185] [INFO ] [sig       ] [2906/3661] Forecasting SD...
[2025-11-27T19:57:49.186253] [INFO ] [sig       ] Generating forecast for: SD
[2025-11-27T19:57:49.186300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-11-27T19:57:49.197446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-11-27T19:57:49.197778] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-11-27T19:57:49.198645] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-11-27T19:57:49.198707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:49.198741] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:49.198773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:49.198868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:49.252637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:49.253362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:49.253452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:49.253489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:49.373008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:49.373187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:49.373236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:49.373285] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:49.376665] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-11-27T19:57:49.376949] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-11-27T19:57:49.377089] [INFO ] [sig       ] SD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:49.512682] [INFO ] [LOCAL     ] Saved forecast: SD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SD.txt
[2025-11-27T19:57:49.512839] [INFO ] [sig       ] [2906/3661] Completed SD in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:49.512917] [INFO ] [sig       ] [2907/3661] Forecasting SDA...
[2025-11-27T19:57:49.512975] [INFO ] [sig       ] Generating forecast for: SDA
[2025-11-27T19:57:49.513049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-11-27T19:57:49.524841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-11-27T19:57:49.525191] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-11-27T19:57:49.526125] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-11-27T19:57:49.526189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:49.526240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:49.526278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:49.526356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:49.587115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:49.587903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:49.588012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:49.588072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:49.711376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:49.711609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:49.711675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:49.711729] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:49.715545] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-11-27T19:57:49.715866] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-11-27T19:57:49.715998] [INFO ] [sig       ] SDA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:49.860052] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SDA.txt
[2025-11-27T19:57:49.860204] [INFO ] [sig       ] [2907/3661] Completed SDA in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:49.860255] [INFO ] [sig       ] [2908/3661] Forecasting SDHY...
[2025-11-27T19:57:49.860298] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-11-27T19:57:49.860343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-11-27T19:57:49.872154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-11-27T19:57:49.872476] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-11-27T19:57:49.873286] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-11-27T19:57:49.873348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:49.873389] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:49.873424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:49.873488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:49.929047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:49.929684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:49.929774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:49.929817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:50.045427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:50.045613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:50.045663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:50.045701] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:50.048905] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-11-27T19:57:50.049176] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-11-27T19:57:50.049305] [INFO ] [sig       ] SDHY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:50.186967] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SDHY.txt
[2025-11-27T19:57:50.187145] [INFO ] [sig       ] [2908/3661] Completed SDHY in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:50.187195] [INFO ] [sig       ] [2909/3661] Forecasting SDRL...
[2025-11-27T19:57:50.187236] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-11-27T19:57:50.187277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-11-27T19:57:50.198465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-11-27T19:57:50.198794] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-11-27T19:57:50.199546] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-11-27T19:57:50.199633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:50.199674] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:50.199710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:50.199774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:50.254711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:50.255459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:50.255547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:50.255634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:50.370989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:50.371163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:50.371211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:50.371254] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:50.374449] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2025-11-27T19:57:50.374743] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-11-27T19:57:50.374869] [INFO ] [sig       ] SDRL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:50.507971] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SDRL.txt
[2025-11-27T19:57:50.508135] [INFO ] [sig       ] [2909/3661] Completed SDRL in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:50.508185] [INFO ] [sig       ] [2910/3661] Forecasting SDVY...
[2025-11-27T19:57:50.508226] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-11-27T19:57:50.508283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-11-27T19:57:50.518879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-11-27T19:57:50.519163] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-11-27T19:57:50.519940] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-11-27T19:57:50.520001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:50.520041] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:50.520077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:50.520139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:50.574967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:50.575670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:50.575756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:50.575797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:50.692091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:50.692260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:50.692309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:50.692344] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:50.695630] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-11-27T19:57:50.695903] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-11-27T19:57:50.696034] [INFO ] [sig       ] SDVY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:50.833303] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SDVY.txt
[2025-11-27T19:57:50.833472] [INFO ] [sig       ] [2910/3661] Completed SDVY in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:50.833531] [INFO ] [sig       ] [2911/3661] Forecasting SE...
[2025-11-27T19:57:50.833605] [INFO ] [sig       ] Generating forecast for: SE
[2025-11-27T19:57:50.833648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-11-27T19:57:50.844840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-11-27T19:57:50.845140] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-11-27T19:57:50.845921] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-11-27T19:57:50.845982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:50.846022] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:50.846060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:50.846123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:50.900550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:50.901353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:50.901447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:50.901490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:51.020641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:51.020819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:51.020867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:51.020907] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:51.024213] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-11-27T19:57:51.024504] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-11-27T19:57:51.024659] [INFO ] [sig       ] SE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:51.160515] [INFO ] [LOCAL     ] Saved forecast: SE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SE.txt
[2025-11-27T19:57:51.161158] [INFO ] [sig       ] [2911/3661] Completed SE in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:51.161258] [INFO ] [sig       ] [2912/3661] Forecasting SEDG...
[2025-11-27T19:57:51.161295] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-11-27T19:57:51.161335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-11-27T19:57:51.172380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-11-27T19:57:51.172689] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-11-27T19:57:51.173452] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-11-27T19:57:51.173523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:51.173565] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:51.173622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:51.173688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:51.230149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:51.230801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:51.230888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:51.230929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:51.348871] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:51.349037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:51.349085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:51.349125] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:51.352368] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=20.57%)
[2025-11-27T19:57:51.352662] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-11-27T19:57:51.352790] [INFO ] [sig       ] SEDG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:51.491133] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SEDG.txt
[2025-11-27T19:57:51.491299] [INFO ] [sig       ] [2912/3661] Completed SEDG in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:51.491347] [INFO ] [sig       ] [2913/3661] Forecasting SEE...
[2025-11-27T19:57:51.491384] [INFO ] [sig       ] Generating forecast for: SEE
[2025-11-27T19:57:51.491438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-11-27T19:57:51.501911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-11-27T19:57:51.502198] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-11-27T19:57:51.502967] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-11-27T19:57:51.503029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:51.503069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:51.503105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:51.503168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:51.558123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:51.558729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:51.558812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:51.558862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:51.681797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:51.681964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:51.682012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:51.682047] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:51.685270] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-11-27T19:57:51.685545] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-11-27T19:57:51.685692] [INFO ] [sig       ] SEE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:51.824603] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SEE.txt
[2025-11-27T19:57:51.824744] [INFO ] [sig       ] [2913/3661] Completed SEE in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:51.824792] [INFO ] [sig       ] [2914/3661] Forecasting SEIC...
[2025-11-27T19:57:51.824837] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-11-27T19:57:51.824876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-11-27T19:57:51.835637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-11-27T19:57:51.835915] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-11-27T19:57:51.836698] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-11-27T19:57:51.836759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:51.836798] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:51.836833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:51.836900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:51.891621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:51.892203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:51.892285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:51.892325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:52.007641] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:52.007811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:52.007858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:52.007912] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:52.011126] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=42.93%)
[2025-11-27T19:57:52.011407] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-11-27T19:57:52.011536] [INFO ] [sig       ] SEIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:52.148777] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SEIC.txt
[2025-11-27T19:57:52.148913] [INFO ] [sig       ] [2914/3661] Completed SEIC in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:52.148961] [INFO ] [sig       ] [2915/3661] Forecasting SELF...
[2025-11-27T19:57:52.148999] [INFO ] [sig       ] Generating forecast for: SELF
[2025-11-27T19:57:52.149036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-11-27T19:57:52.159482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-11-27T19:57:52.159820] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-11-27T19:57:52.160597] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-11-27T19:57:52.160658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:52.160698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:52.160732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:52.160794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:52.216133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:52.216748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:52.216831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:52.216868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:52.327176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:52.327312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:52.327361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:52.327397] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:52.330762] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-11-27T19:57:52.331041] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-11-27T19:57:52.331168] [INFO ] [sig       ] SELF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:52.468796] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SELF.txt
[2025-11-27T19:57:52.468957] [INFO ] [sig       ] [2915/3661] Completed SELF in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.2m
[2025-11-27T19:57:52.469018] [INFO ] [sig       ] [2916/3661] Forecasting SEM...
[2025-11-27T19:57:52.469058] [INFO ] [sig       ] Generating forecast for: SEM
[2025-11-27T19:57:52.469116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-11-27T19:57:52.480023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-11-27T19:57:52.480310] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-11-27T19:57:52.481101] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-11-27T19:57:52.481162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:52.481201] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:52.481237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:52.481299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:52.536372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:52.537015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:52.537100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:52.537149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:52.653792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:52.653935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:52.653986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:52.654022] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:52.657241] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=58.65%)
[2025-11-27T19:57:52.657518] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-11-27T19:57:52.657663] [INFO ] [sig       ] SEM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:52.794776] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SEM.txt
[2025-11-27T19:57:52.794924] [INFO ] [sig       ] [2916/3661] Completed SEM in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-11-27T19:57:52.794974] [INFO ] [sig       ] [2917/3661] Forecasting SENEA...
[2025-11-27T19:57:52.795016] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-11-27T19:57:52.795078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-11-27T19:57:52.806888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-11-27T19:57:52.807278] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-11-27T19:57:52.808208] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-11-27T19:57:52.808275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:52.808319] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:52.808356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:52.808422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:52.865842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:52.866773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:52.866879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:52.866923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:52.984654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:52.984818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:52.984866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:52.984904] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:52.988105] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-11-27T19:57:52.988394] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-11-27T19:57:52.988522] [INFO ] [sig       ] SENEA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:53.124167] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SENEA.txt
[2025-11-27T19:57:53.124292] [INFO ] [sig       ] [2917/3661] Completed SENEA in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-11-27T19:57:53.124340] [INFO ] [sig       ] [2918/3661] Forecasting SENS...
[2025-11-27T19:57:53.124375] [INFO ] [sig       ] Generating forecast for: SENS
[2025-11-27T19:57:53.124412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-11-27T19:57:53.135563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-11-27T19:57:53.135899] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-11-27T19:57:53.136730] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-11-27T19:57:53.136800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:53.136856] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:53.136917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:53.137006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:53.193485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:53.194127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:53.194225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:53.194281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:53.315471] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:53.315625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:53.315685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:53.315740] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:53.318870] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-11-27T19:57:53.319165] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-11-27T19:57:53.319309] [INFO ] [sig       ] SENS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:53.453631] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SENS.txt
[2025-11-27T19:57:53.453771] [INFO ] [sig       ] [2918/3661] Completed SENS in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-11-27T19:57:53.453819] [INFO ] [sig       ] [2919/3661] Forecasting SERA...
[2025-11-27T19:57:53.453851] [INFO ] [sig       ] Generating forecast for: SERA
[2025-11-27T19:57:53.453886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-11-27T19:57:53.464932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-11-27T19:57:53.465237] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-11-27T19:57:53.466128] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-11-27T19:57:53.466193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:53.466247] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:53.466303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:53.466410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:53.523089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:53.523765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:53.523862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:53.523936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:53.643884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:53.644075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:53.644141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:53.644191] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:53.647874] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-11-27T19:57:53.648365] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-11-27T19:57:53.648559] [INFO ] [sig       ] SERA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:53.785593] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SERA.txt
[2025-11-27T19:57:53.785736] [INFO ] [sig       ] [2919/3661] Completed SERA in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-11-27T19:57:53.785794] [INFO ] [sig       ] [2920/3661] Forecasting SES...
[2025-11-27T19:57:53.785845] [INFO ] [sig       ] Generating forecast for: SES
[2025-11-27T19:57:53.785902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-11-27T19:57:53.797227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-11-27T19:57:53.797498] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-11-27T19:57:53.798377] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-11-27T19:57:53.798442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:53.798484] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:53.798522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:53.798610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:53.855528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:53.856140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:53.856227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:53.856270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:53.977773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:53.977917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:53.977965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:53.978003] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:53.981228] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-11-27T19:57:53.981499] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-11-27T19:57:53.981645] [INFO ] [sig       ] SES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:54.115173] [INFO ] [LOCAL     ] Saved forecast: SES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SES.txt
[2025-11-27T19:57:54.115304] [INFO ] [sig       ] [2920/3661] Completed SES in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:54.115351] [INFO ] [sig       ] [2921/3661] Forecasting SEVN...
[2025-11-27T19:57:54.115390] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-11-27T19:57:54.115426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-11-27T19:57:54.127103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-11-27T19:57:54.127515] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-11-27T19:57:54.128380] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-11-27T19:57:54.128444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:54.128486] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:54.128522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:54.128603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:54.186156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:54.187052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:54.187148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:54.187192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:54.306663] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:54.306838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:54.306888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:54.306926] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:54.310327] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-11-27T19:57:54.310628] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-11-27T19:57:54.310763] [INFO ] [sig       ] SEVN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:54.447984] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SEVN.txt
[2025-11-27T19:57:54.448191] [INFO ] [sig       ] [2921/3661] Completed SEVN in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:54.448243] [INFO ] [sig       ] [2922/3661] Forecasting SEZL...
[2025-11-27T19:57:54.448277] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-11-27T19:57:54.448338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-11-27T19:57:54.459708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-11-27T19:57:54.460048] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-11-27T19:57:54.460839] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-11-27T19:57:54.460900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:54.460943] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:54.460981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:54.461056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:54.516517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:54.517118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:54.517202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:54.517244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:54.632174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:54.632317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:54.632365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:54.632405] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:54.635669] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-11-27T19:57:54.635955] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-11-27T19:57:54.636090] [INFO ] [sig       ] SEZL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:54.771150] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SEZL.txt
[2025-11-27T19:57:54.771287] [INFO ] [sig       ] [2922/3661] Completed SEZL in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:54.771366] [INFO ] [sig       ] [2923/3661] Forecasting SF...
[2025-11-27T19:57:54.771413] [INFO ] [sig       ] Generating forecast for: SF
[2025-11-27T19:57:54.771503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-11-27T19:57:54.782179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-11-27T19:57:54.782461] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-11-27T19:57:54.783236] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-11-27T19:57:54.783298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:54.783340] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:54.783375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:54.783466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:54.838264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:54.838887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:54.838988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:54.839038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:54.971251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:54.971402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:54.971450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:54.971501] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:54.974690] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-11-27T19:57:54.974970] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-11-27T19:57:54.975100] [INFO ] [sig       ] SF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:55.109558] [INFO ] [LOCAL     ] Saved forecast: SF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SF.txt
[2025-11-27T19:57:55.109746] [INFO ] [sig       ] [2923/3661] Completed SF in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:55.109797] [INFO ] [sig       ] [2924/3661] Forecasting SFB...
[2025-11-27T19:57:55.109837] [INFO ] [sig       ] Generating forecast for: SFB
[2025-11-27T19:57:55.109876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-11-27T19:57:55.121032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-11-27T19:57:55.121397] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-11-27T19:57:55.122176] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-11-27T19:57:55.122239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:55.122279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:55.122314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:55.122432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:55.178023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:55.178868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:55.178959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:55.179010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:55.286334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:55.286490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:55.286537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:55.286590] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:55.289867] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-11-27T19:57:55.290158] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-11-27T19:57:55.290287] [INFO ] [sig       ] SFB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:55.425077] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SFB.txt
[2025-11-27T19:57:55.425217] [INFO ] [sig       ] [2924/3661] Completed SFB in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:55.425265] [INFO ] [sig       ] [2925/3661] Forecasting SFBS...
[2025-11-27T19:57:55.425305] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-11-27T19:57:55.425340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-11-27T19:57:55.435740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-11-27T19:57:55.436036] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-11-27T19:57:55.436825] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-11-27T19:57:55.436896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:55.436938] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:55.436980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:55.437055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:55.492058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:55.492840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:55.492930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:55.492966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:55.612529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:55.612694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:55.612741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:55.612778] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:55.616030] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2025-11-27T19:57:55.616302] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-11-27T19:57:55.616442] [INFO ] [sig       ] SFBS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:55.751634] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SFBS.txt
[2025-11-27T19:57:55.751773] [INFO ] [sig       ] [2925/3661] Completed SFBS in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:55.751822] [INFO ] [sig       ] [2926/3661] Forecasting SFIX...
[2025-11-27T19:57:55.751862] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-11-27T19:57:55.751898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-11-27T19:57:55.762559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-11-27T19:57:55.762870] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-11-27T19:57:55.763642] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-11-27T19:57:55.763703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:55.763744] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:55.763780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:55.763841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:55.819682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:55.820552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:55.820664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:55.820707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:55.937256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:55.937419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:55.937468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:55.937504] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:55.940828] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=91.71%)
[2025-11-27T19:57:55.941099] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-11-27T19:57:55.941229] [INFO ] [sig       ] SFIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:56.076801] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SFIX.txt
[2025-11-27T19:57:56.076943] [INFO ] [sig       ] [2926/3661] Completed SFIX in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:56.076992] [INFO ] [sig       ] [2927/3661] Forecasting SFL...
[2025-11-27T19:57:56.077033] [INFO ] [sig       ] Generating forecast for: SFL
[2025-11-27T19:57:56.077088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-11-27T19:57:56.087358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-11-27T19:57:56.087673] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-11-27T19:57:56.088448] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-11-27T19:57:56.088510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:56.088551] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:56.088607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:56.088674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:56.144220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:56.144864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:56.144949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:56.144985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:56.263412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:56.263582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:56.263629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:56.263664] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:56.266847] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2025-11-27T19:57:56.267135] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-11-27T19:57:56.267268] [INFO ] [sig       ] SFL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:56.402765] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SFL.txt
[2025-11-27T19:57:56.402908] [INFO ] [sig       ] [2927/3661] Completed SFL in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:56.402956] [INFO ] [sig       ] [2928/3661] Forecasting SFLO...
[2025-11-27T19:57:56.403005] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-11-27T19:57:56.403047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-11-27T19:57:56.413374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-11-27T19:57:56.413661] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-11-27T19:57:56.414413] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-11-27T19:57:56.414477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:56.414517] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:56.414553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:56.414638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:56.470092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:56.470726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:56.470811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:56.470850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:56.592390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:56.592552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:56.592618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:56.592658] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:56.595878] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=79.34%)
[2025-11-27T19:57:56.596161] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-11-27T19:57:56.596293] [INFO ] [sig       ] SFLO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:56.731982] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SFLO.txt
[2025-11-27T19:57:56.732123] [INFO ] [sig       ] [2928/3661] Completed SFLO in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:56.732174] [INFO ] [sig       ] [2929/3661] Forecasting SFM...
[2025-11-27T19:57:56.732211] [INFO ] [sig       ] Generating forecast for: SFM
[2025-11-27T19:57:56.732245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-11-27T19:57:56.742815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-11-27T19:57:56.743084] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-11-27T19:57:56.743850] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-11-27T19:57:56.743912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:56.743952] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:56.743987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:56.744053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:56.799846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:56.800555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:56.800657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:56.800693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:56.918995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:56.919148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:56.919195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:56.919232] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:56.922392] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-11-27T19:57:56.922689] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-11-27T19:57:56.922819] [INFO ] [sig       ] SFM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:57.058266] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SFM.txt
[2025-11-27T19:57:57.058411] [INFO ] [sig       ] [2929/3661] Completed SFM in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:57.058459] [INFO ] [sig       ] [2930/3661] Forecasting SFNC...
[2025-11-27T19:57:57.058494] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-11-27T19:57:57.058553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-11-27T19:57:57.069099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-11-27T19:57:57.069368] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-11-27T19:57:57.070135] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-11-27T19:57:57.070196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:57.070237] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:57.070273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:57.070337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:57.125784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:57.126543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:57.126646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:57.126689] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:57.249248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:57.249404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:57.249451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:57.249489] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:57.252696] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-11-27T19:57:57.252969] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-11-27T19:57:57.253114] [INFO ] [sig       ] SFNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:57.391364] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SFNC.txt
[2025-11-27T19:57:57.391522] [INFO ] [sig       ] [2930/3661] Completed SFNC in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:57.391600] [INFO ] [sig       ] [2931/3661] Forecasting SG...
[2025-11-27T19:57:57.391653] [INFO ] [sig       ] Generating forecast for: SG
[2025-11-27T19:57:57.391727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-11-27T19:57:57.407589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-11-27T19:57:57.407912] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-11-27T19:57:57.408777] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-11-27T19:57:57.408851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:57.408894] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:57.408932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:57.409010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:57.465424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:57.466045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:57.466132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:57.466178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:57.586094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:57.586247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:57.586295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:57.586331] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:57.589609] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-11-27T19:57:57.589886] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-11-27T19:57:57.590023] [INFO ] [sig       ] SG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:57:57.726189] [INFO ] [LOCAL     ] Saved forecast: SG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SG.txt
[2025-11-27T19:57:57.726332] [INFO ] [sig       ] [2931/3661] Completed SG in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:57.726382] [INFO ] [sig       ] [2932/3661] Forecasting SGBX...
[2025-11-27T19:57:57.726420] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-11-27T19:57:57.726457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-11-27T19:57:57.737309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-11-27T19:57:57.737643] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-11-27T19:57:57.738605] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-11-27T19:57:57.738669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:57.738711] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:57.738747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:57.738811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:57.795037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:57.795673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:57.795762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:57.795799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:57.914472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:57.914633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:57.914684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:57.914719] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:57.917906] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-11-27T19:57:57.918200] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-11-27T19:57:57.918333] [INFO ] [sig       ] SGBX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:58.054167] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SGBX.txt
[2025-11-27T19:57:58.054342] [INFO ] [sig       ] [2932/3661] Completed SGBX in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:58.054394] [INFO ] [sig       ] [2933/3661] Forecasting SGC...
[2025-11-27T19:57:58.054432] [INFO ] [sig       ] Generating forecast for: SGC
[2025-11-27T19:57:58.054471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-11-27T19:57:58.065859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-11-27T19:57:58.066238] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-11-27T19:57:58.067029] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-11-27T19:57:58.067096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:58.067137] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:58.067173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:58.067238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:58.122422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:58.123269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:58.123376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:58.123415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:58.243186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:58.243363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:58.243414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:58.243453] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:58.246719] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=70.14%)
[2025-11-27T19:57:58.247010] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-11-27T19:57:58.247167] [INFO ] [sig       ] SGC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:58.381687] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SGC.txt
[2025-11-27T19:57:58.381840] [INFO ] [sig       ] [2933/3661] Completed SGC in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.1m
[2025-11-27T19:57:58.381888] [INFO ] [sig       ] [2934/3661] Forecasting SGHC...
[2025-11-27T19:57:58.381925] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-11-27T19:57:58.381982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-11-27T19:57:58.392742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-11-27T19:57:58.393007] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-11-27T19:57:58.393770] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-11-27T19:57:58.393831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:58.393867] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:58.393905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:58.393969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:58.448744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:58.449376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:58.449460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:58.449503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:58.564694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:58.564844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:58.564890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:58.564928] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:58.568132] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-11-27T19:57:58.568405] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-11-27T19:57:58.568533] [INFO ] [sig       ] SGHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:58.701987] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SGHC.txt
[2025-11-27T19:57:58.702117] [INFO ] [sig       ] [2934/3661] Completed SGHC in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-11-27T19:57:58.702174] [INFO ] [sig       ] [2935/3661] Forecasting SGRY...
[2025-11-27T19:57:58.702211] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-11-27T19:57:58.702252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-11-27T19:57:58.712948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-11-27T19:57:58.713210] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-11-27T19:57:58.713968] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-11-27T19:57:58.714029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:58.714070] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:58.714106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:58.714170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:58.769185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:58.769792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:58.769876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:58.769917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:58.887681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:58.887809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:58.887861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:58.887899] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:58.891120] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-11-27T19:57:58.891385] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-11-27T19:57:58.891513] [INFO ] [sig       ] SGRY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:59.024834] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SGRY.txt
[2025-11-27T19:57:59.024965] [INFO ] [sig       ] [2935/3661] Completed SGRY in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-11-27T19:57:59.025012] [INFO ] [sig       ] [2936/3661] Forecasting SHAK...
[2025-11-27T19:57:59.025046] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-11-27T19:57:59.025087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-11-27T19:57:59.036855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-11-27T19:57:59.037283] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-11-27T19:57:59.038102] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-11-27T19:57:59.038188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:59.038230] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:59.038259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:59.038325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:59.092969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:59.093869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:59.093970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:59.094013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:59.215982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:59.216156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:59.216204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:59.216242] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:59.219471] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-11-27T19:57:59.219774] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-11-27T19:57:59.219905] [INFO ] [sig       ] SHAK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:59.355088] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHAK.txt
[2025-11-27T19:57:59.355227] [INFO ] [sig       ] [2936/3661] Completed SHAK in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-11-27T19:57:59.355274] [INFO ] [sig       ] [2937/3661] Forecasting SHBI...
[2025-11-27T19:57:59.355309] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-11-27T19:57:59.355348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-11-27T19:57:59.367159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-11-27T19:57:59.367537] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-11-27T19:57:59.368421] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-11-27T19:57:59.368488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:59.368531] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:59.368588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:59.368661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:59.424754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:59.425683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:59.425780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:59.425820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:59.550759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:59.550949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:59.551001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:59.551043] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:59.554389] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-11-27T19:57:59.554686] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-11-27T19:57:59.554821] [INFO ] [sig       ] SHBI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:57:59.691707] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHBI.txt
[2025-11-27T19:57:59.691897] [INFO ] [sig       ] [2937/3661] Completed SHBI in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-11-27T19:57:59.691948] [INFO ] [sig       ] [2938/3661] Forecasting SHC...
[2025-11-27T19:57:59.692005] [INFO ] [sig       ] Generating forecast for: SHC
[2025-11-27T19:57:59.692040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-11-27T19:57:59.703180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-11-27T19:57:59.703589] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-11-27T19:57:59.704362] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-11-27T19:57:59.704425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:57:59.704466] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:57:59.704502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:57:59.704565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:57:59.759069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:57:59.759966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:57:59.760081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:57:59.760152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:57:59.877009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:57:59.877196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:57:59.877290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:57:59.877341] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:57:59.880775] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-11-27T19:57:59.881094] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-11-27T19:57:59.881258] [INFO ] [sig       ] SHC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:00.014399] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHC.txt
[2025-11-27T19:58:00.014562] [INFO ] [sig       ] [2938/3661] Completed SHC in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:00.014661] [INFO ] [sig       ] [2939/3661] Forecasting SHCO...
[2025-11-27T19:58:00.014716] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-11-27T19:58:00.014774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-11-27T19:58:00.025749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-11-27T19:58:00.026147] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-11-27T19:58:00.026982] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-11-27T19:58:00.027052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:00.027105] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:00.027153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:00.027240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:00.082142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:00.083032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:00.083132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:00.083188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:00.200944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:00.201121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:00.201168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:00.201389] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:00.204703] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-11-27T19:58:00.204993] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-11-27T19:58:00.205137] [INFO ] [sig       ] SHCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:00.339060] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHCO.txt
[2025-11-27T19:58:00.339226] [INFO ] [sig       ] [2939/3661] Completed SHCO in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:00.339305] [INFO ] [sig       ] [2940/3661] Forecasting SHEL...
[2025-11-27T19:58:00.339352] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-11-27T19:58:00.339398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-11-27T19:58:00.349729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-11-27T19:58:00.350038] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-11-27T19:58:00.350824] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-11-27T19:58:00.350887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:00.350937] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:00.350984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:00.351063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:00.405608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:00.406411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:00.406506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:00.406556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:00.522615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:00.522781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:00.522841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:00.522889] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:00.526122] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2025-11-27T19:58:00.526420] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-11-27T19:58:00.526567] [INFO ] [sig       ] SHEL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:00.670705] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SHEL.txt
[2025-11-27T19:58:00.670875] [INFO ] [sig       ] [2940/3661] Completed SHEL in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:00.670952] [INFO ] [sig       ] [2941/3661] Forecasting SHEN...
[2025-11-27T19:58:00.670990] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-11-27T19:58:00.671028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-11-27T19:58:00.681673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-11-27T19:58:00.681942] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-11-27T19:58:00.682712] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-11-27T19:58:00.682773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:00.682813] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:00.682849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:00.682912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:00.738593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:00.739189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:00.739280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:00.739322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:00.856945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:00.857109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:00.857158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:00.857198] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:00.860632] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=67.25%)
[2025-11-27T19:58:00.860936] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-11-27T19:58:00.861078] [INFO ] [sig       ] SHEN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:00.995044] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHEN.txt
[2025-11-27T19:58:00.995200] [INFO ] [sig       ] [2941/3661] Completed SHEN in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:00.995256] [INFO ] [sig       ] [2942/3661] Forecasting SHFS...
[2025-11-27T19:58:00.995292] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-11-27T19:58:00.995331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-11-27T19:58:01.007186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-11-27T19:58:01.007598] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-11-27T19:58:01.008598] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-11-27T19:58:01.008664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:01.008720] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:01.008760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:01.008825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:01.063702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:01.064593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:01.064686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:01.064730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:01.186185] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:01.186360] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:58:01.186403] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:01.186434] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:01.189852] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-11-27T19:58:01.190172] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-11-27T19:58:01.190314] [INFO ] [sig       ] SHFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:01.331150] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SHFS.txt
[2025-11-27T19:58:01.331324] [INFO ] [sig       ] [2942/3661] Completed SHFS in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:01.331375] [INFO ] [sig       ] [2943/3661] Forecasting SHG...
[2025-11-27T19:58:01.331416] [INFO ] [sig       ] Generating forecast for: SHG
[2025-11-27T19:58:01.331475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-11-27T19:58:01.342464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-11-27T19:58:01.342828] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-11-27T19:58:01.343630] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-11-27T19:58:01.343693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:01.343735] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:01.343772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:01.343837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:01.400915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:01.401715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:01.401809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:01.401854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:01.523984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:01.524123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:01.524172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:01.524215] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:01.527617] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=86.10%)
[2025-11-27T19:58:01.527943] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-11-27T19:58:01.528090] [INFO ] [sig       ] SHG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:01.668901] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHG.txt
[2025-11-27T19:58:01.669065] [INFO ] [sig       ] [2943/3661] Completed SHG in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:01.669137] [INFO ] [sig       ] [2944/3661] Forecasting SHIP...
[2025-11-27T19:58:01.669183] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-11-27T19:58:01.669221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-11-27T19:58:01.681100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-11-27T19:58:01.681506] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-11-27T19:58:01.682307] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-11-27T19:58:01.682374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:01.682415] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:01.682452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:01.682562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:01.737171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:01.738025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:01.738140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:01.738186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:01.861662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:01.861838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:01.861889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:01.861927] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:01.865192] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2025-11-27T19:58:01.865496] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-11-27T19:58:01.865655] [INFO ] [sig       ] SHIP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:02.002236] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHIP.txt
[2025-11-27T19:58:02.002410] [INFO ] [sig       ] [2944/3661] Completed SHIP in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:02.002459] [INFO ] [sig       ] [2945/3661] Forecasting SHLS...
[2025-11-27T19:58:02.002500] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-11-27T19:58:02.002557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-11-27T19:58:02.014492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-11-27T19:58:02.014897] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-11-27T19:58:02.015953] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-11-27T19:58:02.016024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:02.016073] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:02.016114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:02.016242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:02.077897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:02.079042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:02.079135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:02.079188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:02.201827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:02.201990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:02.202038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:02.202075] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:02.205749] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=56.40%)
[2025-11-27T19:58:02.206043] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-11-27T19:58:02.206185] [INFO ] [sig       ] SHLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:02.348091] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHLS.txt
[2025-11-27T19:58:02.348272] [INFO ] [sig       ] [2945/3661] Completed SHLS in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:02.348332] [INFO ] [sig       ] [2946/3661] Forecasting SHO...
[2025-11-27T19:58:02.348389] [INFO ] [sig       ] Generating forecast for: SHO
[2025-11-27T19:58:02.348460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-11-27T19:58:02.359096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-11-27T19:58:02.359383] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-11-27T19:58:02.360171] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-11-27T19:58:02.360234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:02.360285] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:02.360331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:02.360412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:02.417017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:02.417695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:02.417783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:02.417837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:02.540690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:02.540862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:02.540913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:02.540952] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:02.544350] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-11-27T19:58:02.544662] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-11-27T19:58:02.544808] [INFO ] [sig       ] SHO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:02.691347] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SHO.txt
[2025-11-27T19:58:02.691500] [INFO ] [sig       ] [2946/3661] Completed SHO in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:02.691550] [INFO ] [sig       ] [2947/3661] Forecasting SHOC...
[2025-11-27T19:58:02.691606] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-11-27T19:58:02.691693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-11-27T19:58:02.703975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-11-27T19:58:02.704464] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-11-27T19:58:02.705390] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-11-27T19:58:02.705457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:02.705514] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:02.705590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:02.705667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:02.763406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:02.764345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:02.764447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:02.764496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:02.877283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:02.877461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:02.877512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:02.877553] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:02.881054] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=86.73%)
[2025-11-27T19:58:02.881356] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-11-27T19:58:02.881501] [INFO ] [sig       ] SHOC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:03.021504] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHOC.txt
[2025-11-27T19:58:03.021680] [INFO ] [sig       ] [2947/3661] Completed SHOC in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:03.021735] [INFO ] [sig       ] [2948/3661] Forecasting SHOO...
[2025-11-27T19:58:03.021788] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-11-27T19:58:03.021825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-11-27T19:58:03.032828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-11-27T19:58:03.033166] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-11-27T19:58:03.034058] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-11-27T19:58:03.034128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:03.034171] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:03.034209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:03.034275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:03.092706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:03.093446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:03.093540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:03.093606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:03.216260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:03.216423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:03.216472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:03.216511] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:03.220073] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-11-27T19:58:03.220370] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-11-27T19:58:03.220509] [INFO ] [sig       ] SHOO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:03.363971] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SHOO.txt
[2025-11-27T19:58:03.364144] [INFO ] [sig       ] [2948/3661] Completed SHOO in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:03.364194] [INFO ] [sig       ] [2949/3661] Forecasting SHOP...
[2025-11-27T19:58:03.364260] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-11-27T19:58:03.364300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-11-27T19:58:03.378783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-11-27T19:58:03.379272] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-11-27T19:58:03.380402] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-11-27T19:58:03.380478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:03.380537] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:03.380627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:03.380775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:03.440735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:03.441629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:03.441732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:03.441776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:03.564171] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:03.564348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:03.564398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:03.564454] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:03.567924] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-11-27T19:58:03.568314] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-11-27T19:58:03.568488] [INFO ] [sig       ] SHOP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:03.705290] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHOP.txt
[2025-11-27T19:58:03.705480] [INFO ] [sig       ] [2949/3661] Completed SHOP in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:03.705535] [INFO ] [sig       ] [2950/3661] Forecasting SHPH...
[2025-11-27T19:58:03.705605] [INFO ] [sig       ] Generating forecast for: SHPH
[2025-11-27T19:58:03.705652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'.
[2025-11-27T19:58:03.717005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHPH'.
[2025-11-27T19:58:03.717392] [INFO ] [FORECASTER] Starting predict_future for SHPH
[2025-11-27T19:58:03.718285] [DEBUG] [LOCAL     ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt
[2025-11-27T19:58:03.718351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:03.718391] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:03.718427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:03.718491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:03.777247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:03.778174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:03.778271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:03.778322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:03.890194] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:03.890376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:03.890425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:03.890464] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:03.893818] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-27T19:58:03.894129] [INFO ] [FORECASTER] Completed predict_future for SHPH
[2025-11-27T19:58:03.894295] [INFO ] [sig       ] SHPH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:04.031600] [INFO ] [LOCAL     ] Saved forecast: SHPH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SHPH.txt
[2025-11-27T19:58:04.031753] [INFO ] [sig       ] [2950/3661] Completed SHPH in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:04.031824] [INFO ] [sig       ] [2951/3661] Forecasting SHY...
[2025-11-27T19:58:04.031871] [INFO ] [sig       ] Generating forecast for: SHY
[2025-11-27T19:58:04.031913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-11-27T19:58:04.042653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-11-27T19:58:04.042922] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-11-27T19:58:04.043701] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-11-27T19:58:04.043763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:04.043806] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:04.043842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:04.043907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:04.101993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:04.102777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:04.102869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:04.102929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:04.222624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:04.222793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:04.222845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:04.222883] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:04.226230] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-11-27T19:58:04.226508] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-11-27T19:58:04.226663] [INFO ] [sig       ] SHY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:04.362437] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SHY.txt
[2025-11-27T19:58:04.362604] [INFO ] [sig       ] [2951/3661] Completed SHY in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 4.0m
[2025-11-27T19:58:04.362659] [INFO ] [sig       ] [2952/3661] Forecasting SIBN...
[2025-11-27T19:58:04.362722] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-11-27T19:58:04.362771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-11-27T19:58:04.374289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-11-27T19:58:04.374593] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-11-27T19:58:04.375370] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-11-27T19:58:04.375436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:04.375479] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:04.375518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:04.375601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:04.432690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:04.433555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:04.433672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:04.433718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:04.556498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:04.556689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:04.556744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:04.556788] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:04.560125] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-11-27T19:58:04.560411] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-11-27T19:58:04.560556] [INFO ] [sig       ] SIBN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:04.699527] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SIBN.txt
[2025-11-27T19:58:04.699691] [INFO ] [sig       ] [2952/3661] Completed SIBN in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-11-27T19:58:04.699741] [INFO ] [sig       ] [2953/3661] Forecasting SID...
[2025-11-27T19:58:04.699797] [INFO ] [sig       ] Generating forecast for: SID
[2025-11-27T19:58:04.699832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-11-27T19:58:04.715377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-11-27T19:58:04.715866] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-11-27T19:58:04.716800] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-11-27T19:58:04.716874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:04.716933] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:04.717007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:04.717108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:04.773620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:04.774598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:04.774729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:04.774793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:04.896183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:04.896377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:04.896452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:04.896510] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:04.899894] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-11-27T19:58:04.900197] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-11-27T19:58:04.900355] [INFO ] [sig       ] SID: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:05.034684] [INFO ] [LOCAL     ] Saved forecast: SID	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SID.txt
[2025-11-27T19:58:05.034857] [INFO ] [sig       ] [2953/3661] Completed SID in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-11-27T19:58:05.034930] [INFO ] [sig       ] [2954/3661] Forecasting SIEB...
[2025-11-27T19:58:05.035014] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-11-27T19:58:05.035075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-11-27T19:58:05.045895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-11-27T19:58:05.046250] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-11-27T19:58:05.047072] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-11-27T19:58:05.047144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:05.047200] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:05.047250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:05.047340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:05.102161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:05.102790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:05.102886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:05.102942] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:05.213414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:05.213597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:05.213659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:05.213712] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:05.216962] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-11-27T19:58:05.217261] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-11-27T19:58:05.217408] [INFO ] [sig       ] SIEB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:05.366128] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SIEB.txt
[2025-11-27T19:58:05.366289] [INFO ] [sig       ] [2954/3661] Completed SIEB in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-11-27T19:58:05.366347] [INFO ] [sig       ] [2955/3661] Forecasting SIFY...
[2025-11-27T19:58:05.366383] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-11-27T19:58:05.366438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-11-27T19:58:05.376726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-11-27T19:58:05.376995] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-11-27T19:58:05.377775] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-11-27T19:58:05.377836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:05.377876] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:05.377912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:05.377974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:05.441548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:05.442721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:05.442834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:05.442906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:05.574510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:05.574712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:05.574769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:05.574805] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:05.578321] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=92.28%)
[2025-11-27T19:58:05.578703] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-11-27T19:58:05.578879] [INFO ] [sig       ] SIFY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:05.716950] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SIFY.txt
[2025-11-27T19:58:05.717105] [INFO ] [sig       ] [2955/3661] Completed SIFY in 0.4s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-11-27T19:58:05.717160] [INFO ] [sig       ] [2956/3661] Forecasting SIG...
[2025-11-27T19:58:05.717222] [INFO ] [sig       ] Generating forecast for: SIG
[2025-11-27T19:58:05.717275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-11-27T19:58:05.728198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-11-27T19:58:05.728512] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-11-27T19:58:05.729336] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-11-27T19:58:05.729408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:05.729469] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:05.729525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:05.729646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:05.784466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:05.785097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:05.785202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:05.785263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:05.900423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:05.900590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:05.900651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:05.900710] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:05.904022] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-11-27T19:58:05.904325] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-11-27T19:58:05.904483] [INFO ] [sig       ] SIG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:06.042448] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SIG.txt
[2025-11-27T19:58:06.042606] [INFO ] [sig       ] [2956/3661] Completed SIG in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:06.042654] [INFO ] [sig       ] [2957/3661] Forecasting SIGA...
[2025-11-27T19:58:06.042719] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-11-27T19:58:06.042793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-11-27T19:58:06.053184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-11-27T19:58:06.053491] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-11-27T19:58:06.054314] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-11-27T19:58:06.054377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:06.054419] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:06.054457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:06.054521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:06.109520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:06.110169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:06.110256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:06.110294] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:06.229529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:06.229690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:06.229740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:06.229776] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:06.233040] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=79.74%)
[2025-11-27T19:58:06.233316] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-11-27T19:58:06.233448] [INFO ] [sig       ] SIGA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:06.368092] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SIGA.txt
[2025-11-27T19:58:06.368245] [INFO ] [sig       ] [2957/3661] Completed SIGA in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:06.368295] [INFO ] [sig       ] [2958/3661] Forecasting SIGI...
[2025-11-27T19:58:06.368347] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-11-27T19:58:06.368390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-11-27T19:58:06.378670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-11-27T19:58:06.378945] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-11-27T19:58:06.379736] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-11-27T19:58:06.379797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:06.379836] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:06.379869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:06.379929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:06.436097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:06.436918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:06.437012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:06.437050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:06.559794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:06.559963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:06.560013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:06.560050] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:06.563373] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=52.87%)
[2025-11-27T19:58:06.563677] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-11-27T19:58:06.563818] [INFO ] [sig       ] SIGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:06.699322] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SIGI.txt
[2025-11-27T19:58:06.699479] [INFO ] [sig       ] [2958/3661] Completed SIGI in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:06.699548] [INFO ] [sig       ] [2959/3661] Forecasting SII...
[2025-11-27T19:58:06.699607] [INFO ] [sig       ] Generating forecast for: SII
[2025-11-27T19:58:06.699646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-11-27T19:58:06.709369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-11-27T19:58:06.709657] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-11-27T19:58:06.710407] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-11-27T19:58:06.710469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:06.710509] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:06.710544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:06.710630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:06.770050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:06.770775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:06.770861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:06.770905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:06.883659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:06.883791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:06.883834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:06.883869] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:06.886978] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-11-27T19:58:06.887248] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-11-27T19:58:06.887397] [INFO ] [sig       ] SII: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:07.022184] [INFO ] [LOCAL     ] Saved forecast: SII	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SII.txt
[2025-11-27T19:58:07.022337] [INFO ] [sig       ] [2959/3661] Completed SII in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:07.022385] [INFO ] [sig       ] [2960/3661] Forecasting SIMO...
[2025-11-27T19:58:07.022429] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-11-27T19:58:07.022465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-11-27T19:58:07.033158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-11-27T19:58:07.033483] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-11-27T19:58:07.034334] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-11-27T19:58:07.034400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:07.034443] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:07.034480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:07.034545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:07.091139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:07.091746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:07.091830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:07.091872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:07.206035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:07.206170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:07.206217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:07.206253] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:07.209443] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-11-27T19:58:07.209732] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-11-27T19:58:07.209861] [INFO ] [sig       ] SIMO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:07.344163] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SIMO.txt
[2025-11-27T19:58:07.344300] [INFO ] [sig       ] [2960/3661] Completed SIMO in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:07.344348] [INFO ] [sig       ] [2961/3661] Forecasting SIRI...
[2025-11-27T19:58:07.344385] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-11-27T19:58:07.344421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-11-27T19:58:07.355235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-11-27T19:58:07.355539] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-11-27T19:58:07.356340] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-11-27T19:58:07.356412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:07.356468] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:07.356521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:07.356640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:07.412279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:07.412909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:07.413007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:07.413063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:07.532739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:07.532893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:07.532960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:07.533013] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:07.536365] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-11-27T19:58:07.536677] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-11-27T19:58:07.536826] [INFO ] [sig       ] SIRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:07.672239] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SIRI.txt
[2025-11-27T19:58:07.672396] [INFO ] [sig       ] [2961/3661] Completed SIRI in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:07.672462] [INFO ] [sig       ] [2962/3661] Forecasting SITC...
[2025-11-27T19:58:07.672534] [INFO ] [sig       ] Generating forecast for: SITC
[2025-11-27T19:58:07.672606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-11-27T19:58:07.686059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-11-27T19:58:07.686372] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-11-27T19:58:07.687193] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-11-27T19:58:07.687258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:07.687315] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:07.687373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:07.687468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:07.743726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:07.744370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:07.744468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:07.744530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:07.864080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:07.864234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:07.864313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:07.864370] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:07.867651] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-11-27T19:58:07.867957] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-11-27T19:58:07.868142] [INFO ] [sig       ] SITC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:08.005361] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SITC.txt
[2025-11-27T19:58:08.005512] [INFO ] [sig       ] [2962/3661] Completed SITC in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:08.005561] [INFO ] [sig       ] [2963/3661] Forecasting SITE...
[2025-11-27T19:58:08.005613] [INFO ] [sig       ] Generating forecast for: SITE
[2025-11-27T19:58:08.005666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-11-27T19:58:08.016534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-11-27T19:58:08.016873] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-11-27T19:58:08.017682] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-11-27T19:58:08.017743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:08.017801] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:08.017854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:08.017946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:08.073457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:08.074099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:08.074187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:08.074246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:08.187680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:08.187821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:08.187866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:08.187898] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:08.191096] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=35.86%)
[2025-11-27T19:58:08.191385] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-11-27T19:58:08.191537] [INFO ] [sig       ] SITE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:08.326112] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SITE.txt
[2025-11-27T19:58:08.326250] [INFO ] [sig       ] [2963/3661] Completed SITE in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:08.326304] [INFO ] [sig       ] [2964/3661] Forecasting SITM...
[2025-11-27T19:58:08.326389] [INFO ] [sig       ] Generating forecast for: SITM
[2025-11-27T19:58:08.326470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-11-27T19:58:08.336857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-11-27T19:58:08.337144] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-11-27T19:58:08.337952] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-11-27T19:58:08.338013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:08.338069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:08.338144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:08.338248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:08.392764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:08.393369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:08.393455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:08.393497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:08.515698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:08.515836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:08.515882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:08.515914] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:08.519085] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-11-27T19:58:08.519373] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-11-27T19:58:08.519503] [INFO ] [sig       ] SITM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:08.658655] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SITM.txt
[2025-11-27T19:58:08.658796] [INFO ] [sig       ] [2964/3661] Completed SITM in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:08.658844] [INFO ] [sig       ] [2965/3661] Forecasting SIXG...
[2025-11-27T19:58:08.658880] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-11-27T19:58:08.658932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-11-27T19:58:08.671939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-11-27T19:58:08.672302] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-11-27T19:58:08.673117] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-11-27T19:58:08.673182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:08.673221] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:08.673272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:08.673351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:08.730595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:08.731221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:08.731321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:08.731366] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:08.847602] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:08.847731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:08.847777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:08.847814] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:08.851099] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-11-27T19:58:08.851389] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-11-27T19:58:08.851520] [INFO ] [sig       ] SIXG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:08.990859] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SIXG.txt
[2025-11-27T19:58:08.991013] [INFO ] [sig       ] [2965/3661] Completed SIXG in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:08.991120] [INFO ] [sig       ] [2966/3661] Forecasting SJM...
[2025-11-27T19:58:08.991173] [INFO ] [sig       ] Generating forecast for: SJM
[2025-11-27T19:58:08.991221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-11-27T19:58:09.002256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-11-27T19:58:09.002650] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-11-27T19:58:09.003489] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-11-27T19:58:09.003587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:09.003643] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:09.003697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:09.003789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:09.059423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:09.060080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:09.060188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:09.060255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:09.176319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:09.176456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:09.176516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:09.176584] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:09.179835] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-11-27T19:58:09.180130] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-11-27T19:58:09.180274] [INFO ] [sig       ] SJM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:09.317052] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SJM.txt
[2025-11-27T19:58:09.317200] [INFO ] [sig       ] [2966/3661] Completed SJM in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:09.317262] [INFO ] [sig       ] [2967/3661] Forecasting SKE...
[2025-11-27T19:58:09.317338] [INFO ] [sig       ] Generating forecast for: SKE
[2025-11-27T19:58:09.317394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-11-27T19:58:09.328329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-11-27T19:58:09.328641] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-11-27T19:58:09.329435] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-11-27T19:58:09.329498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:09.329539] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:09.329593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:09.329664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:09.386219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:09.386860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:09.386947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:09.386990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:09.507137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:09.507276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:09.507322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:09.507358] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:09.510545] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-11-27T19:58:09.510848] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-11-27T19:58:09.510983] [INFO ] [sig       ] SKE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:09.647671] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SKE.txt
[2025-11-27T19:58:09.647817] [INFO ] [sig       ] [2967/3661] Completed SKE in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:09.647864] [INFO ] [sig       ] [2968/3661] Forecasting SKIL...
[2025-11-27T19:58:09.647901] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-11-27T19:58:09.647944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-11-27T19:58:09.659029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-11-27T19:58:09.659365] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-11-27T19:58:09.660209] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-11-27T19:58:09.660286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:09.660339] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:09.660390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:09.660483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:09.716369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:09.717021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:09.717117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:09.717171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:09.835462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:09.835626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:09.835687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:09.835740] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:09.838917] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=70.48%)
[2025-11-27T19:58:09.839212] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-11-27T19:58:09.839356] [INFO ] [sig       ] SKIL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:09.977680] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SKIL.txt
[2025-11-27T19:58:09.977825] [INFO ] [sig       ] [2968/3661] Completed SKIL in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:09.977894] [INFO ] [sig       ] [2969/3661] Forecasting SKIN...
[2025-11-27T19:58:09.977967] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-11-27T19:58:09.978019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-11-27T19:58:09.989008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-11-27T19:58:09.989303] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-11-27T19:58:09.990132] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-11-27T19:58:09.990196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:09.990231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:09.990273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:09.990339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:10.047228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:10.048035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:10.048144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:10.048190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:10.171226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:10.171374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:10.171421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:10.171456] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:10.174678] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=65.15%)
[2025-11-27T19:58:10.174964] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-11-27T19:58:10.175096] [INFO ] [sig       ] SKIN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:10.313396] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SKIN.txt
[2025-11-27T19:58:10.313536] [INFO ] [sig       ] [2969/3661] Completed SKIN in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.9m
[2025-11-27T19:58:10.313600] [INFO ] [sig       ] [2970/3661] Forecasting SKLZ...
[2025-11-27T19:58:10.313645] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-11-27T19:58:10.313691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-11-27T19:58:10.324430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-11-27T19:58:10.324780] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-11-27T19:58:10.325615] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-11-27T19:58:10.325681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:10.325737] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:10.325803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:10.325918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:10.382226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:10.382875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:10.382973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:10.383033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:10.502355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:10.502494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:10.502539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:10.502589] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:10.505734] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2025-11-27T19:58:10.506014] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-11-27T19:58:10.506143] [INFO ] [sig       ] SKLZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:10.643528] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SKLZ.txt
[2025-11-27T19:58:10.643689] [INFO ] [sig       ] [2970/3661] Completed SKLZ in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-11-27T19:58:10.643739] [INFO ] [sig       ] [2971/3661] Forecasting SKM...
[2025-11-27T19:58:10.643776] [INFO ] [sig       ] Generating forecast for: SKM
[2025-11-27T19:58:10.643812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-11-27T19:58:10.654247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-11-27T19:58:10.654531] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-11-27T19:58:10.655307] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-11-27T19:58:10.655369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:10.655409] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:10.655445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:10.655506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:10.710556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:10.711155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:10.711240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:10.711281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:10.829147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:10.829291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:10.829337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:10.829375] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:10.832528] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=62.56%)
[2025-11-27T19:58:10.832829] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-11-27T19:58:10.832961] [INFO ] [sig       ] SKM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:10.970946] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SKM.txt
[2025-11-27T19:58:10.971089] [INFO ] [sig       ] [2971/3661] Completed SKM in 0.3s | 3.00 sym/s | Total: 16.5m | ETA: 3.8m
[2025-11-27T19:58:10.971137] [INFO ] [sig       ] [2972/3661] Forecasting SKRE...
[2025-11-27T19:58:10.971173] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-11-27T19:58:10.971215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-11-27T19:58:10.982085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-11-27T19:58:10.982403] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-11-27T19:58:10.983178] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-11-27T19:58:10.983240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:10.983280] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:10.983316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:10.983386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:11.039899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:11.040553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:11.040659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:11.040702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:11.151120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:11.151251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:11.151296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:11.151331] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:11.154556] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-11-27T19:58:11.154852] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-11-27T19:58:11.154980] [INFO ] [sig       ] SKRE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:11.292233] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SKRE.txt
[2025-11-27T19:58:11.292380] [INFO ] [sig       ] [2972/3661] Completed SKRE in 0.3s | 3.00 sym/s | Total: 16.5m | ETA: 3.8m
[2025-11-27T19:58:11.292427] [INFO ] [sig       ] [2973/3661] Forecasting SKWD...
[2025-11-27T19:58:11.292464] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-11-27T19:58:11.292500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-11-27T19:58:11.303266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-11-27T19:58:11.303546] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-11-27T19:58:11.304365] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-11-27T19:58:11.304427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:11.304468] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:11.304505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:11.304568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:11.361006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:11.361654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:11.361741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:11.361778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:11.482147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:11.482320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:11.482399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:11.482451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:11.486701] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-11-27T19:58:11.487012] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-11-27T19:58:11.487157] [INFO ] [sig       ] SKWD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:11.624109] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SKWD.txt
[2025-11-27T19:58:11.624264] [INFO ] [sig       ] [2973/3661] Completed SKWD in 0.3s | 3.00 sym/s | Total: 16.5m | ETA: 3.8m
[2025-11-27T19:58:11.624314] [INFO ] [sig       ] [2974/3661] Forecasting SKY...
[2025-11-27T19:58:11.624354] [INFO ] [sig       ] Generating forecast for: SKY
[2025-11-27T19:58:11.624389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-11-27T19:58:11.635076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-11-27T19:58:11.635364] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-11-27T19:58:11.636146] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-11-27T19:58:11.636207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:11.636248] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:11.636284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:11.636350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:11.693245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:11.693892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:11.693978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:11.694014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:11.818393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:11.818563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:11.818624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:11.818660] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:11.822278] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-11-27T19:58:11.822564] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-11-27T19:58:11.822727] [INFO ] [sig       ] SKY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:11.960869] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SKY.txt
[2025-11-27T19:58:11.961012] [INFO ] [sig       ] [2974/3661] Completed SKY in 0.3s | 3.00 sym/s | Total: 16.5m | ETA: 3.8m
[2025-11-27T19:58:11.961059] [INFO ] [sig       ] [2975/3661] Forecasting SKYE...
[2025-11-27T19:58:11.961096] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-11-27T19:58:11.961139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-11-27T19:58:11.971627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-11-27T19:58:11.971898] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-11-27T19:58:11.972703] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-11-27T19:58:11.972762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:11.972799] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:11.972835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:11.972896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:12.030267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:12.030990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:12.031078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:12.031115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:12.149276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:12.149414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:12.149462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:12.149502] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:12.152787] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-11-27T19:58:12.153066] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-11-27T19:58:12.153211] [INFO ] [sig       ] SKYE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:12.290643] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SKYE.txt
[2025-11-27T19:58:12.290811] [INFO ] [sig       ] [2975/3661] Completed SKYE in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:12.290876] [INFO ] [sig       ] [2976/3661] Forecasting SKYH...
[2025-11-27T19:58:12.290913] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-11-27T19:58:12.290970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-11-27T19:58:12.301727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-11-27T19:58:12.302062] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-11-27T19:58:12.302850] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-11-27T19:58:12.302912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:12.302952] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:12.302986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:12.303050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:12.360434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:12.361189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:12.361289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:12.361345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:12.477823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:12.477970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:12.478030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:12.478084] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:12.481348] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=17.62%)
[2025-11-27T19:58:12.481670] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-11-27T19:58:12.481816] [INFO ] [sig       ] SKYH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:12.616583] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SKYH.txt
[2025-11-27T19:58:12.616736] [INFO ] [sig       ] [2976/3661] Completed SKYH in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:12.616815] [INFO ] [sig       ] [2977/3661] Forecasting SKYX...
[2025-11-27T19:58:12.616874] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-11-27T19:58:12.616922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-11-27T19:58:12.627666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-11-27T19:58:12.627958] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-11-27T19:58:12.628827] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-11-27T19:58:12.628891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:12.628947] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:12.628994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:12.629073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:12.684837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:12.685455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:12.685541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:12.685605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:12.799400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:12.799542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:12.799606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:12.799648] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:12.802811] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=38.19%)
[2025-11-27T19:58:12.803095] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-11-27T19:58:12.803226] [INFO ] [sig       ] SKYX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:12.938095] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SKYX.txt
[2025-11-27T19:58:12.938239] [INFO ] [sig       ] [2977/3661] Completed SKYX in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:12.938289] [INFO ] [sig       ] [2978/3661] Forecasting SKYY...
[2025-11-27T19:58:12.938326] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-11-27T19:58:12.938378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-11-27T19:58:12.949621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-11-27T19:58:12.949921] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-11-27T19:58:12.950771] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-11-27T19:58:12.950835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:12.950874] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:12.950911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:12.950991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:13.006292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:13.006999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:13.007090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:13.007127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:13.130743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:13.130907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:13.130955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:13.130992] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:13.134363] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-11-27T19:58:13.134679] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-11-27T19:58:13.134826] [INFO ] [sig       ] SKYY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:13.269477] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SKYY.txt
[2025-11-27T19:58:13.269656] [INFO ] [sig       ] [2978/3661] Completed SKYY in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:13.269738] [INFO ] [sig       ] [2979/3661] Forecasting SLAB...
[2025-11-27T19:58:13.269811] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-11-27T19:58:13.269852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-11-27T19:58:13.280683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-11-27T19:58:13.280992] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-11-27T19:58:13.281826] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-11-27T19:58:13.281888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:13.281928] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:13.281965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:13.282049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:13.337854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:13.338608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:13.338705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:13.338760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:13.453633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:13.453795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:13.453858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:13.453910] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:13.457190] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-11-27T19:58:13.457486] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-11-27T19:58:13.457645] [INFO ] [sig       ] SLAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:13.591506] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SLAB.txt
[2025-11-27T19:58:13.591668] [INFO ] [sig       ] [2979/3661] Completed SLAB in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:13.591732] [INFO ] [sig       ] [2980/3661] Forecasting SLB...
[2025-11-27T19:58:13.591784] [INFO ] [sig       ] Generating forecast for: SLB
[2025-11-27T19:58:13.591856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-11-27T19:58:13.602707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-11-27T19:58:13.603006] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-11-27T19:58:13.603829] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-11-27T19:58:13.603898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:13.603950] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:13.603997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:13.604090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:13.659998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:13.660659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:13.660755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:13.660810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:13.780998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:13.781181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:13.781242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:13.781293] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:13.784661] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-11-27T19:58:13.784968] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-11-27T19:58:13.785111] [INFO ] [sig       ] SLB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:13.920860] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLB.txt
[2025-11-27T19:58:13.921016] [INFO ] [sig       ] [2980/3661] Completed SLB in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:13.921093] [INFO ] [sig       ] [2981/3661] Forecasting SLDB...
[2025-11-27T19:58:13.921156] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-11-27T19:58:13.921219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-11-27T19:58:13.932109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-11-27T19:58:13.932413] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-11-27T19:58:13.933246] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-11-27T19:58:13.933316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:13.933368] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:13.933418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:13.933507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:13.990401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:13.991048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:13.991143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:13.991199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:14.107656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:14.107820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:14.107883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:14.107936] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:14.111271] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=17.36%)
[2025-11-27T19:58:14.111594] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-11-27T19:58:14.111737] [INFO ] [sig       ] SLDB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:14.247220] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLDB.txt
[2025-11-27T19:58:14.247370] [INFO ] [sig       ] [2981/3661] Completed SLDB in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:14.247421] [INFO ] [sig       ] [2982/3661] Forecasting SLDP...
[2025-11-27T19:58:14.247457] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-11-27T19:58:14.247513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-11-27T19:58:14.258377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-11-27T19:58:14.258694] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-11-27T19:58:14.259466] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-11-27T19:58:14.259538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:14.259613] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:14.259672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:14.259765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:14.317701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:14.318398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:14.318496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:14.318552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:14.430490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:14.430653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:14.430714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:14.430766] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:14.434036] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=43.02%)
[2025-11-27T19:58:14.434337] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-11-27T19:58:14.434534] [INFO ] [sig       ] SLDP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:14.569622] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLDP.txt
[2025-11-27T19:58:14.569768] [INFO ] [sig       ] [2982/3661] Completed SLDP in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:14.569814] [INFO ] [sig       ] [2983/3661] Forecasting SLF...
[2025-11-27T19:58:14.569852] [INFO ] [sig       ] Generating forecast for: SLF
[2025-11-27T19:58:14.569887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-11-27T19:58:14.580386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-11-27T19:58:14.580686] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-11-27T19:58:14.581441] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-11-27T19:58:14.581503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:14.581541] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:14.581593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:14.581657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:14.638541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:14.639225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:14.639311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:14.639354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:14.759369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:14.759516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:14.759563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:14.759617] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:14.762790] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-11-27T19:58:14.763065] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-11-27T19:58:14.763203] [INFO ] [sig       ] SLF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:14.897091] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLF.txt
[2025-11-27T19:58:14.897221] [INFO ] [sig       ] [2983/3661] Completed SLF in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:14.897269] [INFO ] [sig       ] [2984/3661] Forecasting SLG...
[2025-11-27T19:58:14.897305] [INFO ] [sig       ] Generating forecast for: SLG
[2025-11-27T19:58:14.897358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-11-27T19:58:14.910974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-11-27T19:58:14.911300] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-11-27T19:58:14.912112] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-11-27T19:58:14.912175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:14.912217] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:14.912254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:14.912330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:14.967982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:14.968639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:14.968726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:14.968769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:15.084595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:15.084739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:15.084786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:15.084838] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:15.088037] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-11-27T19:58:15.088331] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-11-27T19:58:15.088472] [INFO ] [sig       ] SLG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:15.222836] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SLG.txt
[2025-11-27T19:58:15.222964] [INFO ] [sig       ] [2984/3661] Completed SLG in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:15.223012] [INFO ] [sig       ] [2985/3661] Forecasting SLGN...
[2025-11-27T19:58:15.223048] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-11-27T19:58:15.223093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-11-27T19:58:15.233647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-11-27T19:58:15.233927] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-11-27T19:58:15.234706] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-11-27T19:58:15.234767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:15.234808] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:15.234846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:15.234910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:15.289815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:15.290410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:15.290497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:15.290539] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:15.404288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:15.404430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:15.404477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:15.404511] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:15.407656] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-11-27T19:58:15.407925] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-11-27T19:58:15.408056] [INFO ] [sig       ] SLGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:15.546506] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SLGN.txt
[2025-11-27T19:58:15.546654] [INFO ] [sig       ] [2985/3661] Completed SLGN in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:15.546714] [INFO ] [sig       ] [2986/3661] Forecasting SLM...
[2025-11-27T19:58:15.546748] [INFO ] [sig       ] Generating forecast for: SLM
[2025-11-27T19:58:15.546797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-11-27T19:58:15.557565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-11-27T19:58:15.557864] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-11-27T19:58:15.558677] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-11-27T19:58:15.558737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:15.558777] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:15.558810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:15.558873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:15.614835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:15.615666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:15.615774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:15.615817] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:15.735756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:15.735930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:15.735978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:15.736010] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:15.739257] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-11-27T19:58:15.739548] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-11-27T19:58:15.739713] [INFO ] [sig       ] SLM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:15.874901] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SLM.txt
[2025-11-27T19:58:15.875101] [INFO ] [sig       ] [2986/3661] Completed SLM in 0.3s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:15.875151] [INFO ] [sig       ] [2987/3661] Forecasting SLN...
[2025-11-27T19:58:15.875219] [INFO ] [sig       ] Generating forecast for: SLN
[2025-11-27T19:58:15.875270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-11-27T19:58:15.886054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-11-27T19:58:15.886445] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-11-27T19:58:15.887269] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-11-27T19:58:15.887332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:15.887382] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:15.887433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:15.887517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:15.949801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:15.950958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:15.951078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:15.951143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:16.111424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:16.111730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:16.111828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:16.111896] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:16.117043] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-11-27T19:58:16.117518] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-11-27T19:58:16.117747] [INFO ] [sig       ] SLN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:16.267927] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLN.txt
[2025-11-27T19:58:16.268175] [INFO ] [sig       ] [2987/3661] Completed SLN in 0.4s | 3.00 sym/s | Total: 16.6m | ETA: 3.8m
[2025-11-27T19:58:16.268280] [INFO ] [sig       ] [2988/3661] Forecasting SLNO...
[2025-11-27T19:58:16.268337] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-11-27T19:58:16.268384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-11-27T19:58:16.283899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-11-27T19:58:16.284380] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-11-27T19:58:16.285559] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-11-27T19:58:16.285665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:16.285732] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:16.285806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:16.285914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:16.371331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:16.372514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:16.372663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:16.372730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:16.515642] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:16.515858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:16.515936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:16.516000] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:16.519823] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=56.98%)
[2025-11-27T19:58:16.520163] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-11-27T19:58:16.520323] [INFO ] [sig       ] SLNO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:16.692221] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SLNO.txt
[2025-11-27T19:58:16.692399] [INFO ] [sig       ] [2988/3661] Completed SLNO in 0.4s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-11-27T19:58:16.692457] [INFO ] [sig       ] [2989/3661] Forecasting SLP...
[2025-11-27T19:58:16.692501] [INFO ] [sig       ] Generating forecast for: SLP
[2025-11-27T19:58:16.692564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-11-27T19:58:16.705047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-11-27T19:58:16.705479] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-11-27T19:58:16.706307] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-11-27T19:58:16.706372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:16.706416] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:16.706454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:16.706523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:16.767884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:16.768854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:16.768955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:16.769003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:16.896019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:16.896189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:16.896241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:16.896283] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:16.899791] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-11-27T19:58:16.900093] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-11-27T19:58:16.900238] [INFO ] [sig       ] SLP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:17.039943] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLP.txt
[2025-11-27T19:58:17.040162] [INFO ] [sig       ] [2989/3661] Completed SLP in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-11-27T19:58:17.040275] [INFO ] [sig       ] [2990/3661] Forecasting SLQD...
[2025-11-27T19:58:17.040347] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-11-27T19:58:17.040421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-11-27T19:58:17.053726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-11-27T19:58:17.054258] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-11-27T19:58:17.055209] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-11-27T19:58:17.055279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:17.055333] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:17.055382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:17.055468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:17.113523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:17.114561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:17.114699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:17.114754] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:17.241296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:17.241483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:17.241555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:17.241613] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:17.245106] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-11-27T19:58:17.245403] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-11-27T19:58:17.245559] [INFO ] [sig       ] SLQD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:17.397278] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SLQD.txt
[2025-11-27T19:58:17.397448] [INFO ] [sig       ] [2990/3661] Completed SLQD in 0.4s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-11-27T19:58:17.397497] [INFO ] [sig       ] [2991/3661] Forecasting SLRC...
[2025-11-27T19:58:17.397531] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-11-27T19:58:17.397601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-11-27T19:58:17.409349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-11-27T19:58:17.409726] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-11-27T19:58:17.410530] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-11-27T19:58:17.410614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:17.410658] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:17.410697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:17.410771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:17.468488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:17.469359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:17.469467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:17.469523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:17.585803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:17.585980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:17.586029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:17.586066] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:17.589359] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-11-27T19:58:17.589658] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-11-27T19:58:17.589789] [INFO ] [sig       ] SLRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:17.728653] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLRC.txt
[2025-11-27T19:58:17.728839] [INFO ] [sig       ] [2991/3661] Completed SLRC in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-11-27T19:58:17.728897] [INFO ] [sig       ] [2992/3661] Forecasting SLS...
[2025-11-27T19:58:17.728936] [INFO ] [sig       ] Generating forecast for: SLS
[2025-11-27T19:58:17.729002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-11-27T19:58:17.741705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-11-27T19:58:17.742115] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-11-27T19:58:17.743032] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-11-27T19:58:17.743101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:17.743146] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:17.743191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:17.743258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:17.802786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:17.803731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:17.803839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:17.803884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:17.926669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:17.926840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:17.926897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:17.926940] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:17.930365] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-11-27T19:58:17.930718] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-11-27T19:58:17.930870] [INFO ] [sig       ] SLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:18.085378] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLS.txt
[2025-11-27T19:58:18.085610] [INFO ] [sig       ] [2992/3661] Completed SLS in 0.4s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:18.085674] [INFO ] [sig       ] [2993/3661] Forecasting SLVM...
[2025-11-27T19:58:18.085738] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-11-27T19:58:18.085779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-11-27T19:58:18.098515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-11-27T19:58:18.098973] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-11-27T19:58:18.099820] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-11-27T19:58:18.099885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:18.099928] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:18.099965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:18.100032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:18.158439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:18.159330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:18.159427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:18.159473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:18.283981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:18.284162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:18.284215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:18.284255] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:18.287728] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=41.17%)
[2025-11-27T19:58:18.288031] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-11-27T19:58:18.288193] [INFO ] [sig       ] SLVM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:18.427063] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SLVM.txt
[2025-11-27T19:58:18.427232] [INFO ] [sig       ] [2993/3661] Completed SLVM in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:18.427282] [INFO ] [sig       ] [2994/3661] Forecasting SLVO...
[2025-11-27T19:58:18.427320] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-11-27T19:58:18.427358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-11-27T19:58:18.439736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-11-27T19:58:18.440137] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-11-27T19:58:18.441126] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-11-27T19:58:18.441192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:18.441234] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:18.441269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:18.441334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:18.502999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:18.504025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:18.504129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:18.504174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:18.630015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:18.630216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:18.630274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:18.630313] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:18.633798] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-11-27T19:58:18.634083] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-11-27T19:58:18.634220] [INFO ] [sig       ] SLVO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:18.772393] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SLVO.txt
[2025-11-27T19:58:18.772556] [INFO ] [sig       ] [2994/3661] Completed SLVO in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:18.772646] [INFO ] [sig       ] [2995/3661] Forecasting SLXN...
[2025-11-27T19:58:18.772686] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-11-27T19:58:18.772726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-11-27T19:58:18.783807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-11-27T19:58:18.784180] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-11-27T19:58:18.784985] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-11-27T19:58:18.785047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:18.785088] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:18.785121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:18.785188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:18.839538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:18.840362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:18.840472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:18.840527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:18.964372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:18.964593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:18.964673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:18.964745] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:18.968086] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-11-27T19:58:18.968402] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-11-27T19:58:18.968557] [INFO ] [sig       ] SLXN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:19.105307] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SLXN.txt
[2025-11-27T19:58:19.105496] [INFO ] [sig       ] [2995/3661] Completed SLXN in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:19.105565] [INFO ] [sig       ] [2996/3661] Forecasting SM...
[2025-11-27T19:58:19.105636] [INFO ] [sig       ] Generating forecast for: SM
[2025-11-27T19:58:19.105709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-11-27T19:58:19.116904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-11-27T19:58:19.117265] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-11-27T19:58:19.118134] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-11-27T19:58:19.118204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:19.118257] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:19.118306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:19.118392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:19.177204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:19.178077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:19.178192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:19.178236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:19.307739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:19.307922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:19.307986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:19.308045] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:19.312631] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-11-27T19:58:19.313024] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-11-27T19:58:19.313212] [INFO ] [sig       ] SM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:19.456045] [INFO ] [LOCAL     ] Saved forecast: SM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SM.txt
[2025-11-27T19:58:19.456213] [INFO ] [sig       ] [2996/3661] Completed SM in 0.4s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:19.456262] [INFO ] [sig       ] [2997/3661] Forecasting SMBC...
[2025-11-27T19:58:19.456302] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-11-27T19:58:19.456366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-11-27T19:58:19.467957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-11-27T19:58:19.468380] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-11-27T19:58:19.469229] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-11-27T19:58:19.469296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:19.469341] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:19.469379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:19.469443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:19.527128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:19.527990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:19.528086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:19.528149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:19.645469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:19.645658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:19.645711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:19.645749] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:19.649207] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-27T19:58:19.649499] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-11-27T19:58:19.649653] [INFO ] [sig       ] SMBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:19.788696] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMBC.txt
[2025-11-27T19:58:19.788879] [INFO ] [sig       ] [2997/3661] Completed SMBC in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:19.788930] [INFO ] [sig       ] [2998/3661] Forecasting SMBK...
[2025-11-27T19:58:19.789000] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-11-27T19:58:19.789039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-11-27T19:58:19.800175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-11-27T19:58:19.800560] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-11-27T19:58:19.801366] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-11-27T19:58:19.801434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:19.801478] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:19.801517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:19.801602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:19.858042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:19.858906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:19.858995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:19.859038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:19.981069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:19.981249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:19.981301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:19.981339] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:19.984656] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=19.57%)
[2025-11-27T19:58:19.984957] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-11-27T19:58:19.985097] [INFO ] [sig       ] SMBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:20.151385] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMBK.txt
[2025-11-27T19:58:20.151561] [INFO ] [sig       ] [2998/3661] Completed SMBK in 0.4s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:20.151631] [INFO ] [sig       ] [2999/3661] Forecasting SMCI...
[2025-11-27T19:58:20.151693] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-11-27T19:58:20.151732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-11-27T19:58:20.165505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-11-27T19:58:20.166088] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-11-27T19:58:20.167158] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-11-27T19:58:20.167225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:20.167270] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:20.167308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:20.167389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:20.235233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:20.236284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:20.236412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:20.236479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:20.363799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:20.363976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:20.364033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:20.364074] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:20.367694] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-11-27T19:58:20.368030] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-11-27T19:58:20.368223] [INFO ] [sig       ] SMCI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:20.510857] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMCI.txt
[2025-11-27T19:58:20.511050] [INFO ] [sig       ] [2999/3661] Completed SMCI in 0.4s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:20.511104] [INFO ] [sig       ] [3000/3661] Forecasting SMCX...
[2025-11-27T19:58:20.511145] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-11-27T19:58:20.511209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-11-27T19:58:20.523659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-11-27T19:58:20.524087] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-11-27T19:58:20.524967] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-11-27T19:58:20.525031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:20.525072] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:20.525117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:20.525198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:20.582330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:20.583034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:20.583124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:20.583168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:20.708950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:20.709109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:20.709158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:20.709194] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:20.712639] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-11-27T19:58:20.712931] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-11-27T19:58:20.713078] [INFO ] [sig       ] SMCX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:20.856750] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMCX.txt
[2025-11-27T19:58:20.856953] [INFO ] [sig       ] [3000/3661] Completed SMCX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:20.857029] [INFO ] [sig       ] [3001/3661] Forecasting SMFG...
[2025-11-27T19:58:20.857073] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-11-27T19:58:20.857107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-11-27T19:58:20.868401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-11-27T19:58:20.868675] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-11-27T19:58:20.869452] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-11-27T19:58:20.869532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:20.869602] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:20.869647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:20.869713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:20.924792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:20.925422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:20.925512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:20.925557] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:21.052954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:21.053146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:21.053199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:21.053236] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:21.056626] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-11-27T19:58:21.056905] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-11-27T19:58:21.057043] [INFO ] [sig       ] SMFG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:21.197813] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMFG.txt
[2025-11-27T19:58:21.197980] [INFO ] [sig       ] [3001/3661] Completed SMFG in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:21.198030] [INFO ] [sig       ] [3002/3661] Forecasting SMH...
[2025-11-27T19:58:21.198069] [INFO ] [sig       ] Generating forecast for: SMH
[2025-11-27T19:58:21.198144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-11-27T19:58:21.209186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-11-27T19:58:21.209455] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-11-27T19:58:21.210258] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-11-27T19:58:21.210322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:21.210363] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:21.210398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:21.210506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:21.266944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:21.267854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:21.267950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:21.268004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:21.392172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:21.392341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:21.392391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:21.392431] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:21.395846] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=85.06%)
[2025-11-27T19:58:21.396139] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-11-27T19:58:21.396278] [INFO ] [sig       ] SMH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:21.537251] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SMH.txt
[2025-11-27T19:58:21.537443] [INFO ] [sig       ] [3002/3661] Completed SMH in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:21.537514] [INFO ] [sig       ] [3003/3661] Forecasting SMHI...
[2025-11-27T19:58:21.537559] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-11-27T19:58:21.537641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-11-27T19:58:21.549249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-11-27T19:58:21.549662] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-11-27T19:58:21.550505] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-11-27T19:58:21.550597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:21.550642] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:21.550689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:21.550771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:21.607605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:21.608632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:21.608734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:21.608782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:21.722535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:21.722700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:21.722749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:21.722787] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:21.726113] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-11-27T19:58:21.726405] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-11-27T19:58:21.726544] [INFO ] [sig       ] SMHI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:21.866463] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMHI.txt
[2025-11-27T19:58:21.866634] [INFO ] [sig       ] [3003/3661] Completed SMHI in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:21.866686] [INFO ] [sig       ] [3004/3661] Forecasting SMHX...
[2025-11-27T19:58:21.866744] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-11-27T19:58:21.866790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-11-27T19:58:21.878429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-11-27T19:58:21.878739] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-11-27T19:58:21.879512] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-11-27T19:58:21.879595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:21.879635] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:21.879682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:21.879802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:21.934195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:21.934804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:21.934892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:21.934936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:22.053298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:22.053451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:22.053498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:22.053537] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:22.056719] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-11-27T19:58:22.056999] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-11-27T19:58:22.057133] [INFO ] [sig       ] SMHX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:22.192106] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SMHX.txt
[2025-11-27T19:58:22.192268] [INFO ] [sig       ] [3004/3661] Completed SMHX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:22.192321] [INFO ] [sig       ] [3005/3661] Forecasting SMID...
[2025-11-27T19:58:22.192369] [INFO ] [sig       ] Generating forecast for: SMID
[2025-11-27T19:58:22.192484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-11-27T19:58:22.203433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-11-27T19:58:22.203786] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-11-27T19:58:22.204535] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-11-27T19:58:22.204619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:22.204662] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:22.204700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:22.204763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:22.260235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:22.260875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:22.260964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:22.261007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:22.365777] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:22.365944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:22.365991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:22.366029] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:22.369330] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-11-27T19:58:22.369630] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-11-27T19:58:22.369764] [INFO ] [sig       ] SMID: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:22.517897] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMID.txt
[2025-11-27T19:58:22.518045] [INFO ] [sig       ] [3005/3661] Completed SMID in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.7m
[2025-11-27T19:58:22.518094] [INFO ] [sig       ] [3006/3661] Forecasting SMPL...
[2025-11-27T19:58:22.518191] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-11-27T19:58:22.518296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-11-27T19:58:22.528975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-11-27T19:58:22.529254] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-11-27T19:58:22.530076] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-11-27T19:58:22.530138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:22.530179] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:22.530211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:22.530334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:22.585115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:22.585724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:22.585811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:22.585859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:22.702908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:22.703052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:22.703099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:22.703135] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:22.706298] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-11-27T19:58:22.706633] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-11-27T19:58:22.706782] [INFO ] [sig       ] SMPL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:22.853208] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMPL.txt
[2025-11-27T19:58:22.853350] [INFO ] [sig       ] [3006/3661] Completed SMPL in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-11-27T19:58:22.853398] [INFO ] [sig       ] [3007/3661] Forecasting SMTC...
[2025-11-27T19:58:22.853448] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-11-27T19:58:22.853486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-11-27T19:58:22.865332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-11-27T19:58:22.865693] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-11-27T19:58:22.866478] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-11-27T19:58:22.866541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:22.866599] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:22.866639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:22.866703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:22.921878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:22.922548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:22.922675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:22.922727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:23.037880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:23.038055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:23.038102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:23.038158] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:23.041439] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-11-27T19:58:23.041739] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-11-27T19:58:23.041872] [INFO ] [sig       ] SMTC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:23.179112] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMTC.txt
[2025-11-27T19:58:23.179280] [INFO ] [sig       ] [3007/3661] Completed SMTC in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-11-27T19:58:23.179329] [INFO ] [sig       ] [3008/3661] Forecasting SMTI...
[2025-11-27T19:58:23.179384] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-11-27T19:58:23.179427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-11-27T19:58:23.189866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-11-27T19:58:23.190184] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-11-27T19:58:23.190985] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-11-27T19:58:23.191048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:23.191089] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:23.191126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:23.191197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:23.248204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:23.248931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:23.249041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:23.249094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:23.368053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:23.368262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:23.368315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:23.368354] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:23.371772] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=42.62%)
[2025-11-27T19:58:23.372090] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-11-27T19:58:23.372248] [INFO ] [sig       ] SMTI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:23.512412] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMTI.txt
[2025-11-27T19:58:23.512596] [INFO ] [sig       ] [3008/3661] Completed SMTI in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-11-27T19:58:23.512656] [INFO ] [sig       ] [3009/3661] Forecasting SMWB...
[2025-11-27T19:58:23.512711] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-11-27T19:58:23.512756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-11-27T19:58:23.527000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-11-27T19:58:23.527318] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-11-27T19:58:23.528165] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-11-27T19:58:23.528234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:23.528276] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:23.528313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:23.528379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:23.585007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:23.585747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:23.585838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:23.585881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:23.708281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:23.708459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:23.708510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:23.708549] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:23.711913] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=37.17%)
[2025-11-27T19:58:23.712190] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-11-27T19:58:23.712325] [INFO ] [sig       ] SMWB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:23.853207] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SMWB.txt
[2025-11-27T19:58:23.853352] [INFO ] [sig       ] [3009/3661] Completed SMWB in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-11-27T19:58:23.853401] [INFO ] [sig       ] [3010/3661] Forecasting SMX...
[2025-11-27T19:58:23.853437] [INFO ] [sig       ] Generating forecast for: SMX
[2025-11-27T19:58:23.853468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-11-27T19:58:23.864833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-11-27T19:58:23.865147] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-11-27T19:58:23.865925] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-11-27T19:58:23.865988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:23.866028] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:23.866063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:23.866127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:23.922086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:23.922755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:23.922841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:23.922884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:24.019818] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:24.019990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:24.020038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:24.020076] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:24.023343] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=74.08%)
[2025-11-27T19:58:24.023631] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-11-27T19:58:24.023760] [INFO ] [sig       ] SMX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:24.161204] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SMX.txt
[2025-11-27T19:58:24.161347] [INFO ] [sig       ] [3010/3661] Completed SMX in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:24.161400] [INFO ] [sig       ] [3011/3661] Forecasting SN...
[2025-11-27T19:58:24.161458] [INFO ] [sig       ] Generating forecast for: SN
[2025-11-27T19:58:24.161502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-11-27T19:58:24.173312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-11-27T19:58:24.173636] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-11-27T19:58:24.174384] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-11-27T19:58:24.174446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:24.174487] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:24.174523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:24.174604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:24.230206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:24.230819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:24.230903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:24.230945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:24.355869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:24.356039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:24.356088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:24.356126] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:24.359369] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-11-27T19:58:24.359689] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-11-27T19:58:24.359827] [INFO ] [sig       ] SN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:24.543560] [INFO ] [LOCAL     ] Saved forecast: SN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SN.txt
[2025-11-27T19:58:24.543737] [INFO ] [sig       ] [3011/3661] Completed SN in 0.4s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:24.543794] [INFO ] [sig       ] [3012/3661] Forecasting SNA...
[2025-11-27T19:58:24.543849] [INFO ] [sig       ] Generating forecast for: SNA
[2025-11-27T19:58:24.543900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-11-27T19:58:24.555604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-11-27T19:58:24.555949] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-11-27T19:58:24.556808] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-11-27T19:58:24.556872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:24.556928] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:24.556976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:24.557093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:24.614001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:24.614709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:24.614797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:24.614840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:24.733880] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:24.734049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:24.734099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:24.734138] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:24.737611] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=28.85%)
[2025-11-27T19:58:24.737897] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-11-27T19:58:24.738044] [INFO ] [sig       ] SNA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:24.876504] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNA.txt
[2025-11-27T19:58:24.876692] [INFO ] [sig       ] [3012/3661] Completed SNA in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:24.876753] [INFO ] [sig       ] [3013/3661] Forecasting SNAP...
[2025-11-27T19:58:24.876801] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-11-27T19:58:24.876905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-11-27T19:58:24.888439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-11-27T19:58:24.888791] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-11-27T19:58:24.889659] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-11-27T19:58:24.889740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:24.889790] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:24.889834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:24.889932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:24.946277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:24.947015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:24.947104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:24.947144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:25.066436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:25.066613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:25.066662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:25.066704] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:25.070040] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-11-27T19:58:25.070329] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-11-27T19:58:25.070476] [INFO ] [sig       ] SNAP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:25.209800] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SNAP.txt
[2025-11-27T19:58:25.209968] [INFO ] [sig       ] [3013/3661] Completed SNAP in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:25.210023] [INFO ] [sig       ] [3014/3661] Forecasting SNCY...
[2025-11-27T19:58:25.210078] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-11-27T19:58:25.210110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-11-27T19:58:25.221215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-11-27T19:58:25.221544] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-11-27T19:58:25.222329] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-11-27T19:58:25.222392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:25.222433] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:25.222468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:25.222566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:25.276955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:25.277677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:25.277786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:25.277830] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:25.398318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:25.398488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:25.398538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:25.398596] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:25.402008] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-11-27T19:58:25.402306] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-11-27T19:58:25.402454] [INFO ] [sig       ] SNCY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:25.540984] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNCY.txt
[2025-11-27T19:58:25.541187] [INFO ] [sig       ] [3014/3661] Completed SNCY in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:25.541243] [INFO ] [sig       ] [3015/3661] Forecasting SND...
[2025-11-27T19:58:25.541357] [INFO ] [sig       ] Generating forecast for: SND
[2025-11-27T19:58:25.541405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-11-27T19:58:25.553001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-11-27T19:58:25.553308] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-11-27T19:58:25.554139] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-11-27T19:58:25.554207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:25.554248] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:25.554285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:25.554393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:25.611532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:25.612265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:25.612358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:25.612403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:25.729514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:25.729699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:25.729751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:25.729791] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:25.733201] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-11-27T19:58:25.733492] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-11-27T19:58:25.733678] [INFO ] [sig       ] SND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:25.880619] [INFO ] [LOCAL     ] Saved forecast: SND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SND.txt
[2025-11-27T19:58:25.880766] [INFO ] [sig       ] [3015/3661] Completed SND in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:25.880824] [INFO ] [sig       ] [3016/3661] Forecasting SNDL...
[2025-11-27T19:58:25.880877] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-11-27T19:58:25.880997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-11-27T19:58:25.891933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-11-27T19:58:25.892224] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-11-27T19:58:25.893053] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-11-27T19:58:25.893115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:25.893156] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:25.893193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:25.893274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:25.949356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:25.950018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:25.950122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:25.950168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:26.068271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:26.068438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:26.068490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:26.068529] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:26.071963] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-11-27T19:58:26.072254] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-11-27T19:58:26.072402] [INFO ] [sig       ] SNDL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:26.221477] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNDL.txt
[2025-11-27T19:58:26.221676] [INFO ] [sig       ] [3016/3661] Completed SNDL in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:26.221728] [INFO ] [sig       ] [3017/3661] Forecasting SNDX...
[2025-11-27T19:58:26.221766] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-11-27T19:58:26.221826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-11-27T19:58:26.233008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-11-27T19:58:26.233346] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-11-27T19:58:26.234160] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-11-27T19:58:26.234224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:26.234278] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:26.234317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:26.234425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:26.291475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:26.292155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:26.292248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:26.292303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:26.420080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:26.420275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:26.420328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:26.420384] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:26.424352] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-11-27T19:58:26.424767] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-11-27T19:58:26.424962] [INFO ] [sig       ] SNDX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:26.572610] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SNDX.txt
[2025-11-27T19:58:26.572766] [INFO ] [sig       ] [3017/3661] Completed SNDX in 0.4s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:26.572816] [INFO ] [sig       ] [3018/3661] Forecasting SNES...
[2025-11-27T19:58:26.572853] [INFO ] [sig       ] Generating forecast for: SNES
[2025-11-27T19:58:26.572898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-11-27T19:58:26.583716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-11-27T19:58:26.584052] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-11-27T19:58:26.584900] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-11-27T19:58:26.584963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:26.585006] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:26.585044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:26.585118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:26.641469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:26.642113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:26.642203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:26.642246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:26.757821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:26.757988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:26.758037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:26.758075] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:26.761329] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=86.39%)
[2025-11-27T19:58:26.761617] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-11-27T19:58:26.761745] [INFO ] [sig       ] SNES: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:26.906048] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SNES.txt
[2025-11-27T19:58:26.906209] [INFO ] [sig       ] [3018/3661] Completed SNES in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:26.906254] [INFO ] [sig       ] [3019/3661] Forecasting SNEX...
[2025-11-27T19:58:26.906293] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-11-27T19:58:26.906328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-11-27T19:58:26.917859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-11-27T19:58:26.918284] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-11-27T19:58:26.919189] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-11-27T19:58:26.919256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:26.919300] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:26.919339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:26.919405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:26.977204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:26.978210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:26.978313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:26.978354] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:27.096173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:27.096345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:27.096412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:27.096451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:27.099703] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-11-27T19:58:27.099974] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-11-27T19:58:27.100101] [INFO ] [sig       ] SNEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:27.238689] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNEX.txt
[2025-11-27T19:58:27.238873] [INFO ] [sig       ] [3019/3661] Completed SNEX in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:27.238920] [INFO ] [sig       ] [3020/3661] Forecasting SNFCA...
[2025-11-27T19:58:27.238977] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-11-27T19:58:27.239020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-11-27T19:58:27.250793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-11-27T19:58:27.251164] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-11-27T19:58:27.251962] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-11-27T19:58:27.252024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:27.252065] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:27.252101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:27.252165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:27.310654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:27.311512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:27.311624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:27.311670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:27.439630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:27.439818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:27.439870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:27.439910] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:27.443369] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-11-27T19:58:27.443709] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-11-27T19:58:27.443864] [INFO ] [sig       ] SNFCA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:27.588350] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNFCA.txt
[2025-11-27T19:58:27.588515] [INFO ] [sig       ] [3020/3661] Completed SNFCA in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:27.588586] [INFO ] [sig       ] [3021/3661] Forecasting SNGX...
[2025-11-27T19:58:27.588628] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-11-27T19:58:27.588670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-11-27T19:58:27.600010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-11-27T19:58:27.600353] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-11-27T19:58:27.601145] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-11-27T19:58:27.601207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:27.601247] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:27.601281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:27.601345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:27.659286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:27.660014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:27.660103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:27.660147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:27.783955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:27.784146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:27.784197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:27.784232] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:27.787536] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-11-27T19:58:27.787832] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-11-27T19:58:27.787970] [INFO ] [sig       ] SNGX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:27.927262] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNGX.txt
[2025-11-27T19:58:27.927415] [INFO ] [sig       ] [3021/3661] Completed SNGX in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:27.927461] [INFO ] [sig       ] [3022/3661] Forecasting SNN...
[2025-11-27T19:58:27.927500] [INFO ] [sig       ] Generating forecast for: SNN
[2025-11-27T19:58:27.927538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-11-27T19:58:27.938347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-11-27T19:58:27.938649] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-11-27T19:58:27.939406] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-11-27T19:58:27.939468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:27.939507] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:27.939542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:27.939628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:27.994228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:27.994892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:27.994979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:27.995021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:28.113245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:28.113409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:28.113458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:28.113497] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:28.116805] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=67.54%)
[2025-11-27T19:58:28.117089] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-11-27T19:58:28.117223] [INFO ] [sig       ] SNN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:28.259874] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SNN.txt
[2025-11-27T19:58:28.260048] [INFO ] [sig       ] [3022/3661] Completed SNN in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:28.260100] [INFO ] [sig       ] [3023/3661] Forecasting SNOA...
[2025-11-27T19:58:28.260158] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-11-27T19:58:28.260197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-11-27T19:58:28.272023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-11-27T19:58:28.272412] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-11-27T19:58:28.273227] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-11-27T19:58:28.273290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:28.273343] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:28.273380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:28.273444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:28.327870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:28.328520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:28.328624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:28.328674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:28.445997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:28.446160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:28.446209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:28.446245] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:28.449525] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-11-27T19:58:28.449839] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-11-27T19:58:28.449979] [INFO ] [sig       ] SNOA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:28.586546] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNOA.txt
[2025-11-27T19:58:28.586741] [INFO ] [sig       ] [3023/3661] Completed SNOA in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.6m
[2025-11-27T19:58:28.586805] [INFO ] [sig       ] [3024/3661] Forecasting SNPS...
[2025-11-27T19:58:28.586854] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-11-27T19:58:28.586932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-11-27T19:58:28.598148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-11-27T19:58:28.598445] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-11-27T19:58:28.599283] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-11-27T19:58:28.599345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:28.599386] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:28.599422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:28.599485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:28.655483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:28.656232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:28.656326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:28.656369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:28.781414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:28.781622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:28.781677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:28.781722] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:28.785246] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-11-27T19:58:28.785529] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-11-27T19:58:28.785689] [INFO ] [sig       ] SNPS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:28.925164] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SNPS.txt
[2025-11-27T19:58:28.925316] [INFO ] [sig       ] [3024/3661] Completed SNPS in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-11-27T19:58:28.925365] [INFO ] [sig       ] [3025/3661] Forecasting SNTI...
[2025-11-27T19:58:28.925397] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-11-27T19:58:28.925447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-11-27T19:58:28.936973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-11-27T19:58:28.937332] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-11-27T19:58:28.938152] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-11-27T19:58:28.938217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:28.938251] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:28.938287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:28.938349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:28.992931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:28.993566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:28.993672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:28.993713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:29.117138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:29.117323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:29.117383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:29.117424] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:29.123948] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-11-27T19:58:29.124282] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-11-27T19:58:29.124437] [INFO ] [sig       ] SNTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:29.265292] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SNTI.txt
[2025-11-27T19:58:29.265441] [INFO ] [sig       ] [3025/3661] Completed SNTI in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-11-27T19:58:29.265509] [INFO ] [sig       ] [3026/3661] Forecasting SNX...
[2025-11-27T19:58:29.265546] [INFO ] [sig       ] Generating forecast for: SNX
[2025-11-27T19:58:29.265607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-11-27T19:58:29.277691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-11-27T19:58:29.278050] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-11-27T19:58:29.278867] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-11-27T19:58:29.278930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:29.278969] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:29.279017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:29.279083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:29.336652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:29.337505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:29.337614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:29.337659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:29.458237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:29.458429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:29.458481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:29.458520] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:29.462031] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-11-27T19:58:29.462323] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-11-27T19:58:29.462462] [INFO ] [sig       ] SNX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:29.602874] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNX.txt
[2025-11-27T19:58:29.603039] [INFO ] [sig       ] [3026/3661] Completed SNX in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-11-27T19:58:29.603087] [INFO ] [sig       ] [3027/3661] Forecasting SNY...
[2025-11-27T19:58:29.603134] [INFO ] [sig       ] Generating forecast for: SNY
[2025-11-27T19:58:29.603173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-11-27T19:58:29.615235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-11-27T19:58:29.615625] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-11-27T19:58:29.616450] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-11-27T19:58:29.616515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:29.616556] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:29.616644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:29.616724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:29.674411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:29.675241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:29.675335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:29.675373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:29.798435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:29.798625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:29.798676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:29.798710] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:29.802238] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-11-27T19:58:29.802524] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-11-27T19:58:29.802679] [INFO ] [sig       ] SNY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:29.944051] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SNY.txt
[2025-11-27T19:58:29.944203] [INFO ] [sig       ] [3027/3661] Completed SNY in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-11-27T19:58:29.944252] [INFO ] [sig       ] [3028/3661] Forecasting SO...
[2025-11-27T19:58:29.944290] [INFO ] [sig       ] Generating forecast for: SO
[2025-11-27T19:58:29.944329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-11-27T19:58:29.955665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-11-27T19:58:29.955983] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-11-27T19:58:29.956768] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-11-27T19:58:29.956830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:29.956870] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:29.956907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:29.956988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:30.016181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:30.017085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:30.017178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:30.017222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:30.146394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:30.146560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:30.146623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:30.146660] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:30.149915] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-11-27T19:58:30.150182] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-11-27T19:58:30.150309] [INFO ] [sig       ] SO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:30.288606] [INFO ] [LOCAL     ] Saved forecast: SO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SO.txt
[2025-11-27T19:58:30.288758] [INFO ] [sig       ] [3028/3661] Completed SO in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:30.288807] [INFO ] [sig       ] [3029/3661] Forecasting SOCL...
[2025-11-27T19:58:30.288847] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-11-27T19:58:30.288905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-11-27T19:58:30.300058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-11-27T19:58:30.300352] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-11-27T19:58:30.301140] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-11-27T19:58:30.301203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:30.301247] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:30.301277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:30.301344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:30.356610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:30.357433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:30.357526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:30.357568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:30.461173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:30.461338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:30.461386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:30.461424] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:30.464702] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-11-27T19:58:30.464974] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-11-27T19:58:30.465101] [INFO ] [sig       ] SOCL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:30.601808] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SOCL.txt
[2025-11-27T19:58:30.601959] [INFO ] [sig       ] [3029/3661] Completed SOCL in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:30.602009] [INFO ] [sig       ] [3030/3661] Forecasting SOFI...
[2025-11-27T19:58:30.602049] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-11-27T19:58:30.602088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-11-27T19:58:30.616213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-11-27T19:58:30.616515] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-11-27T19:58:30.617298] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-11-27T19:58:30.617362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:30.617403] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:30.617450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:30.617530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:30.672694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:30.673331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:30.673419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:30.673461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:30.794723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:30.794899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:30.794949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:30.795007] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:30.798380] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-11-27T19:58:30.798688] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-11-27T19:58:30.798824] [INFO ] [sig       ] SOFI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:30.935640] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SOFI.txt
[2025-11-27T19:58:30.935816] [INFO ] [sig       ] [3030/3661] Completed SOFI in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:30.935867] [INFO ] [sig       ] [3031/3661] Forecasting SOGP...
[2025-11-27T19:58:30.935904] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-11-27T19:58:30.935961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-11-27T19:58:30.947303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-11-27T19:58:30.947720] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-11-27T19:58:30.948547] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-11-27T19:58:30.948629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:30.948671] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:30.948706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:30.948781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:31.007997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:31.008884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:31.008971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:31.009012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:31.123763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:31.123923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:31.123965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:31.124004] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:31.127220] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-11-27T19:58:31.127500] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-11-27T19:58:31.127645] [INFO ] [sig       ] SOGP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:31.267751] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SOGP.txt
[2025-11-27T19:58:31.267928] [INFO ] [sig       ] [3031/3661] Completed SOGP in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:31.267979] [INFO ] [sig       ] [3032/3661] Forecasting SOJC...
[2025-11-27T19:58:31.268059] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-11-27T19:58:31.268131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-11-27T19:58:31.279057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-11-27T19:58:31.279404] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-11-27T19:58:31.280236] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-11-27T19:58:31.280300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:31.280342] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:31.280395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:31.280470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:31.339527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:31.340349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:31.340441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:31.340497] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:31.459929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:31.460106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:31.460172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:31.460217] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:31.463641] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2025-11-27T19:58:31.463947] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-11-27T19:58:31.464110] [INFO ] [sig       ] SOJC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:31.602896] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SOJC.txt
[2025-11-27T19:58:31.603075] [INFO ] [sig       ] [3032/3661] Completed SOJC in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:31.603127] [INFO ] [sig       ] [3033/3661] Forecasting SOJD...
[2025-11-27T19:58:31.603169] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-11-27T19:58:31.603216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-11-27T19:58:31.615233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-11-27T19:58:31.615605] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-11-27T19:58:31.616404] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-11-27T19:58:31.616471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:31.616513] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:31.616550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:31.616635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:31.671609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:31.672340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:31.672429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:31.672471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:31.792535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:31.792728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:31.792778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:31.792810] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:31.796054] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-11-27T19:58:31.796339] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-11-27T19:58:31.796473] [INFO ] [sig       ] SOJD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:31.930235] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SOJD.txt
[2025-11-27T19:58:31.930386] [INFO ] [sig       ] [3033/3661] Completed SOJD in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:31.930437] [INFO ] [sig       ] [3034/3661] Forecasting SOJE...
[2025-11-27T19:58:31.930475] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-11-27T19:58:31.930530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-11-27T19:58:31.941214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-11-27T19:58:31.941512] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-11-27T19:58:31.942372] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-11-27T19:58:31.942433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:31.942473] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:31.942508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:31.942603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:31.996696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:31.997367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:31.997455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:31.997496] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:32.116108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:32.116279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:32.116329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:32.116360] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:32.119652] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-11-27T19:58:32.119960] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-11-27T19:58:32.120091] [INFO ] [sig       ] SOJE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:32.253948] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SOJE.txt
[2025-11-27T19:58:32.254092] [INFO ] [sig       ] [3034/3661] Completed SOJE in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:32.254171] [INFO ] [sig       ] [3035/3661] Forecasting SOL...
[2025-11-27T19:58:32.254236] [INFO ] [sig       ] Generating forecast for: SOL
[2025-11-27T19:58:32.254321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-11-27T19:58:32.266657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-11-27T19:58:32.266987] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-11-27T19:58:32.267889] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-11-27T19:58:32.267961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:32.268003] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:32.268039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:32.268102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:32.325163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:32.325932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:32.326025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:32.326072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:32.440814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:32.440982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:32.441035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:32.441075] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:32.444453] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-11-27T19:58:32.444753] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-11-27T19:58:32.444889] [INFO ] [sig       ] SOL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:32.582586] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SOL.txt
[2025-11-27T19:58:32.582719] [INFO ] [sig       ] [3035/3661] Completed SOL in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:32.582770] [INFO ] [sig       ] [3036/3661] Forecasting SON...
[2025-11-27T19:58:32.582816] [INFO ] [sig       ] Generating forecast for: SON
[2025-11-27T19:58:32.582862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-11-27T19:58:32.593621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-11-27T19:58:32.593962] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-11-27T19:58:32.594858] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-11-27T19:58:32.594933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:32.594984] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:32.595029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:32.595107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:32.654218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:32.655067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:32.655161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:32.655211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:32.772792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:32.772967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:32.773018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:32.773051] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:32.776345] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=78.77%)
[2025-11-27T19:58:32.776648] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-11-27T19:58:32.776776] [INFO ] [sig       ] SON: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:32.911929] [INFO ] [LOCAL     ] Saved forecast: SON	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SON.txt
[2025-11-27T19:58:32.912063] [INFO ] [sig       ] [3036/3661] Completed SON in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:32.912115] [INFO ] [sig       ] [3037/3661] Forecasting SONN...
[2025-11-27T19:58:32.912190] [INFO ] [sig       ] Generating forecast for: SONN
[2025-11-27T19:58:32.912249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONN' from 'https://tdm.silogroup.org/data/derivative_storage/SONN.csv'.
[2025-11-27T19:58:32.923069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONN'.
[2025-11-27T19:58:32.923354] [INFO ] [FORECASTER] Starting predict_future for SONN
[2025-11-27T19:58:32.924165] [DEBUG] [LOCAL     ] No optimal features file found for SONN: ./output/feature-sets/SONN.txt
[2025-11-27T19:58:32.924228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:32.924267] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:32.924308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:32.924382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:32.980068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:32.980784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:32.980872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:32.980913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:33.098352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:33.098513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:33.098562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:33.098616] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:33.102024] [DEBUG] [FORECASTER] SONN: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-11-27T19:58:33.102331] [INFO ] [FORECASTER] Completed predict_future for SONN
[2025-11-27T19:58:33.102465] [INFO ] [sig       ] SONN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:33.239377] [INFO ] [LOCAL     ] Saved forecast: SONN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SONN.txt
[2025-11-27T19:58:33.239520] [INFO ] [sig       ] [3037/3661] Completed SONN in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:33.239598] [INFO ] [sig       ] [3038/3661] Forecasting SONO...
[2025-11-27T19:58:33.239695] [INFO ] [sig       ] Generating forecast for: SONO
[2025-11-27T19:58:33.239735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-11-27T19:58:33.250372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-11-27T19:58:33.250697] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-11-27T19:58:33.251530] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-11-27T19:58:33.251615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:33.251665] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:33.251709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:33.251785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:33.308749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:33.309379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:33.309467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:33.309510] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:33.428940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:33.429095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:33.429149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:33.429189] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:33.432534] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=57.08%)
[2025-11-27T19:58:33.432859] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-11-27T19:58:33.432991] [INFO ] [sig       ] SONO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:33.569824] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SONO.txt
[2025-11-27T19:58:33.569998] [INFO ] [sig       ] [3038/3661] Completed SONO in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:33.570049] [INFO ] [sig       ] [3039/3661] Forecasting SOPA...
[2025-11-27T19:58:33.570093] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-11-27T19:58:33.570132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-11-27T19:58:33.581381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-11-27T19:58:33.581720] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-11-27T19:58:33.582513] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-11-27T19:58:33.582607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:33.582674] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:33.582724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:33.582801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:33.655737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:33.656557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:33.656671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:33.656727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:33.772223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:33.772360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:33.772408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:33.772448] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:33.775815] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=32.39%)
[2025-11-27T19:58:33.776134] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-11-27T19:58:33.776285] [INFO ] [sig       ] SOPA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:33.910771] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SOPA.txt
[2025-11-27T19:58:33.910915] [INFO ] [sig       ] [3039/3661] Completed SOPA in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:33.910968] [INFO ] [sig       ] [3040/3661] Forecasting SOPH...
[2025-11-27T19:58:33.911027] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-11-27T19:58:33.911090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-11-27T19:58:33.922389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-11-27T19:58:33.922771] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-11-27T19:58:33.923594] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-11-27T19:58:33.923667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:33.923717] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:33.923753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:33.923815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:33.980713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:33.981345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:33.981436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:33.981479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:34.096371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:34.096555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:34.096624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:34.096665] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:34.099935] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-11-27T19:58:34.100213] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-11-27T19:58:34.100343] [INFO ] [sig       ] SOPH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:34.236543] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SOPH.txt
[2025-11-27T19:58:34.236705] [INFO ] [sig       ] [3040/3661] Completed SOPH in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:34.236755] [INFO ] [sig       ] [3041/3661] Forecasting SOUN...
[2025-11-27T19:58:34.236799] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-11-27T19:58:34.236870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-11-27T19:58:34.251396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-11-27T19:58:34.251766] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-11-27T19:58:34.252637] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-11-27T19:58:34.252703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:34.252759] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:34.252807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:34.252890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:34.309820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:34.310451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:34.310538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:34.310609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:34.427737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:34.427887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:34.427933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:34.427980] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:34.431213] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-11-27T19:58:34.431490] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-11-27T19:58:34.431653] [INFO ] [sig       ] SOUN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:34.568156] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SOUN.txt
[2025-11-27T19:58:34.568311] [INFO ] [sig       ] [3041/3661] Completed SOUN in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.5m
[2025-11-27T19:58:34.568372] [INFO ] [sig       ] [3042/3661] Forecasting SOXQ...
[2025-11-27T19:58:34.568430] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-11-27T19:58:34.568492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-11-27T19:58:34.579369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-11-27T19:58:34.579683] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-11-27T19:58:34.580504] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-11-27T19:58:34.580596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:34.580639] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:34.580685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:34.580765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:34.636045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:34.636725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:34.636811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:34.636862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:34.762692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:34.762843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:34.762892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:34.762926] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:34.766216] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2025-11-27T19:58:34.766503] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-11-27T19:58:34.766658] [INFO ] [sig       ] SOXQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:34.903303] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SOXQ.txt
[2025-11-27T19:58:34.903495] [INFO ] [sig       ] [3042/3661] Completed SOXQ in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-11-27T19:58:34.903587] [INFO ] [sig       ] [3043/3661] Forecasting SOXX...
[2025-11-27T19:58:34.903625] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-11-27T19:58:34.903666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-11-27T19:58:34.915128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-11-27T19:58:34.915468] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-11-27T19:58:34.916317] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-11-27T19:58:34.916384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:34.916440] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:34.916498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:34.916611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:34.970682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:34.971312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:34.971403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:34.971456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:35.094786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:35.094969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:35.095024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:35.095059] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:35.098286] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2025-11-27T19:58:35.098561] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-11-27T19:58:35.098709] [INFO ] [sig       ] SOXX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:35.231995] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SOXX.txt
[2025-11-27T19:58:35.232154] [INFO ] [sig       ] [3043/3661] Completed SOXX in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-11-27T19:58:35.232199] [INFO ] [sig       ] [3044/3661] Forecasting SPAI...
[2025-11-27T19:58:35.232240] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-11-27T19:58:35.232301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-11-27T19:58:35.243517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-11-27T19:58:35.243829] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-11-27T19:58:35.244605] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-11-27T19:58:35.244665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:35.244699] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:35.244731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:35.244796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:35.301364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:35.302047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:35.302135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:35.302179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:35.418408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:35.418562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:35.418625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:35.418662] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:35.421885] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=67.06%)
[2025-11-27T19:58:35.422174] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-11-27T19:58:35.422318] [INFO ] [sig       ] SPAI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:35.555504] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SPAI.txt
[2025-11-27T19:58:35.555654] [INFO ] [sig       ] [3044/3661] Completed SPAI in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-11-27T19:58:35.555706] [INFO ] [sig       ] [3045/3661] Forecasting SPB...
[2025-11-27T19:58:35.555744] [INFO ] [sig       ] Generating forecast for: SPB
[2025-11-27T19:58:35.555801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-11-27T19:58:35.566415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-11-27T19:58:35.566762] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-11-27T19:58:35.567607] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-11-27T19:58:35.567690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:35.567747] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:35.567794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:35.567881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:35.621904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:35.622697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:35.622797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:35.622852] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:35.740287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:35.740443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:35.740505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:35.740557] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:35.743806] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2025-11-27T19:58:35.744095] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-11-27T19:58:35.744243] [INFO ] [sig       ] SPB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:35.879562] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SPB.txt
[2025-11-27T19:58:35.879733] [INFO ] [sig       ] [3045/3661] Completed SPB in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-11-27T19:58:35.879813] [INFO ] [sig       ] [3046/3661] Forecasting SPCB...
[2025-11-27T19:58:35.879906] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-11-27T19:58:35.880029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-11-27T19:58:35.891326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-11-27T19:58:35.891654] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-11-27T19:58:35.892462] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-11-27T19:58:35.892528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:35.892595] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:35.892643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:35.892728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:35.950888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:35.951517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:35.951656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:35.951724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:36.072144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:36.072326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:36.072379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:36.072416] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:36.075755] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=21.93%)
[2025-11-27T19:58:36.076039] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-11-27T19:58:36.076174] [INFO ] [sig       ] SPCB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:36.214659] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPCB.txt
[2025-11-27T19:58:36.214798] [INFO ] [sig       ] [3046/3661] Completed SPCB in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:36.214853] [INFO ] [sig       ] [3047/3661] Forecasting SPCE...
[2025-11-27T19:58:36.214921] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-11-27T19:58:36.214978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-11-27T19:58:36.225601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-11-27T19:58:36.225875] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-11-27T19:58:36.226659] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-11-27T19:58:36.226730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:36.226771] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:36.226804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:36.226870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:36.281481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:36.282121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:36.282207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:36.282249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:36.398841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:36.398995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:36.399043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:36.399075] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:36.402276] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-11-27T19:58:36.402616] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-11-27T19:58:36.402743] [INFO ] [sig       ] SPCE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:36.538518] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPCE.txt
[2025-11-27T19:58:36.538664] [INFO ] [sig       ] [3047/3661] Completed SPCE in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:36.538713] [INFO ] [sig       ] [3048/3661] Forecasting SPE...
[2025-11-27T19:58:36.538757] [INFO ] [sig       ] Generating forecast for: SPE
[2025-11-27T19:58:36.538789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-11-27T19:58:36.549611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-11-27T19:58:36.549916] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-11-27T19:58:36.550712] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-11-27T19:58:36.550774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:36.550815] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:36.550853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:36.550929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:36.606497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:36.607162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:36.607260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:36.607306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:36.728246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:36.728404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:36.728456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:36.728494] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:36.731739] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-11-27T19:58:36.732012] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-11-27T19:58:36.732145] [INFO ] [sig       ] SPE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:36.868680] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SPE.txt
[2025-11-27T19:58:36.868812] [INFO ] [sig       ] [3048/3661] Completed SPE in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:36.868868] [INFO ] [sig       ] [3049/3661] Forecasting SPFI...
[2025-11-27T19:58:36.868907] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-11-27T19:58:36.868938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-11-27T19:58:36.880090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-11-27T19:58:36.880410] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-11-27T19:58:36.881191] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-11-27T19:58:36.881253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:36.881294] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:36.881331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:36.881400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:36.936226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:36.936830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:36.936914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:36.936960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:37.051283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:37.051450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:37.051499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:37.051536] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:37.054792] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2025-11-27T19:58:37.055074] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-11-27T19:58:37.055201] [INFO ] [sig       ] SPFI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:37.197145] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SPFI.txt
[2025-11-27T19:58:37.197286] [INFO ] [sig       ] [3049/3661] Completed SPFI in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:37.197333] [INFO ] [sig       ] [3050/3661] Forecasting SPG...
[2025-11-27T19:58:37.197375] [INFO ] [sig       ] Generating forecast for: SPG
[2025-11-27T19:58:37.197417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-11-27T19:58:37.208399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-11-27T19:58:37.208698] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-11-27T19:58:37.209492] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-11-27T19:58:37.209554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:37.209618] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:37.209655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:37.209721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:37.265392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:37.266012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:37.266097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:37.266139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:37.391080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:37.391274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:37.391323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:37.391363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:37.394633] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-11-27T19:58:37.394903] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-11-27T19:58:37.395050] [INFO ] [sig       ] SPG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:37.529150] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPG.txt
[2025-11-27T19:58:37.529281] [INFO ] [sig       ] [3050/3661] Completed SPG in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:37.529337] [INFO ] [sig       ] [3051/3661] Forecasting SPGI...
[2025-11-27T19:58:37.529392] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-11-27T19:58:37.529435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-11-27T19:58:37.540123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-11-27T19:58:37.540408] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-11-27T19:58:37.541292] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-11-27T19:58:37.541354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:37.541394] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:37.541429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:37.541493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:37.597212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:37.598006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:37.598102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:37.598175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:37.721704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:37.721868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:37.721917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:37.721956] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:37.725185] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-11-27T19:58:37.725458] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-11-27T19:58:37.725606] [INFO ] [sig       ] SPGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:37.862350] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SPGI.txt
[2025-11-27T19:58:37.862495] [INFO ] [sig       ] [3051/3661] Completed SPGI in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:37.862544] [INFO ] [sig       ] [3052/3661] Forecasting SPH...
[2025-11-27T19:58:37.862598] [INFO ] [sig       ] Generating forecast for: SPH
[2025-11-27T19:58:37.862656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-11-27T19:58:37.873781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-11-27T19:58:37.874063] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-11-27T19:58:37.874840] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-11-27T19:58:37.874901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:37.874941] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:37.874978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:37.875040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:37.929594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:37.930179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:37.930262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:37.930298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:38.048450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:38.048642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:38.048707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:38.048762] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:38.051992] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-11-27T19:58:38.052281] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-11-27T19:58:38.052440] [INFO ] [sig       ] SPH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:38.187238] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SPH.txt
[2025-11-27T19:58:38.187388] [INFO ] [sig       ] [3052/3661] Completed SPH in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:38.187452] [INFO ] [sig       ] [3053/3661] Forecasting SPNS...
[2025-11-27T19:58:38.187517] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-11-27T19:58:38.187584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-11-27T19:58:38.198719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-11-27T19:58:38.199040] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-11-27T19:58:38.199897] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-11-27T19:58:38.199974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:38.200033] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:38.200086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:38.200164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:38.257818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:38.258518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:38.258623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:38.258668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:38.378088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:38.378248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:38.378295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:38.378347] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:38.381720] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-11-27T19:58:38.382013] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-11-27T19:58:38.382169] [INFO ] [sig       ] SPNS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:38.519301] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SPNS.txt
[2025-11-27T19:58:38.519439] [INFO ] [sig       ] [3053/3661] Completed SPNS in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:38.519487] [INFO ] [sig       ] [3054/3661] Forecasting SPOK...
[2025-11-27T19:58:38.519533] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-11-27T19:58:38.519585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-11-27T19:58:38.530812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-11-27T19:58:38.531171] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-11-27T19:58:38.532017] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-11-27T19:58:38.532086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:38.532141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:38.532198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:38.532297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:38.587588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:38.588252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:38.588348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:38.588407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:38.704586] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:38.704744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:38.704830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:38.704884] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:38.708173] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=43.28%)
[2025-11-27T19:58:38.708478] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-11-27T19:58:38.708658] [INFO ] [sig       ] SPOK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:38.848098] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPOK.txt
[2025-11-27T19:58:38.848298] [INFO ] [sig       ] [3054/3661] Completed SPOK in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:38.848401] [INFO ] [sig       ] [3055/3661] Forecasting SPRC...
[2025-11-27T19:58:38.848459] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-11-27T19:58:38.848513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-11-27T19:58:38.858955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-11-27T19:58:38.859290] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-11-27T19:58:38.860116] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-11-27T19:58:38.860180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:38.860216] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:38.860252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:38.860334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:38.915485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:38.916153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:38.916239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:38.916281] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:39.034165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:39.034324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:39.034372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:39.034410] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:39.037648] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2025-11-27T19:58:39.037923] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-11-27T19:58:39.038064] [INFO ] [sig       ] SPRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:39.171073] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPRC.txt
[2025-11-27T19:58:39.171210] [INFO ] [sig       ] [3055/3661] Completed SPRC in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:39.171259] [INFO ] [sig       ] [3056/3661] Forecasting SPRO...
[2025-11-27T19:58:39.171298] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-11-27T19:58:39.171334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-11-27T19:58:39.182487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-11-27T19:58:39.182845] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-11-27T19:58:39.183749] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-11-27T19:58:39.183812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:39.183854] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:39.183892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:39.183985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:39.240127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:39.240895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:39.240984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:39.241027] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:39.360136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:39.360310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:39.360359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:39.360399] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:39.363751] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-11-27T19:58:39.364042] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-11-27T19:58:39.364177] [INFO ] [sig       ] SPRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:39.501100] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPRO.txt
[2025-11-27T19:58:39.501246] [INFO ] [sig       ] [3056/3661] Completed SPRO in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:39.501294] [INFO ] [sig       ] [3057/3661] Forecasting SPRX...
[2025-11-27T19:58:39.501334] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-11-27T19:58:39.501372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-11-27T19:58:39.512171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-11-27T19:58:39.512437] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-11-27T19:58:39.513246] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-11-27T19:58:39.513310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:39.513351] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:39.513386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:39.513490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:39.569326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:39.570009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:39.570096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:39.570146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:39.687186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:39.687351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:39.687394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:39.687433] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:39.690803] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=31.27%)
[2025-11-27T19:58:39.691126] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-11-27T19:58:39.691271] [INFO ] [sig       ] SPRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:39.829400] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPRX.txt
[2025-11-27T19:58:39.829553] [INFO ] [sig       ] [3057/3661] Completed SPRX in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:39.829619] [INFO ] [sig       ] [3058/3661] Forecasting SPRY...
[2025-11-27T19:58:39.829660] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-11-27T19:58:39.829744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-11-27T19:58:39.840761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-11-27T19:58:39.841066] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-11-27T19:58:39.841861] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-11-27T19:58:39.841921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:39.841979] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:39.842032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:39.842125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:39.897330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:39.898015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:39.898131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:39.898177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:40.018813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:40.018978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:40.019027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:40.019077] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:40.022275] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-11-27T19:58:40.022555] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-11-27T19:58:40.022717] [INFO ] [sig       ] SPRY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:40.157423] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPRY.txt
[2025-11-27T19:58:40.157645] [INFO ] [sig       ] [3058/3661] Completed SPRY in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:40.157707] [INFO ] [sig       ] [3059/3661] Forecasting SPSC...
[2025-11-27T19:58:40.157746] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-11-27T19:58:40.157782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-11-27T19:58:40.169166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-11-27T19:58:40.169500] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-11-27T19:58:40.170286] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-11-27T19:58:40.170350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:40.170390] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:40.170445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:40.170524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:40.227305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:40.228183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:40.228275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:40.228324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:40.347238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:40.347422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:40.347479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:40.347517] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:40.350934] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-11-27T19:58:40.351249] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-11-27T19:58:40.351386] [INFO ] [sig       ] SPSC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:40.488415] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPSC.txt
[2025-11-27T19:58:40.488612] [INFO ] [sig       ] [3059/3661] Completed SPSC in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.4m
[2025-11-27T19:58:40.488664] [INFO ] [sig       ] [3060/3661] Forecasting SPWH...
[2025-11-27T19:58:40.488701] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-11-27T19:58:40.488742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-11-27T19:58:40.503138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-11-27T19:58:40.503597] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-11-27T19:58:40.504723] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-11-27T19:58:40.504803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:40.504861] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:40.504914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:40.505011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:40.562851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:40.563636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:40.563726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:40.563769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:40.683439] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:40.683621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:40.683670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:40.683708] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:40.686951] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-11-27T19:58:40.687240] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-11-27T19:58:40.687372] [INFO ] [sig       ] SPWH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:40.823384] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPWH.txt
[2025-11-27T19:58:40.823535] [INFO ] [sig       ] [3060/3661] Completed SPWH in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-11-27T19:58:40.823600] [INFO ] [sig       ] [3061/3661] Forecasting SPXC...
[2025-11-27T19:58:40.823642] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-11-27T19:58:40.823686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-11-27T19:58:40.834341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-11-27T19:58:40.834687] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-11-27T19:58:40.835471] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-11-27T19:58:40.835533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:40.835593] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:40.835629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:40.835691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:40.891290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:40.891986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:40.892074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:40.892115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:41.015117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:41.015272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:41.015319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:41.015354] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:41.018563] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=49.52%)
[2025-11-27T19:58:41.018857] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-11-27T19:58:41.018988] [INFO ] [sig       ] SPXC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:41.156898] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SPXC.txt
[2025-11-27T19:58:41.157072] [INFO ] [sig       ] [3061/3661] Completed SPXC in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-11-27T19:58:41.157133] [INFO ] [sig       ] [3062/3661] Forecasting SPXX...
[2025-11-27T19:58:41.157193] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-11-27T19:58:41.157237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-11-27T19:58:41.167912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-11-27T19:58:41.168258] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-11-27T19:58:41.169118] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-11-27T19:58:41.169182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:41.169225] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:41.169278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:41.169401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:41.226390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:41.227097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:41.227202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:41.227266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:41.346052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:41.346219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:41.346276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:41.346339] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:41.349823] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=59.80%)
[2025-11-27T19:58:41.350118] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-11-27T19:58:41.350259] [INFO ] [sig       ] SPXX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:41.484822] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SPXX.txt
[2025-11-27T19:58:41.484977] [INFO ] [sig       ] [3062/3661] Completed SPXX in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-11-27T19:58:41.485035] [INFO ] [sig       ] [3063/3661] Forecasting SQM...
[2025-11-27T19:58:41.485069] [INFO ] [sig       ] Generating forecast for: SQM
[2025-11-27T19:58:41.485102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-11-27T19:58:41.496062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-11-27T19:58:41.496359] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-11-27T19:58:41.497139] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-11-27T19:58:41.497200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:41.497240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:41.497276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:41.497337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:41.551755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:41.552374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:41.552459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:41.552501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:41.671246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:41.671421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:41.671464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:41.671502] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:41.674782] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-11-27T19:58:41.675079] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-11-27T19:58:41.675234] [INFO ] [sig       ] SQM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:41.815038] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SQM.txt
[2025-11-27T19:58:41.815204] [INFO ] [sig       ] [3063/3661] Completed SQM in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-11-27T19:58:41.815258] [INFO ] [sig       ] [3064/3661] Forecasting SQNS...
[2025-11-27T19:58:41.815350] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-11-27T19:58:41.815386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-11-27T19:58:41.826530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-11-27T19:58:41.826852] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-11-27T19:58:41.827646] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-11-27T19:58:41.827705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:41.827752] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:41.827797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:41.827872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:41.883084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:41.883804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:41.883891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:41.883940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:41.996991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:41.997159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:41.997208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:41.997256] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:42.000551] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-11-27T19:58:42.000863] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-11-27T19:58:42.001004] [INFO ] [sig       ] SQNS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:42.137356] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SQNS.txt
[2025-11-27T19:58:42.137500] [INFO ] [sig       ] [3064/3661] Completed SQNS in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:42.137545] [INFO ] [sig       ] [3065/3661] Forecasting SQQQ...
[2025-11-27T19:58:42.137619] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-11-27T19:58:42.137660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-11-27T19:58:42.148315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-11-27T19:58:42.148622] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-11-27T19:58:42.149383] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-11-27T19:58:42.149445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:42.149486] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:42.149519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:42.149597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:42.206654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:42.207283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:42.207391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:42.207433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:42.328592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:42.328779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:42.328846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:42.328941] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:42.332782] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-11-27T19:58:42.333088] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-11-27T19:58:42.333231] [INFO ] [sig       ] SQQQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:42.469944] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SQQQ.txt
[2025-11-27T19:58:42.470133] [INFO ] [sig       ] [3065/3661] Completed SQQQ in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:42.470184] [INFO ] [sig       ] [3066/3661] Forecasting SRAD...
[2025-11-27T19:58:42.470265] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-11-27T19:58:42.470302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-11-27T19:58:42.481458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-11-27T19:58:42.481779] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-11-27T19:58:42.482541] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-11-27T19:58:42.482623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:42.482665] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:42.482700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:42.482763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:42.536960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:42.537732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:42.537822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:42.537860] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:42.656432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:42.656632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:42.656685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:42.656722] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:42.659955] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=50.95%)
[2025-11-27T19:58:42.660222] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-11-27T19:58:42.660353] [INFO ] [sig       ] SRAD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:42.793936] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SRAD.txt
[2025-11-27T19:58:42.794123] [INFO ] [sig       ] [3066/3661] Completed SRAD in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:42.794172] [INFO ] [sig       ] [3067/3661] Forecasting SRBK...
[2025-11-27T19:58:42.794234] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-11-27T19:58:42.794275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-11-27T19:58:42.806100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-11-27T19:58:42.806473] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-11-27T19:58:42.807288] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-11-27T19:58:42.807352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:42.807395] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:42.807443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:42.807529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:42.864337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:42.865201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:42.865311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:42.865355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:42.980904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:42.981057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:42.981107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:42.981144] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:42.984531] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-11-27T19:58:42.984830] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-11-27T19:58:42.984967] [INFO ] [sig       ] SRBK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:43.122428] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SRBK.txt
[2025-11-27T19:58:43.122595] [INFO ] [sig       ] [3067/3661] Completed SRBK in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:43.122642] [INFO ] [sig       ] [3068/3661] Forecasting SRCE...
[2025-11-27T19:58:43.122688] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-11-27T19:58:43.122728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-11-27T19:58:43.134397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-11-27T19:58:43.134806] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-11-27T19:58:43.135614] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-11-27T19:58:43.135677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:43.135718] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:43.135755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:43.135819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:43.190669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:43.191422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:43.191517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:43.191560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:43.311093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:43.311264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:43.311313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:43.311347] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:43.314698] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=79.98%)
[2025-11-27T19:58:43.314984] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-11-27T19:58:43.315115] [INFO ] [sig       ] SRCE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:43.450007] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SRCE.txt
[2025-11-27T19:58:43.450173] [INFO ] [sig       ] [3068/3661] Completed SRCE in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:43.450227] [INFO ] [sig       ] [3069/3661] Forecasting SRE...
[2025-11-27T19:58:43.450260] [INFO ] [sig       ] Generating forecast for: SRE
[2025-11-27T19:58:43.450317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-11-27T19:58:43.461727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-11-27T19:58:43.462045] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-11-27T19:58:43.462840] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-11-27T19:58:43.462902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:43.462954] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:43.462993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:43.463057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:43.519598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:43.520226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:43.520316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:43.520359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:43.635769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:43.635927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:43.635976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:43.636012] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:43.639356] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-11-27T19:58:43.639652] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-11-27T19:58:43.639785] [INFO ] [sig       ] SRE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:43.777567] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SRE.txt
[2025-11-27T19:58:43.777733] [INFO ] [sig       ] [3069/3661] Completed SRE in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:43.777790] [INFO ] [sig       ] [3070/3661] Forecasting SREA...
[2025-11-27T19:58:43.777828] [INFO ] [sig       ] Generating forecast for: SREA
[2025-11-27T19:58:43.777881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-11-27T19:58:43.789213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-11-27T19:58:43.789591] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-11-27T19:58:43.790453] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-11-27T19:58:43.790516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:43.790559] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:43.790673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:43.790764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:43.848936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:43.849837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:43.849931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:43.849984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:43.970835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:43.971025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:43.971075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:43.971114] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:43.974604] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-11-27T19:58:43.974902] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-11-27T19:58:43.975038] [INFO ] [sig       ] SREA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:44.117303] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SREA.txt
[2025-11-27T19:58:44.117467] [INFO ] [sig       ] [3070/3661] Completed SREA in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:44.117518] [INFO ] [sig       ] [3071/3661] Forecasting SRFM...
[2025-11-27T19:58:44.117555] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-11-27T19:58:44.117634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-11-27T19:58:44.128974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-11-27T19:58:44.129307] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-11-27T19:58:44.130130] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-11-27T19:58:44.130194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:44.130236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:44.130274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:44.130357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:44.188639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:44.189460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:44.189559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:44.189653] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:44.310260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:44.310429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:44.310480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:44.310520] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:44.314002] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-11-27T19:58:44.314292] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-11-27T19:58:44.314425] [INFO ] [sig       ] SRFM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:44.464304] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SRFM.txt
[2025-11-27T19:58:44.464490] [INFO ] [sig       ] [3071/3661] Completed SRFM in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:44.464555] [INFO ] [sig       ] [3072/3661] Forecasting SRG...
[2025-11-27T19:58:44.464607] [INFO ] [sig       ] Generating forecast for: SRG
[2025-11-27T19:58:44.464649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-11-27T19:58:44.475994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-11-27T19:58:44.476332] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-11-27T19:58:44.477137] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-11-27T19:58:44.477201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:44.477243] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:44.477280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:44.477344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:44.532350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:44.532985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:44.533071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:44.533113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:44.652479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:44.652652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:44.652704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:44.652741] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:44.656094] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2025-11-27T19:58:44.656376] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-11-27T19:58:44.656508] [INFO ] [sig       ] SRG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:44.794468] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SRG.txt
[2025-11-27T19:58:44.794625] [INFO ] [sig       ] [3072/3661] Completed SRG in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:44.794684] [INFO ] [sig       ] [3073/3661] Forecasting SRI...
[2025-11-27T19:58:44.794728] [INFO ] [sig       ] Generating forecast for: SRI
[2025-11-27T19:58:44.794770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-11-27T19:58:44.806335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-11-27T19:58:44.806699] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-11-27T19:58:44.807609] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-11-27T19:58:44.807690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:44.807733] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:44.807768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:44.807833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:44.866534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:44.867388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:44.867483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:44.867529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:44.991773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:44.991951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:44.992002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:44.992036] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:44.995601] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-11-27T19:58:44.995891] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-11-27T19:58:44.996019] [INFO ] [sig       ] SRI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:45.134190] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SRI.txt
[2025-11-27T19:58:45.134341] [INFO ] [sig       ] [3073/3661] Completed SRI in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:45.134391] [INFO ] [sig       ] [3074/3661] Forecasting SRRK...
[2025-11-27T19:58:45.134454] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-11-27T19:58:45.134492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-11-27T19:58:45.145805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-11-27T19:58:45.146148] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-11-27T19:58:45.146935] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-11-27T19:58:45.146997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:45.147038] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:45.147074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:45.147139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:45.201721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:45.202372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:45.202459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:45.202500] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:45.322632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:45.322822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:45.322876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:45.322912] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:45.326285] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-11-27T19:58:45.326561] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-11-27T19:58:45.326725] [INFO ] [sig       ] SRRK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:45.460913] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SRRK.txt
[2025-11-27T19:58:45.461063] [INFO ] [sig       ] [3074/3661] Completed SRRK in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:45.461112] [INFO ] [sig       ] [3075/3661] Forecasting SRTS...
[2025-11-27T19:58:45.461151] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-11-27T19:58:45.461193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-11-27T19:58:45.472866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-11-27T19:58:45.473214] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-11-27T19:58:45.474032] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-11-27T19:58:45.474094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:45.474140] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:45.474176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:45.474239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:45.532227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:45.532998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:45.533092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:45.533139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:45.657250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:45.657407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:45.657457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:45.657496] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:45.660839] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-11-27T19:58:45.661128] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-11-27T19:58:45.661277] [INFO ] [sig       ] SRTS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:45.801419] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SRTS.txt
[2025-11-27T19:58:45.801592] [INFO ] [sig       ] [3075/3661] Completed SRTS in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:45.801641] [INFO ] [sig       ] [3076/3661] Forecasting SSB...
[2025-11-27T19:58:45.801681] [INFO ] [sig       ] Generating forecast for: SSB
[2025-11-27T19:58:45.801719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-11-27T19:58:45.812745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-11-27T19:58:45.813073] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-11-27T19:58:45.813904] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-11-27T19:58:45.813967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:45.814010] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:45.814047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:45.814157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:45.871997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:45.872713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:45.872803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:45.872842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:45.997109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:45.997281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:45.997333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:45.997389] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:46.001142] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-11-27T19:58:46.001440] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-11-27T19:58:46.001615] [INFO ] [sig       ] SSB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:46.141646] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SSB.txt
[2025-11-27T19:58:46.141804] [INFO ] [sig       ] [3076/3661] Completed SSB in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:46.141854] [INFO ] [sig       ] [3077/3661] Forecasting SSD...
[2025-11-27T19:58:46.141919] [INFO ] [sig       ] Generating forecast for: SSD
[2025-11-27T19:58:46.142008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-11-27T19:58:46.153683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-11-27T19:58:46.154028] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-11-27T19:58:46.154840] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-11-27T19:58:46.154902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:46.154942] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:46.154979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:46.155045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:46.210950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:46.211689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:46.211778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:46.211822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:46.328446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:46.328623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:46.328669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:46.328707] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:46.331940] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=50.69%)
[2025-11-27T19:58:46.332211] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-11-27T19:58:46.332343] [INFO ] [sig       ] SSD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:46.468620] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SSD.txt
[2025-11-27T19:58:46.468797] [INFO ] [sig       ] [3077/3661] Completed SSD in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.3m
[2025-11-27T19:58:46.468847] [INFO ] [sig       ] [3078/3661] Forecasting SSL...
[2025-11-27T19:58:46.468899] [INFO ] [sig       ] Generating forecast for: SSL
[2025-11-27T19:58:46.468938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-11-27T19:58:46.479853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-11-27T19:58:46.480184] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-11-27T19:58:46.480962] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-11-27T19:58:46.481024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:46.481064] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:46.481100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:46.481164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:46.541926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:46.542772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:46.542881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:46.542930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:46.680815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:46.680991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:46.681058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:46.681114] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:46.684676] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=45.56%)
[2025-11-27T19:58:46.684964] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-11-27T19:58:46.685100] [INFO ] [sig       ] SSL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:46.824767] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SSL.txt
[2025-11-27T19:58:46.824950] [INFO ] [sig       ] [3078/3661] Completed SSL in 0.4s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-11-27T19:58:46.825003] [INFO ] [sig       ] [3079/3661] Forecasting SSNC...
[2025-11-27T19:58:46.825059] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-11-27T19:58:46.825112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-11-27T19:58:46.836923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-11-27T19:58:46.837308] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-11-27T19:58:46.838159] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-11-27T19:58:46.838229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:46.838272] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:46.838311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:46.838376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:46.897345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:46.898149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:46.898270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:46.898324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:47.028679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:47.028848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:47.028906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:47.028945] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:47.032363] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-11-27T19:58:47.032663] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-11-27T19:58:47.032803] [INFO ] [sig       ] SSNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:47.174052] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SSNC.txt
[2025-11-27T19:58:47.174217] [INFO ] [sig       ] [3079/3661] Completed SSNC in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-11-27T19:58:47.174266] [INFO ] [sig       ] [3080/3661] Forecasting SSP...
[2025-11-27T19:58:47.174306] [INFO ] [sig       ] Generating forecast for: SSP
[2025-11-27T19:58:47.174371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-11-27T19:58:47.185275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-11-27T19:58:47.185625] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-11-27T19:58:47.186547] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-11-27T19:58:47.186630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:47.186673] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:47.186714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:47.186792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:47.245554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:47.246322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:47.246413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:47.246458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:47.372925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:47.373107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:47.373160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:47.373201] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:47.376681] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-11-27T19:58:47.376975] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-11-27T19:58:47.377119] [INFO ] [sig       ] SSP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:47.524540] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SSP.txt
[2025-11-27T19:58:47.524729] [INFO ] [sig       ] [3080/3661] Completed SSP in 0.4s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-11-27T19:58:47.524799] [INFO ] [sig       ] [3081/3661] Forecasting SSRM...
[2025-11-27T19:58:47.524861] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-11-27T19:58:47.524900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-11-27T19:58:47.536401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-11-27T19:58:47.536741] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-11-27T19:58:47.537526] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-11-27T19:58:47.537619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:47.537674] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:47.537713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:47.537787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:47.599135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:47.600012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:47.600105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:47.600154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:47.723476] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:47.723659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:47.723726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:47.723785] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:47.727160] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-11-27T19:58:47.727463] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-11-27T19:58:47.727632] [INFO ] [sig       ] SSRM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:47.869552] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SSRM.txt
[2025-11-27T19:58:47.869735] [INFO ] [sig       ] [3081/3661] Completed SSRM in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-11-27T19:58:47.869799] [INFO ] [sig       ] [3082/3661] Forecasting SSSS...
[2025-11-27T19:58:47.869838] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-11-27T19:58:47.869882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-11-27T19:58:47.881344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-11-27T19:58:47.881731] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-11-27T19:58:47.882533] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-11-27T19:58:47.882630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:47.882676] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:47.882713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:47.882778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:47.941316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:47.942013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:47.942105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:47.942150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:48.072528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:48.072710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:48.072761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:48.072796] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:48.076090] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-11-27T19:58:48.076366] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-11-27T19:58:48.076501] [INFO ] [sig       ] SSSS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:48.211187] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SSSS.txt
[2025-11-27T19:58:48.211334] [INFO ] [sig       ] [3082/3661] Completed SSSS in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:48.211383] [INFO ] [sig       ] [3083/3661] Forecasting SSTI...
[2025-11-27T19:58:48.211423] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-11-27T19:58:48.211477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-11-27T19:58:48.223112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-11-27T19:58:48.223453] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-11-27T19:58:48.224305] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-11-27T19:58:48.224371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:48.224413] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:48.224451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:48.224517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:48.280899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:48.281672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:48.281762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:48.281803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:48.408584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:48.408763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:48.408813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:48.408852] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:48.412171] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=84.57%)
[2025-11-27T19:58:48.412458] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-11-27T19:58:48.412611] [INFO ] [sig       ] SSTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:48.547545] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SSTI.txt
[2025-11-27T19:58:48.547713] [INFO ] [sig       ] [3083/3661] Completed SSTI in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:48.547777] [INFO ] [sig       ] [3084/3661] Forecasting SSTK...
[2025-11-27T19:58:48.547826] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-11-27T19:58:48.547864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-11-27T19:58:48.558531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-11-27T19:58:48.558831] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-11-27T19:58:48.559666] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-11-27T19:58:48.559726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:48.559765] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:48.559840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:48.559924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:48.615701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:48.616483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:48.616593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:48.616638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:48.730734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:48.730897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:48.730945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:48.730981] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:48.734271] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-11-27T19:58:48.734554] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-11-27T19:58:48.734713] [INFO ] [sig       ] SSTK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:48.869697] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SSTK.txt
[2025-11-27T19:58:48.869847] [INFO ] [sig       ] [3084/3661] Completed SSTK in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:48.869904] [INFO ] [sig       ] [3085/3661] Forecasting SSYS...
[2025-11-27T19:58:48.869951] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-11-27T19:58:48.869995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-11-27T19:58:48.880683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-11-27T19:58:48.880981] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-11-27T19:58:48.881764] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-11-27T19:58:48.881825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:48.881866] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:48.881908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:48.881984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:48.937797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:48.938592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:48.938684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:48.938728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:49.051735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:49.051900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:49.051951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:49.051990] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:49.055270] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-11-27T19:58:49.055555] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-11-27T19:58:49.055715] [INFO ] [sig       ] SSYS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:49.195499] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SSYS.txt
[2025-11-27T19:58:49.195681] [INFO ] [sig       ] [3085/3661] Completed SSYS in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:49.195733] [INFO ] [sig       ] [3086/3661] Forecasting STAA...
[2025-11-27T19:58:49.195790] [INFO ] [sig       ] Generating forecast for: STAA
[2025-11-27T19:58:49.195826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-11-27T19:58:49.206395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-11-27T19:58:49.206689] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-11-27T19:58:49.207477] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-11-27T19:58:49.207540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:49.207599] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:49.207636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:49.207697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:49.263822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:49.264513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:49.264620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:49.264665] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:49.385699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:49.385855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:49.385903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:49.385941] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:49.389178] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-11-27T19:58:49.389464] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-11-27T19:58:49.389613] [INFO ] [sig       ] STAA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:49.525214] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STAA.txt
[2025-11-27T19:58:49.525360] [INFO ] [sig       ] [3086/3661] Completed STAA in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:49.525409] [INFO ] [sig       ] [3087/3661] Forecasting STAG...
[2025-11-27T19:58:49.525448] [INFO ] [sig       ] Generating forecast for: STAG
[2025-11-27T19:58:49.525485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-11-27T19:58:49.536149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-11-27T19:58:49.536713] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-11-27T19:58:49.537559] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-11-27T19:58:49.537644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:49.537701] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:49.537765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:49.537878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:49.593892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:49.594655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:49.594744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:49.594796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:49.718035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:49.718224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:49.718290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:49.718345] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:49.721697] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=61.06%)
[2025-11-27T19:58:49.722017] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-11-27T19:58:49.722184] [INFO ] [sig       ] STAG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:49.857716] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STAG.txt
[2025-11-27T19:58:49.857871] [INFO ] [sig       ] [3087/3661] Completed STAG in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:49.857938] [INFO ] [sig       ] [3088/3661] Forecasting STBA...
[2025-11-27T19:58:49.857995] [INFO ] [sig       ] Generating forecast for: STBA
[2025-11-27T19:58:49.858121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-11-27T19:58:49.868740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-11-27T19:58:49.869020] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-11-27T19:58:49.869794] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-11-27T19:58:49.869855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:49.869896] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:49.869932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:49.869998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:49.925702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:49.926364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:49.926453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:49.926499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:50.044864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:50.045030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:50.045080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:50.045117] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:50.048357] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2025-11-27T19:58:50.048766] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-11-27T19:58:50.048897] [INFO ] [sig       ] STBA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:50.183691] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STBA.txt
[2025-11-27T19:58:50.183852] [INFO ] [sig       ] [3088/3661] Completed STBA in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:50.183909] [INFO ] [sig       ] [3089/3661] Forecasting STC...
[2025-11-27T19:58:50.183943] [INFO ] [sig       ] Generating forecast for: STC
[2025-11-27T19:58:50.183976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-11-27T19:58:50.194683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-11-27T19:58:50.194997] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-11-27T19:58:50.195842] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-11-27T19:58:50.195906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:50.195946] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:50.195984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:50.196046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:50.252311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:50.253027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:50.253114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:50.253151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:50.376440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:50.376659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:50.376714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:50.376754] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:50.380130] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-11-27T19:58:50.380421] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-11-27T19:58:50.380558] [INFO ] [sig       ] STC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:50.515898] [INFO ] [LOCAL     ] Saved forecast: STC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STC.txt
[2025-11-27T19:58:50.516079] [INFO ] [sig       ] [3089/3661] Completed STC in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:50.516154] [INFO ] [sig       ] [3090/3661] Forecasting STE...
[2025-11-27T19:58:50.516216] [INFO ] [sig       ] Generating forecast for: STE
[2025-11-27T19:58:50.516292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-11-27T19:58:50.527200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-11-27T19:58:50.527497] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-11-27T19:58:50.528340] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-11-27T19:58:50.528410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:50.528463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:50.528513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:50.528622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:50.585105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:50.585848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:50.585954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:50.586010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:50.705213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:50.705377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:50.705425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:50.705461] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:50.708733] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-11-27T19:58:50.709017] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-11-27T19:58:50.709151] [INFO ] [sig       ] STE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:50.844586] [INFO ] [LOCAL     ] Saved forecast: STE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STE.txt
[2025-11-27T19:58:50.844742] [INFO ] [sig       ] [3090/3661] Completed STE in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:50.844794] [INFO ] [sig       ] [3091/3661] Forecasting STEL...
[2025-11-27T19:58:50.844828] [INFO ] [sig       ] Generating forecast for: STEL
[2025-11-27T19:58:50.844885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-11-27T19:58:50.856265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-11-27T19:58:50.856648] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-11-27T19:58:50.857469] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-11-27T19:58:50.857535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:50.857600] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:50.857647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:50.857722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:50.912656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:50.913435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:50.913540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:50.913607] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:51.031805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:51.031974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:51.032023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:51.032066] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:51.035335] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-11-27T19:58:51.035645] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-11-27T19:58:51.035780] [INFO ] [sig       ] STEL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:51.174457] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STEL.txt
[2025-11-27T19:58:51.174651] [INFO ] [sig       ] [3091/3661] Completed STEL in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:51.174706] [INFO ] [sig       ] [3092/3661] Forecasting STEM...
[2025-11-27T19:58:51.174779] [INFO ] [sig       ] Generating forecast for: STEM
[2025-11-27T19:58:51.174831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-11-27T19:58:51.186928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-11-27T19:58:51.187268] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-11-27T19:58:51.188072] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-11-27T19:58:51.188153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:51.188205] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:51.188264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:51.188338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:51.242409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:51.243033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:51.243122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:51.243175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:51.359616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:51.359795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:51.359845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:51.359884] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:51.363304] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-11-27T19:58:51.363606] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-11-27T19:58:51.363740] [INFO ] [sig       ] STEM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:51.496871] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STEM.txt
[2025-11-27T19:58:51.497022] [INFO ] [sig       ] [3092/3661] Completed STEM in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:51.497071] [INFO ] [sig       ] [3093/3661] Forecasting STEP...
[2025-11-27T19:58:51.497112] [INFO ] [sig       ] Generating forecast for: STEP
[2025-11-27T19:58:51.497154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-11-27T19:58:51.508070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-11-27T19:58:51.508389] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-11-27T19:58:51.509168] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-11-27T19:58:51.509230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:51.509295] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:51.509341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:51.509407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:51.564214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:51.564900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:51.564988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:51.565041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:51.679848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:51.680014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:51.680062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:51.680101] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:51.683380] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-11-27T19:58:51.683685] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-11-27T19:58:51.683828] [INFO ] [sig       ] STEP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:51.819788] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STEP.txt
[2025-11-27T19:58:51.819938] [INFO ] [sig       ] [3093/3661] Completed STEP in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:51.819987] [INFO ] [sig       ] [3094/3661] Forecasting STHO...
[2025-11-27T19:58:51.820028] [INFO ] [sig       ] Generating forecast for: STHO
[2025-11-27T19:58:51.820065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-11-27T19:58:51.831081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-11-27T19:58:51.831407] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-11-27T19:58:51.832179] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-11-27T19:58:51.832243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:51.832286] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:51.832322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:51.832411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:51.888560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:51.889432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:51.889527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:51.889598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:52.002948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:52.003111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:52.003159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:52.003197] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:52.006511] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2025-11-27T19:58:52.006817] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-11-27T19:58:52.006958] [INFO ] [sig       ] STHO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:52.140990] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STHO.txt
[2025-11-27T19:58:52.141137] [INFO ] [sig       ] [3094/3661] Completed STHO in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.2m
[2025-11-27T19:58:52.141186] [INFO ] [sig       ] [3095/3661] Forecasting STI...
[2025-11-27T19:58:52.141322] [INFO ] [sig       ] Generating forecast for: STI
[2025-11-27T19:58:52.141369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-11-27T19:58:52.152446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-11-27T19:58:52.152805] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-11-27T19:58:52.153616] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-11-27T19:58:52.153679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:52.153721] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:52.153757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:52.153820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:52.209084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:52.209993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:52.210084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:52.210127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:52.326855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:52.327014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:52.327063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:52.327096] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:52.330339] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=65.53%)
[2025-11-27T19:58:52.330630] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-11-27T19:58:52.330762] [INFO ] [sig       ] STI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:52.468391] [INFO ] [LOCAL     ] Saved forecast: STI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STI.txt
[2025-11-27T19:58:52.468548] [INFO ] [sig       ] [3095/3661] Completed STI in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-11-27T19:58:52.468613] [INFO ] [sig       ] [3096/3661] Forecasting STIM...
[2025-11-27T19:58:52.468651] [INFO ] [sig       ] Generating forecast for: STIM
[2025-11-27T19:58:52.468699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-11-27T19:58:52.479135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-11-27T19:58:52.479498] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-11-27T19:58:52.480299] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-11-27T19:58:52.480374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:52.480453] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:52.480518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:52.480624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:52.536390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:52.537158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:52.537254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:52.537311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:52.658419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:52.658597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:52.658643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:52.658684] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:52.662004] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-11-27T19:58:52.662303] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-11-27T19:58:52.662469] [INFO ] [sig       ] STIM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:52.799884] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STIM.txt
[2025-11-27T19:58:52.800070] [INFO ] [sig       ] [3096/3661] Completed STIM in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-11-27T19:58:52.800128] [INFO ] [sig       ] [3097/3661] Forecasting STK...
[2025-11-27T19:58:52.800162] [INFO ] [sig       ] Generating forecast for: STK
[2025-11-27T19:58:52.800221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-11-27T19:58:52.810939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-11-27T19:58:52.811200] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-11-27T19:58:52.812015] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-11-27T19:58:52.812079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:52.812119] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:52.812155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:52.812219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:52.868777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:52.869397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:52.869488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:52.869531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:52.991176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:52.991349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:52.991399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:52.991438] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:52.994728] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-11-27T19:58:52.994999] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-11-27T19:58:52.995128] [INFO ] [sig       ] STK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:53.138866] [INFO ] [LOCAL     ] Saved forecast: STK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STK.txt
[2025-11-27T19:58:53.139095] [INFO ] [sig       ] [3097/3661] Completed STK in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-11-27T19:58:53.139188] [INFO ] [sig       ] [3098/3661] Forecasting STKH...
[2025-11-27T19:58:53.139253] [INFO ] [sig       ] Generating forecast for: STKH
[2025-11-27T19:58:53.139313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-11-27T19:58:53.152089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-11-27T19:58:53.152450] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-11-27T19:58:53.153326] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-11-27T19:58:53.153393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:53.153434] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:53.153472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:53.153537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:53.211956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:53.212836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:53.212930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:53.212970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:53.318066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:53.318260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:53.318316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:53.318351] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:53.321773] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=79.34%)
[2025-11-27T19:58:53.322062] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-11-27T19:58:53.322228] [INFO ] [sig       ] STKH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:53.466706] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STKH.txt
[2025-11-27T19:58:53.466860] [INFO ] [sig       ] [3098/3661] Completed STKH in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-11-27T19:58:53.466910] [INFO ] [sig       ] [3099/3661] Forecasting STKL...
[2025-11-27T19:58:53.466954] [INFO ] [sig       ] Generating forecast for: STKL
[2025-11-27T19:58:53.467019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-11-27T19:58:53.481672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-11-27T19:58:53.482080] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-11-27T19:58:53.483086] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-11-27T19:58:53.483161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:53.483212] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:53.483257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:53.483344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:53.545535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:53.546367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:53.546469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:53.546515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:53.672042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:53.672213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:53.672271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:53.672305] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:53.675615] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2025-11-27T19:58:53.675892] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-11-27T19:58:53.676033] [INFO ] [sig       ] STKL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:53.811839] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STKL.txt
[2025-11-27T19:58:53.811995] [INFO ] [sig       ] [3099/3661] Completed STKL in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-11-27T19:58:53.812045] [INFO ] [sig       ] [3100/3661] Forecasting STKS...
[2025-11-27T19:58:53.812081] [INFO ] [sig       ] Generating forecast for: STKS
[2025-11-27T19:58:53.812117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-11-27T19:58:53.825119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-11-27T19:58:53.825764] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-11-27T19:58:53.826864] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-11-27T19:58:53.826931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:53.826978] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:53.827018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:53.827085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:53.883845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:53.885101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:53.885215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:53.885264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:54.010784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:54.010965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:54.011035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:54.011076] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:54.014439] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-11-27T19:58:54.014743] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-11-27T19:58:54.014877] [INFO ] [sig       ] STKS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:54.157687] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STKS.txt
[2025-11-27T19:58:54.157869] [INFO ] [sig       ] [3100/3661] Completed STKS in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:54.157921] [INFO ] [sig       ] [3101/3661] Forecasting STLA...
[2025-11-27T19:58:54.157958] [INFO ] [sig       ] Generating forecast for: STLA
[2025-11-27T19:58:54.157997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-11-27T19:58:54.173654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-11-27T19:58:54.174146] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-11-27T19:58:54.175249] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-11-27T19:58:54.175329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:54.175384] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:54.175434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:54.175524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:54.236866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:54.237755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:54.237851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:54.237906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:54.352914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:54.353089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:54.353132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:54.353167] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:54.356459] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-11-27T19:58:54.356775] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-11-27T19:58:54.356919] [INFO ] [sig       ] STLA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:54.492545] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STLA.txt
[2025-11-27T19:58:54.492711] [INFO ] [sig       ] [3101/3661] Completed STLA in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:54.492761] [INFO ] [sig       ] [3102/3661] Forecasting STLD...
[2025-11-27T19:58:54.492794] [INFO ] [sig       ] Generating forecast for: STLD
[2025-11-27T19:58:54.492851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-11-27T19:58:54.509138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-11-27T19:58:54.509490] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-11-27T19:58:54.510271] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-11-27T19:58:54.510339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:54.510380] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:54.510416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:54.510478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:54.566158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:54.566990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:54.567090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:54.567133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:54.685136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:54.685317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:54.685366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:54.685403] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:54.688840] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=45.78%)
[2025-11-27T19:58:54.689137] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-11-27T19:58:54.689286] [INFO ] [sig       ] STLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:54.829172] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STLD.txt
[2025-11-27T19:58:54.829360] [INFO ] [sig       ] [3102/3661] Completed STLD in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:54.829419] [INFO ] [sig       ] [3103/3661] Forecasting STM...
[2025-11-27T19:58:54.829473] [INFO ] [sig       ] Generating forecast for: STM
[2025-11-27T19:58:54.829533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-11-27T19:58:54.840663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-11-27T19:58:54.840960] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-11-27T19:58:54.841809] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-11-27T19:58:54.841869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:54.841910] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:54.841944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:54.842008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:54.899847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:54.900686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:54.900779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:54.900821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:55.024910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:55.025086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:55.025137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:55.025175] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:55.028704] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-11-27T19:58:55.029027] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-11-27T19:58:55.029195] [INFO ] [sig       ] STM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:55.175001] [INFO ] [LOCAL     ] Saved forecast: STM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STM.txt
[2025-11-27T19:58:55.175153] [INFO ] [sig       ] [3103/3661] Completed STM in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:55.175208] [INFO ] [sig       ] [3104/3661] Forecasting STN...
[2025-11-27T19:58:55.175261] [INFO ] [sig       ] Generating forecast for: STN
[2025-11-27T19:58:55.175337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-11-27T19:58:55.187108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-11-27T19:58:55.187446] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-11-27T19:58:55.188279] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-11-27T19:58:55.188343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:55.188396] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:55.188434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:55.188496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:55.243853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:55.244752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:55.244842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:55.244888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:55.359916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:55.360083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:55.360133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:55.360171] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:55.363394] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-11-27T19:58:55.363683] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-11-27T19:58:55.363815] [INFO ] [sig       ] STN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:55.497468] [INFO ] [LOCAL     ] Saved forecast: STN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STN.txt
[2025-11-27T19:58:55.497656] [INFO ] [sig       ] [3104/3661] Completed STN in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:55.497710] [INFO ] [sig       ] [3105/3661] Forecasting STNE...
[2025-11-27T19:58:55.497757] [INFO ] [sig       ] Generating forecast for: STNE
[2025-11-27T19:58:55.497823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-11-27T19:58:55.508330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-11-27T19:58:55.508641] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-11-27T19:58:55.509418] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-11-27T19:58:55.509481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:55.509523] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:55.509561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:55.509645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:55.564977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:55.565689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:55.565775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:55.565816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:55.693951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:55.694109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:55.694157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:55.694192] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:55.697414] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2025-11-27T19:58:55.697704] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-11-27T19:58:55.697832] [INFO ] [sig       ] STNE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:55.833914] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STNE.txt
[2025-11-27T19:58:55.834110] [INFO ] [sig       ] [3105/3661] Completed STNE in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:55.834167] [INFO ] [sig       ] [3106/3661] Forecasting STOK...
[2025-11-27T19:58:55.834235] [INFO ] [sig       ] Generating forecast for: STOK
[2025-11-27T19:58:55.834276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-11-27T19:58:55.844854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-11-27T19:58:55.845185] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-11-27T19:58:55.845972] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-11-27T19:58:55.846033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:55.846074] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:55.846109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:55.846171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:55.901687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:55.902509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:55.902617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:55.902660] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:56.030097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:56.030287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:56.030336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:56.030374] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:56.033706] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=55.70%)
[2025-11-27T19:58:56.033980] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-11-27T19:58:56.034109] [INFO ] [sig       ] STOK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:56.170119] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STOK.txt
[2025-11-27T19:58:56.170274] [INFO ] [sig       ] [3106/3661] Completed STOK in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:56.170333] [INFO ] [sig       ] [3107/3661] Forecasting STRA...
[2025-11-27T19:58:56.170380] [INFO ] [sig       ] Generating forecast for: STRA
[2025-11-27T19:58:56.170425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-11-27T19:58:56.181139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-11-27T19:58:56.181451] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-11-27T19:58:56.182261] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-11-27T19:58:56.182327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:56.182379] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:56.182425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:56.182504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:56.238425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:56.239080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:56.239169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:56.239205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:56.358851] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:56.359006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:56.359053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:56.359089] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:56.362307] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-11-27T19:58:56.362623] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-11-27T19:58:56.362757] [INFO ] [sig       ] STRA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:56.501792] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STRA.txt
[2025-11-27T19:58:56.501966] [INFO ] [sig       ] [3107/3661] Completed STRA in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:56.502021] [INFO ] [sig       ] [3108/3661] Forecasting STRL...
[2025-11-27T19:58:56.502075] [INFO ] [sig       ] Generating forecast for: STRL
[2025-11-27T19:58:56.502127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-11-27T19:58:56.513311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-11-27T19:58:56.513612] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-11-27T19:58:56.514419] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-11-27T19:58:56.514490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:56.514550] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:56.514628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:56.514726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:56.570152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:56.571048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:56.571156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:56.571221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:56.692191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:56.692366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:56.692426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:56.692473] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:56.695760] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-11-27T19:58:56.696040] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-11-27T19:58:56.696170] [INFO ] [sig       ] STRL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:56.833885] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STRL.txt
[2025-11-27T19:58:56.834046] [INFO ] [sig       ] [3108/3661] Completed STRL in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:56.834096] [INFO ] [sig       ] [3109/3661] Forecasting STRS...
[2025-11-27T19:58:56.834136] [INFO ] [sig       ] Generating forecast for: STRS
[2025-11-27T19:58:56.834175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-11-27T19:58:56.843522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-11-27T19:58:56.843782] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-11-27T19:58:56.844528] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-11-27T19:58:56.844610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:56.844651] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:56.844688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:56.844753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:56.904423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:56.905185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:56.905280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:56.905324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:56.997939] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:56.998096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:56.998162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:56.998204] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:57.001464] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-11-27T19:58:57.001758] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-11-27T19:58:57.001886] [INFO ] [sig       ] STRS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:57.146587] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STRS.txt
[2025-11-27T19:58:57.146745] [INFO ] [sig       ] [3109/3661] Completed STRS in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:57.146795] [INFO ] [sig       ] [3110/3661] Forecasting STSS...
[2025-11-27T19:58:57.146833] [INFO ] [sig       ] Generating forecast for: STSS
[2025-11-27T19:58:57.146871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-11-27T19:58:57.157685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-11-27T19:58:57.158016] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-11-27T19:58:57.158830] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-11-27T19:58:57.158892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:57.158932] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:57.158968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:57.159031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:57.215463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:57.216136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:57.216225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:57.216264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:57.332214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:57.332389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:57.332448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:57.332494] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:57.335872] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-11-27T19:58:57.336158] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-11-27T19:58:57.336291] [INFO ] [sig       ] STSS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:57.486652] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STSS.txt
[2025-11-27T19:58:57.486827] [INFO ] [sig       ] [3110/3661] Completed STSS in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:57.486877] [INFO ] [sig       ] [3111/3661] Forecasting STTK...
[2025-11-27T19:58:57.486918] [INFO ] [sig       ] Generating forecast for: STTK
[2025-11-27T19:58:57.486956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-11-27T19:58:57.498502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-11-27T19:58:57.498835] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-11-27T19:58:57.499613] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-11-27T19:58:57.499675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:57.499716] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:57.499752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:57.499816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:57.556629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:57.557446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:57.557553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:57.557627] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:57.678839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:57.679014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:57.679073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:57.679127] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:57.682519] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-11-27T19:58:57.682829] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-11-27T19:58:57.682965] [INFO ] [sig       ] STTK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:57.824041] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STTK.txt
[2025-11-27T19:58:57.824207] [INFO ] [sig       ] [3111/3661] Completed STTK in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:57.824258] [INFO ] [sig       ] [3112/3661] Forecasting STVN...
[2025-11-27T19:58:57.824293] [INFO ] [sig       ] Generating forecast for: STVN
[2025-11-27T19:58:57.824330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-11-27T19:58:57.835369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-11-27T19:58:57.835768] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-11-27T19:58:57.836533] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-11-27T19:58:57.836613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:57.836655] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:57.836693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:57.836758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:57.893612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:57.894456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:57.894551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:57.894618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:58.013054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:58.013223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:58.013276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:58.013314] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:58.016685] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=40.85%)
[2025-11-27T19:58:58.016972] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-11-27T19:58:58.017108] [INFO ] [sig       ] STVN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:58.166655] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STVN.txt
[2025-11-27T19:58:58.166840] [INFO ] [sig       ] [3112/3661] Completed STVN in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.1m
[2025-11-27T19:58:58.166912] [INFO ] [sig       ] [3113/3661] Forecasting STWD...
[2025-11-27T19:58:58.166973] [INFO ] [sig       ] Generating forecast for: STWD
[2025-11-27T19:58:58.167033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-11-27T19:58:58.178509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-11-27T19:58:58.178844] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-11-27T19:58:58.179694] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-11-27T19:58:58.179760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:58.179804] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:58.179841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:58.179906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:58.236935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:58.237671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:58.237774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:58.237834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:58.353737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:58.353899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:58.353946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:58.353981] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:58.357191] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=79.68%)
[2025-11-27T19:58:58.357472] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-11-27T19:58:58.357618] [INFO ] [sig       ] STWD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:58.495649] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STWD.txt
[2025-11-27T19:58:58.495804] [INFO ] [sig       ] [3113/3661] Completed STWD in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-11-27T19:58:58.495857] [INFO ] [sig       ] [3114/3661] Forecasting STX...
[2025-11-27T19:58:58.495913] [INFO ] [sig       ] Generating forecast for: STX
[2025-11-27T19:58:58.495959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-11-27T19:58:58.506922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-11-27T19:58:58.507235] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-11-27T19:58:58.508063] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-11-27T19:58:58.508155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:58.508201] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:58.508239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:58.508302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:58.565329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:58.566008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:58.566113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:58.566158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:58.687022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:58.687180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:58.687227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:58.687263] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:58.690538] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=27.08%)
[2025-11-27T19:58:58.690839] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-11-27T19:58:58.690971] [INFO ] [sig       ] STX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:58.828716] [INFO ] [LOCAL     ] Saved forecast: STX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STX.txt
[2025-11-27T19:58:58.828892] [INFO ] [sig       ] [3114/3661] Completed STX in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-11-27T19:58:58.828943] [INFO ] [sig       ] [3115/3661] Forecasting STXE...
[2025-11-27T19:58:58.828980] [INFO ] [sig       ] Generating forecast for: STXE
[2025-11-27T19:58:58.829016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-11-27T19:58:58.839893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-11-27T19:58:58.840250] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-11-27T19:58:58.841283] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-11-27T19:58:58.841354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:58.841415] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:58.841486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:58.841604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:58.897263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:58.898183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:58.898280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:58.898336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:59.009970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:59.010163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:59.010232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:59.010282] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:59.013531] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2025-11-27T19:58:59.013836] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-11-27T19:58:59.013978] [INFO ] [sig       ] STXE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:59.149835] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STXE.txt
[2025-11-27T19:58:59.149999] [INFO ] [sig       ] [3115/3661] Completed STXE in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-11-27T19:58:59.150065] [INFO ] [sig       ] [3116/3661] Forecasting STXG...
[2025-11-27T19:58:59.150123] [INFO ] [sig       ] Generating forecast for: STXG
[2025-11-27T19:58:59.150199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-11-27T19:58:59.161106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-11-27T19:58:59.161474] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-11-27T19:58:59.162303] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-11-27T19:58:59.162374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:59.162444] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:59.162513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:59.162635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:59.222182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:59.223084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:59.223194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:59.223258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:59.330852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:59.331033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:59.331096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:59.331150] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:59.334447] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-11-27T19:58:59.334811] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-11-27T19:58:59.334984] [INFO ] [sig       ] STXG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:58:59.470680] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/STXG.txt
[2025-11-27T19:58:59.470862] [INFO ] [sig       ] [3116/3661] Completed STXG in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-11-27T19:58:59.470943] [INFO ] [sig       ] [3117/3661] Forecasting STZ...
[2025-11-27T19:58:59.471022] [INFO ] [sig       ] Generating forecast for: STZ
[2025-11-27T19:58:59.471086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-11-27T19:58:59.482176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STZ'.
[2025-11-27T19:58:59.482470] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-11-27T19:58:59.483291] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-11-27T19:58:59.483363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:59.483425] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:59.483482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:59.483598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:59.543736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:59.544494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:59.544615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:59.544679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:59.665040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:59.665206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:59.665273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:59.665339] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:59.668780] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: UP (p=57.40%)
[2025-11-27T19:58:59.669101] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-11-27T19:58:59.669267] [INFO ] [sig       ] STZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:58:59.805659] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/STZ.txt
[2025-11-27T19:58:59.805816] [INFO ] [sig       ] [3117/3661] Completed STZ in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-11-27T19:58:59.805883] [INFO ] [sig       ] [3118/3661] Forecasting SUI...
[2025-11-27T19:58:59.805945] [INFO ] [sig       ] Generating forecast for: SUI
[2025-11-27T19:58:59.806025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-11-27T19:58:59.819523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-11-27T19:58:59.819860] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-11-27T19:58:59.820675] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-11-27T19:58:59.820737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:58:59.820793] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:58:59.820849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:58:59.820955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:58:59.878610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:58:59.879320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:58:59.879422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:58:59.879492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:58:59.994248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:58:59.994422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:58:59.994490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:58:59.994554] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:58:59.997883] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-11-27T19:58:59.998216] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-11-27T19:58:59.998380] [INFO ] [sig       ] SUI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:00.136893] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SUI.txt
[2025-11-27T19:59:00.137063] [INFO ] [sig       ] [3118/3661] Completed SUI in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:00.137155] [INFO ] [sig       ] [3119/3661] Forecasting SUN...
[2025-11-27T19:59:00.137213] [INFO ] [sig       ] Generating forecast for: SUN
[2025-11-27T19:59:00.137294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-11-27T19:59:00.147836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-11-27T19:59:00.148205] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-11-27T19:59:00.149057] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-11-27T19:59:00.149122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:00.149166] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:00.149205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:00.149271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:00.204452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:00.205340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:00.205435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:00.205483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:00.321152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:00.321311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:00.321358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:00.321396] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:00.324618] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-11-27T19:59:00.324894] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-11-27T19:59:00.325025] [INFO ] [sig       ] SUN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:00.463671] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SUN.txt
[2025-11-27T19:59:00.463837] [INFO ] [sig       ] [3119/3661] Completed SUN in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:00.463885] [INFO ] [sig       ] [3120/3661] Forecasting SUNS...
[2025-11-27T19:59:00.463921] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-11-27T19:59:00.463958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-11-27T19:59:00.475075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-11-27T19:59:00.475373] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-11-27T19:59:00.476198] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-11-27T19:59:00.476268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:00.476328] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:00.476377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:00.476470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:00.532054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:00.532768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:00.532867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:00.532923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:00.653925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:00.654122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:00.654185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:00.654236] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:00.657696] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2025-11-27T19:59:00.657990] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-11-27T19:59:00.658165] [INFO ] [sig       ] SUNS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:00.795637] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SUNS.txt
[2025-11-27T19:59:00.795811] [INFO ] [sig       ] [3120/3661] Completed SUNS in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:00.795877] [INFO ] [sig       ] [3121/3661] Forecasting SUPN...
[2025-11-27T19:59:00.795930] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-11-27T19:59:00.796003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-11-27T19:59:00.807142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-11-27T19:59:00.807438] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-11-27T19:59:00.808324] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-11-27T19:59:00.808393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:00.808438] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:00.808480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:00.808549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:00.866099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:00.867116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:00.867213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:00.867258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:00.993184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:00.993372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:00.993428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:00.993478] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:00.996857] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-11-27T19:59:00.997148] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-11-27T19:59:00.997804] [INFO ] [sig       ] SUPN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:01.137887] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SUPN.txt
[2025-11-27T19:59:01.138041] [INFO ] [sig       ] [3121/3661] Completed SUPN in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:01.138093] [INFO ] [sig       ] [3122/3661] Forecasting SURG...
[2025-11-27T19:59:01.138152] [INFO ] [sig       ] Generating forecast for: SURG
[2025-11-27T19:59:01.138192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-11-27T19:59:01.149632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-11-27T19:59:01.149990] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-11-27T19:59:01.150824] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-11-27T19:59:01.150888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:01.150930] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:01.150966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:01.151030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:01.206596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:01.207382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:01.207471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:01.207508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:01.324969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:01.325104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:01.325152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:01.325190] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:01.328555] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=17.59%)
[2025-11-27T19:59:01.328870] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-11-27T19:59:01.329009] [INFO ] [sig       ] SURG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:01.467726] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SURG.txt
[2025-11-27T19:59:01.467911] [INFO ] [sig       ] [3122/3661] Completed SURG in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:01.467961] [INFO ] [sig       ] [3123/3661] Forecasting SUSB...
[2025-11-27T19:59:01.468008] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-11-27T19:59:01.468054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-11-27T19:59:01.478825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-11-27T19:59:01.479105] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-11-27T19:59:01.479876] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-11-27T19:59:01.479937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:01.479978] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:01.480013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:01.480078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:01.535824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:01.536432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:01.536519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:01.536560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:01.655812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:01.655993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:01.656045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:01.656083] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:01.659338] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-11-27T19:59:01.659634] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-11-27T19:59:01.659763] [INFO ] [sig       ] SUSB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:01.797073] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SUSB.txt
[2025-11-27T19:59:01.797254] [INFO ] [sig       ] [3123/3661] Completed SUSB in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:01.797304] [INFO ] [sig       ] [3124/3661] Forecasting SUSC...
[2025-11-27T19:59:01.797359] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-11-27T19:59:01.797395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-11-27T19:59:01.808616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-11-27T19:59:01.808988] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-11-27T19:59:01.809810] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-11-27T19:59:01.809874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:01.809914] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:01.809950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:01.810014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:01.866231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:01.867172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:01.867289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:01.867353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:02.010032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:02.010275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:02.010363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:02.010438] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:02.015780] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-11-27T19:59:02.016327] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-11-27T19:59:02.016536] [INFO ] [sig       ] SUSC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:02.213869] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SUSC.txt
[2025-11-27T19:59:02.214030] [INFO ] [sig       ] [3124/3661] Completed SUSC in 0.4s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:02.214079] [INFO ] [sig       ] [3125/3661] Forecasting SUSL...
[2025-11-27T19:59:02.214115] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-11-27T19:59:02.214155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-11-27T19:59:02.225280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-11-27T19:59:02.225611] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-11-27T19:59:02.226385] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-11-27T19:59:02.226447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:02.226488] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:02.226528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:02.226612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:02.281757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:02.282445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:02.282538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:02.282600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:02.395485] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:02.395653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:02.395702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:02.395738] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:02.398973] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-11-27T19:59:02.399244] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-11-27T19:59:02.399382] [INFO ] [sig       ] SUSL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:02.539752] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SUSL.txt
[2025-11-27T19:59:02.539915] [INFO ] [sig       ] [3125/3661] Completed SUSL in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:02.539967] [INFO ] [sig       ] [3126/3661] Forecasting SUUN...
[2025-11-27T19:59:02.540004] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-11-27T19:59:02.540063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-11-27T19:59:02.551468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-11-27T19:59:02.551877] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-11-27T19:59:02.552691] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-11-27T19:59:02.552753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:02.552795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:02.552831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:02.552907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:02.609696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:02.610519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:02.610635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:02.610685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:02.732718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:02.732893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:02.732941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:02.732974] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:02.736337] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-11-27T19:59:02.736660] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-11-27T19:59:02.736795] [INFO ] [sig       ] SUUN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:02.877074] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SUUN.txt
[2025-11-27T19:59:02.877238] [INFO ] [sig       ] [3126/3661] Completed SUUN in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:02.877295] [INFO ] [sig       ] [3127/3661] Forecasting SUZ...
[2025-11-27T19:59:02.877340] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-11-27T19:59:02.877395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-11-27T19:59:02.887898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-11-27T19:59:02.888290] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-11-27T19:59:02.889090] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-11-27T19:59:02.889153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:02.889193] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:02.889228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:02.889300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:02.945941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:02.946738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:02.946826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:02.946868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:03.069288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:03.069464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:03.069513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:03.069549] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:03.072778] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-11-27T19:59:03.073077] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-11-27T19:59:03.073218] [INFO ] [sig       ] SUZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:03.211614] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SUZ.txt
[2025-11-27T19:59:03.211788] [INFO ] [sig       ] [3127/3661] Completed SUZ in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:03.211838] [INFO ] [sig       ] [3128/3661] Forecasting SVC...
[2025-11-27T19:59:03.211879] [INFO ] [sig       ] Generating forecast for: SVC
[2025-11-27T19:59:03.211917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-11-27T19:59:03.223446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-11-27T19:59:03.223782] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-11-27T19:59:03.224544] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-11-27T19:59:03.224632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:03.224675] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:03.224712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:03.224775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:03.279871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:03.280506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:03.280610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:03.280655] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:03.401179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:03.401345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:03.401409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:03.401465] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:03.404715] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-11-27T19:59:03.405009] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-11-27T19:59:03.405170] [INFO ] [sig       ] SVC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:03.542200] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SVC.txt
[2025-11-27T19:59:03.542363] [INFO ] [sig       ] [3128/3661] Completed SVC in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:03.542443] [INFO ] [sig       ] [3129/3661] Forecasting SVCO...
[2025-11-27T19:59:03.542504] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-11-27T19:59:03.542601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-11-27T19:59:03.553352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-11-27T19:59:03.553688] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-11-27T19:59:03.554493] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-11-27T19:59:03.554559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:03.554642] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:03.554700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:03.554797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:03.609959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:03.610631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:03.610727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:03.610789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:03.729103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:03.729281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:03.729357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:03.729416] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:03.732659] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-11-27T19:59:03.732963] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-11-27T19:59:03.733111] [INFO ] [sig       ] SVCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:03.868942] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SVCO.txt
[2025-11-27T19:59:03.869104] [INFO ] [sig       ] [3129/3661] Completed SVCO in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:03.869182] [INFO ] [sig       ] [3130/3661] Forecasting SVRA...
[2025-11-27T19:59:03.869242] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-11-27T19:59:03.869316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-11-27T19:59:03.880233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-11-27T19:59:03.880555] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-11-27T19:59:03.881379] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-11-27T19:59:03.881445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:03.881489] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:03.881527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:03.881619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:03.938283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:03.938927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:03.939016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:03.939061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:04.078183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:04.078353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:04.078410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:04.078451] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:04.081856] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2025-11-27T19:59:04.082153] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-11-27T19:59:04.082292] [INFO ] [sig       ] SVRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:04.219100] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SVRA.txt
[2025-11-27T19:59:04.219251] [INFO ] [sig       ] [3130/3661] Completed SVRA in 0.4s | 2.99 sym/s | Total: 17.4m | ETA: 3.0m
[2025-11-27T19:59:04.219300] [INFO ] [sig       ] [3131/3661] Forecasting SWBI...
[2025-11-27T19:59:04.219339] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-11-27T19:59:04.219378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-11-27T19:59:04.231004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-11-27T19:59:04.231295] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-11-27T19:59:04.232127] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-11-27T19:59:04.232190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:04.232231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:04.232269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:04.232334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:04.289001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:04.289641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:04.289728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:04.289772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:04.409167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:04.409332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:04.409382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:04.409422] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:04.412857] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-11-27T19:59:04.413138] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-11-27T19:59:04.413269] [INFO ] [sig       ] SWBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:04.555007] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SWBI.txt
[2025-11-27T19:59:04.555174] [INFO ] [sig       ] [3131/3661] Completed SWBI in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-11-27T19:59:04.555239] [INFO ] [sig       ] [3132/3661] Forecasting SWIM...
[2025-11-27T19:59:04.555278] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-11-27T19:59:04.555327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-11-27T19:59:04.566106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-11-27T19:59:04.566405] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-11-27T19:59:04.567189] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-11-27T19:59:04.567254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:04.567305] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:04.567352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:04.567420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:04.624024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:04.624728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:04.624817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:04.624864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:04.740459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:04.740649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:04.740710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:04.740753] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:04.743972] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-11-27T19:59:04.744249] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-11-27T19:59:04.744377] [INFO ] [sig       ] SWIM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:04.882191] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SWIM.txt
[2025-11-27T19:59:04.882338] [INFO ] [sig       ] [3132/3661] Completed SWIM in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-11-27T19:59:04.882387] [INFO ] [sig       ] [3133/3661] Forecasting SWK...
[2025-11-27T19:59:04.882429] [INFO ] [sig       ] Generating forecast for: SWK
[2025-11-27T19:59:04.882478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-11-27T19:59:04.893261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-11-27T19:59:04.893538] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-11-27T19:59:04.894326] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-11-27T19:59:04.894388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:04.894429] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:04.894464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:04.894528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:04.950138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:04.950867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:04.950958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:04.951001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:05.068861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:05.069038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:05.069114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:05.069171] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:05.072595] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-11-27T19:59:05.072927] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-11-27T19:59:05.073090] [INFO ] [sig       ] SWK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:05.263261] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SWK.txt
[2025-11-27T19:59:05.263443] [INFO ] [sig       ] [3133/3661] Completed SWK in 0.4s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-11-27T19:59:05.263498] [INFO ] [sig       ] [3134/3661] Forecasting SWKH...
[2025-11-27T19:59:05.263540] [INFO ] [sig       ] Generating forecast for: SWKH
[2025-11-27T19:59:05.263654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKH' from 'https://tdm.silogroup.org/data/derivative_storage/SWKH.csv'.
[2025-11-27T19:59:05.275279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKH'.
[2025-11-27T19:59:05.275719] [INFO ] [FORECASTER] Starting predict_future for SWKH
[2025-11-27T19:59:05.276535] [DEBUG] [LOCAL     ] No optimal features file found for SWKH: ./output/feature-sets/SWKH.txt
[2025-11-27T19:59:05.276619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:05.276670] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:05.276709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:05.276787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:05.333461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:05.334356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:05.334450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:05.334498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:05.438335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:05.438505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:05.438563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:05.438633] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:05.441989] [DEBUG] [FORECASTER] SWKH: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-11-27T19:59:05.442280] [INFO ] [FORECASTER] Completed predict_future for SWKH
[2025-11-27T19:59:05.442422] [INFO ] [sig       ] SWKH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:05.578289] [INFO ] [LOCAL     ] Saved forecast: SWKH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SWKH.txt
[2025-11-27T19:59:05.578444] [INFO ] [sig       ] [3134/3661] Completed SWKH in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-11-27T19:59:05.578498] [INFO ] [sig       ] [3135/3661] Forecasting SWKS...
[2025-11-27T19:59:05.578535] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-11-27T19:59:05.578609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-11-27T19:59:05.589785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-11-27T19:59:05.590135] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-11-27T19:59:05.590929] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-11-27T19:59:05.590991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:05.591032] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:05.591066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:05.591131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:05.646164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:05.647040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:05.647135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:05.647180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:05.770065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:05.770245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:05.770311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:05.770348] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:05.773610] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=69.04%)
[2025-11-27T19:59:05.773896] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-11-27T19:59:05.774036] [INFO ] [sig       ] SWKS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:05.914650] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SWKS.txt
[2025-11-27T19:59:05.914835] [INFO ] [sig       ] [3135/3661] Completed SWKS in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-11-27T19:59:05.914885] [INFO ] [sig       ] [3136/3661] Forecasting SWVL...
[2025-11-27T19:59:05.914926] [INFO ] [sig       ] Generating forecast for: SWVL
[2025-11-27T19:59:05.914964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWVL' from 'https://tdm.silogroup.org/data/derivative_storage/SWVL.csv'.
[2025-11-27T19:59:05.924766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWVL'.
[2025-11-27T19:59:05.925065] [INFO ] [FORECASTER] Starting predict_future for SWVL
[2025-11-27T19:59:05.925850] [DEBUG] [LOCAL     ] No optimal features file found for SWVL: ./output/feature-sets/SWVL.txt
[2025-11-27T19:59:05.925923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:05.925962] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:05.925996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:05.926063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:05.981322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:05.982063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:05.982161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:05.982234] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:06.081901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:06.082069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:06.082119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:06.082156] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:06.085516] [DEBUG] [FORECASTER] SWVL: Forecast T+1@11:T+2@11: UP (p=91.25%)
[2025-11-27T19:59:06.085823] [INFO ] [FORECASTER] Completed predict_future for SWVL
[2025-11-27T19:59:06.085967] [INFO ] [sig       ] SWVL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:06.220387] [INFO ] [LOCAL     ] Saved forecast: SWVL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SWVL.txt
[2025-11-27T19:59:06.220528] [INFO ] [sig       ] [3136/3661] Completed SWVL in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:06.220591] [INFO ] [sig       ] [3137/3661] Forecasting SWX...
[2025-11-27T19:59:06.220627] [INFO ] [sig       ] Generating forecast for: SWX
[2025-11-27T19:59:06.220664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-11-27T19:59:06.231252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-11-27T19:59:06.231526] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-11-27T19:59:06.232319] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-11-27T19:59:06.232381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:06.232422] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:06.232459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:06.232524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:06.289781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:06.290602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:06.290691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:06.290736] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:06.408467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:06.408655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:06.408718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:06.408758] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:06.412029] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-11-27T19:59:06.412306] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-11-27T19:59:06.412438] [INFO ] [sig       ] SWX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:06.547715] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SWX.txt
[2025-11-27T19:59:06.547853] [INFO ] [sig       ] [3137/3661] Completed SWX in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:06.547901] [INFO ] [sig       ] [3138/3661] Forecasting SWZ...
[2025-11-27T19:59:06.547939] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-11-27T19:59:06.547975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-11-27T19:59:06.558494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-11-27T19:59:06.558841] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-11-27T19:59:06.559611] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-11-27T19:59:06.559675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:06.559716] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:06.559751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:06.559814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:06.616124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:06.616808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:06.616895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:06.616938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:06.726583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:06.726740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:06.726789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:06.726822] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:06.730052] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-11-27T19:59:06.730325] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-11-27T19:59:06.730456] [INFO ] [sig       ] SWZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:06.865948] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SWZ.txt
[2025-11-27T19:59:06.866096] [INFO ] [sig       ] [3138/3661] Completed SWZ in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:06.866145] [INFO ] [sig       ] [3139/3661] Forecasting SXC...
[2025-11-27T19:59:06.866191] [INFO ] [sig       ] Generating forecast for: SXC
[2025-11-27T19:59:06.866251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-11-27T19:59:06.876848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-11-27T19:59:06.877148] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-11-27T19:59:06.877928] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-11-27T19:59:06.877989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:06.878040] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:06.878077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:06.878171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:06.934626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:06.935298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:06.935389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:06.935432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:07.055308] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:07.055469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:07.055515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:07.055550] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:07.058868] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-11-27T19:59:07.059149] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-11-27T19:59:07.059283] [INFO ] [sig       ] SXC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:07.195539] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SXC.txt
[2025-11-27T19:59:07.195732] [INFO ] [sig       ] [3139/3661] Completed SXC in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:07.195810] [INFO ] [sig       ] [3140/3661] Forecasting SXI...
[2025-11-27T19:59:07.195869] [INFO ] [sig       ] Generating forecast for: SXI
[2025-11-27T19:59:07.195949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-11-27T19:59:07.206837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-11-27T19:59:07.207171] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-11-27T19:59:07.207996] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-11-27T19:59:07.208067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:07.208141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:07.208199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:07.208297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:07.266087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:07.266875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:07.266975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:07.267037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:07.386594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:07.386777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:07.386827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:07.386867] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:07.390379] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-11-27T19:59:07.390688] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-11-27T19:59:07.390823] [INFO ] [sig       ] SXI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:07.525171] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SXI.txt
[2025-11-27T19:59:07.525330] [INFO ] [sig       ] [3140/3661] Completed SXI in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:07.525378] [INFO ] [sig       ] [3141/3661] Forecasting SXTC...
[2025-11-27T19:59:07.525417] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-11-27T19:59:07.525453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-11-27T19:59:07.536082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-11-27T19:59:07.536424] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-11-27T19:59:07.537214] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-11-27T19:59:07.537277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:07.537318] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:07.537353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:07.537420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:07.592685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:07.593375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:07.593461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:07.593504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:07.710050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:07.710213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:07.710261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:07.710299] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:07.713511] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-11-27T19:59:07.713803] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-11-27T19:59:07.713933] [INFO ] [sig       ] SXTC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:07.851768] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SXTC.txt
[2025-11-27T19:59:07.851943] [INFO ] [sig       ] [3141/3661] Completed SXTC in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:07.852014] [INFO ] [sig       ] [3142/3661] Forecasting SY...
[2025-11-27T19:59:07.852057] [INFO ] [sig       ] Generating forecast for: SY
[2025-11-27T19:59:07.852095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-11-27T19:59:07.865280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-11-27T19:59:07.865686] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-11-27T19:59:07.866518] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-11-27T19:59:07.866603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:07.866646] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:07.866684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:07.866748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:07.925873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:07.926703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:07.926797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:07.926841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:08.046683] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:08.046858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:08.046914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:08.046953] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:08.050313] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-11-27T19:59:08.050617] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-11-27T19:59:08.050755] [INFO ] [sig       ] SY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:08.240310] [INFO ] [LOCAL     ] Saved forecast: SY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SY.txt
[2025-11-27T19:59:08.240475] [INFO ] [sig       ] [3142/3661] Completed SY in 0.4s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:08.240530] [INFO ] [sig       ] [3143/3661] Forecasting SYF...
[2025-11-27T19:59:08.240616] [INFO ] [sig       ] Generating forecast for: SYF
[2025-11-27T19:59:08.240659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-11-27T19:59:08.253036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-11-27T19:59:08.253389] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-11-27T19:59:08.254251] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-11-27T19:59:08.254317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:08.254361] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:08.254397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:08.254462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:08.313852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:08.314738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:08.314833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:08.314879] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:08.448885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:08.449054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:08.449131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:08.449185] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:08.453094] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-11-27T19:59:08.453410] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-11-27T19:59:08.453598] [INFO ] [sig       ] SYF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:08.608048] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SYF.txt
[2025-11-27T19:59:08.608287] [INFO ] [sig       ] [3143/3661] Completed SYF in 0.4s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:08.608385] [INFO ] [sig       ] [3144/3661] Forecasting SYK...
[2025-11-27T19:59:08.608430] [INFO ] [sig       ] Generating forecast for: SYK
[2025-11-27T19:59:08.608464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-11-27T19:59:08.622003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-11-27T19:59:08.622437] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-11-27T19:59:08.623459] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-11-27T19:59:08.623535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:08.623606] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:08.623675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:08.623767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:08.689321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:08.690360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:08.690480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:08.690534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:08.820292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:08.820472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:08.820525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:08.820566] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:08.823965] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-11-27T19:59:08.824312] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-11-27T19:59:08.824475] [INFO ] [sig       ] SYK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:09.026937] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SYK.txt
[2025-11-27T19:59:09.027188] [INFO ] [sig       ] [3144/3661] Completed SYK in 0.4s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:09.027249] [INFO ] [sig       ] [3145/3661] Forecasting SYM...
[2025-11-27T19:59:09.027297] [INFO ] [sig       ] Generating forecast for: SYM
[2025-11-27T19:59:09.027341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-11-27T19:59:09.043981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-11-27T19:59:09.045233] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-11-27T19:59:09.046560] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-11-27T19:59:09.046652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:09.046698] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:09.046736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:09.046803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:09.117102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:09.118235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:09.118348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:09.118401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:09.279856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:09.280059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:09.280138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:09.280203] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:09.285087] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-11-27T19:59:09.285490] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-11-27T19:59:09.285703] [INFO ] [sig       ] SYM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:09.478343] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SYM.txt
[2025-11-27T19:59:09.478540] [INFO ] [sig       ] [3145/3661] Completed SYM in 0.5s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:09.478628] [INFO ] [sig       ] [3146/3661] Forecasting SYNA...
[2025-11-27T19:59:09.478672] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-11-27T19:59:09.478709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-11-27T19:59:09.493404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-11-27T19:59:09.493878] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-11-27T19:59:09.495023] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-11-27T19:59:09.495109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:09.495177] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:09.495244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:09.495355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:09.582396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:09.583750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:09.583871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:09.583939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:09.722738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:09.722913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:09.722969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:09.723028] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:09.726383] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=65.24%)
[2025-11-27T19:59:09.726716] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-11-27T19:59:09.726863] [INFO ] [sig       ] SYNA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:09.870111] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SYNA.txt
[2025-11-27T19:59:09.870278] [INFO ] [sig       ] [3146/3661] Completed SYNA in 0.4s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:09.870328] [INFO ] [sig       ] [3147/3661] Forecasting SYRE...
[2025-11-27T19:59:09.870391] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-11-27T19:59:09.870434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-11-27T19:59:09.883078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-11-27T19:59:09.883362] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-11-27T19:59:09.884151] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-11-27T19:59:09.884216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:09.884259] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:09.884297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:09.884364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:09.939089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:09.939705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:09.939795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:09.939844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:10.063951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:10.064118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:10.064171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:10.064211] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:10.067444] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-11-27T19:59:10.067738] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-11-27T19:59:10.067869] [INFO ] [sig       ] SYRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:10.202143] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/SYRE.txt
[2025-11-27T19:59:10.202277] [INFO ] [sig       ] [3147/3661] Completed SYRE in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:10.202327] [INFO ] [sig       ] [3148/3661] Forecasting SYY...
[2025-11-27T19:59:10.202367] [INFO ] [sig       ] Generating forecast for: SYY
[2025-11-27T19:59:10.202407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-11-27T19:59:10.215966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-11-27T19:59:10.216475] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-11-27T19:59:10.217345] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-11-27T19:59:10.217412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:10.217456] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:10.217494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:10.217559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:10.275773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:10.276795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:10.276909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:10.276975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:10.407826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:10.408069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:10.408165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:10.408217] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:10.411887] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-11-27T19:59:10.412176] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-11-27T19:59:10.412317] [INFO ] [sig       ] SYY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:10.550413] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/SYY.txt
[2025-11-27T19:59:10.550623] [INFO ] [sig       ] [3148/3661] Completed SYY in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:10.550686] [INFO ] [sig       ] [3149/3661] Forecasting TAC...
[2025-11-27T19:59:10.550735] [INFO ] [sig       ] Generating forecast for: TAC
[2025-11-27T19:59:10.550776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-11-27T19:59:10.561867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-11-27T19:59:10.562154] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-11-27T19:59:10.562934] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-11-27T19:59:10.562996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:10.563036] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:10.563072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:10.563135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:10.619831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:10.620517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:10.620624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:10.620670] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:10.736497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:10.736687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:10.736742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:10.736776] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:10.740000] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-11-27T19:59:10.740270] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-11-27T19:59:10.740409] [INFO ] [sig       ] TAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:10.883243] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TAC.txt
[2025-11-27T19:59:10.883442] [INFO ] [sig       ] [3149/3661] Completed TAC in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.9m
[2025-11-27T19:59:10.883497] [INFO ] [sig       ] [3150/3661] Forecasting TAK...
[2025-11-27T19:59:10.883558] [INFO ] [sig       ] Generating forecast for: TAK
[2025-11-27T19:59:10.883614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-11-27T19:59:10.894902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-11-27T19:59:10.895210] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-11-27T19:59:10.895989] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-11-27T19:59:10.896053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:10.896095] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:10.896134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:10.896212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:10.950772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:10.951617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:10.951707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:10.951748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:11.067055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:11.067234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:11.067281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:11.067320] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:11.070568] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-11-27T19:59:11.070858] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-11-27T19:59:11.070991] [INFO ] [sig       ] TAK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:11.211621] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TAK.txt
[2025-11-27T19:59:11.211798] [INFO ] [sig       ] [3150/3661] Completed TAK in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-11-27T19:59:11.211851] [INFO ] [sig       ] [3151/3661] Forecasting TAL...
[2025-11-27T19:59:11.211883] [INFO ] [sig       ] Generating forecast for: TAL
[2025-11-27T19:59:11.211949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-11-27T19:59:11.223044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-11-27T19:59:11.223359] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-11-27T19:59:11.224167] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-11-27T19:59:11.224230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:11.224272] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:11.224309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:11.224374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:11.279496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:11.280376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:11.280472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:11.280516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:11.393639] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:11.393812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:11.393861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:11.393899] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:11.397256] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-11-27T19:59:11.397543] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-11-27T19:59:11.397703] [INFO ] [sig       ] TAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:11.544596] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TAL.txt
[2025-11-27T19:59:11.544773] [INFO ] [sig       ] [3151/3661] Completed TAL in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-11-27T19:59:11.544823] [INFO ] [sig       ] [3152/3661] Forecasting TALK...
[2025-11-27T19:59:11.544858] [INFO ] [sig       ] Generating forecast for: TALK
[2025-11-27T19:59:11.544911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-11-27T19:59:11.555359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-11-27T19:59:11.555697] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-11-27T19:59:11.556469] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-11-27T19:59:11.556540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:11.556591] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:11.556629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:11.556701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:11.613204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:11.614036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:11.614129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:11.614172] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:11.734149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:11.734321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:11.734369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:11.734410] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:11.737744] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-11-27T19:59:11.738028] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-11-27T19:59:11.738187] [INFO ] [sig       ] TALK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:11.881214] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TALK.txt
[2025-11-27T19:59:11.881382] [INFO ] [sig       ] [3152/3661] Completed TALK in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-11-27T19:59:11.881431] [INFO ] [sig       ] [3153/3661] Forecasting TALO...
[2025-11-27T19:59:11.881500] [INFO ] [sig       ] Generating forecast for: TALO
[2025-11-27T19:59:11.881534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-11-27T19:59:11.892402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-11-27T19:59:11.892746] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-11-27T19:59:11.893512] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-11-27T19:59:11.893595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:11.893637] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:11.893679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:11.893756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:11.949459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:11.950420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:11.950516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:11.950560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:12.072492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:12.072681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:12.072738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:12.072778] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:12.076076] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-11-27T19:59:12.076355] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-11-27T19:59:12.076489] [INFO ] [sig       ] TALO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:12.212460] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TALO.txt
[2025-11-27T19:59:12.212654] [INFO ] [sig       ] [3153/3661] Completed TALO in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:12.212713] [INFO ] [sig       ] [3154/3661] Forecasting TAOP...
[2025-11-27T19:59:12.212759] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-11-27T19:59:12.212806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-11-27T19:59:12.223758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-11-27T19:59:12.224127] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-11-27T19:59:12.224917] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-11-27T19:59:12.224981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:12.225023] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:12.225059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:12.225122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:12.280651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:12.281490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:12.281605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:12.281654] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:12.399713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:12.399887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:12.399936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:12.399975] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:12.403190] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-11-27T19:59:12.403463] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-11-27T19:59:12.403612] [INFO ] [sig       ] TAOP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:12.537866] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TAOP.txt
[2025-11-27T19:59:12.538053] [INFO ] [sig       ] [3154/3661] Completed TAOP in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:12.538104] [INFO ] [sig       ] [3155/3661] Forecasting TAP...
[2025-11-27T19:59:12.538177] [INFO ] [sig       ] Generating forecast for: TAP
[2025-11-27T19:59:12.538220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-11-27T19:59:12.549147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-11-27T19:59:12.549549] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-11-27T19:59:12.550358] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-11-27T19:59:12.550422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:12.550463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:12.550497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:12.550561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:12.605083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:12.605925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:12.606014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:12.606057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:12.724858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:12.724987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:12.725032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:12.725070] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:12.728186] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-11-27T19:59:12.728458] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-11-27T19:59:12.728607] [INFO ] [sig       ] TAP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:12.862193] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TAP.txt
[2025-11-27T19:59:12.862346] [INFO ] [sig       ] [3155/3661] Completed TAP in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:12.862397] [INFO ] [sig       ] [3156/3661] Forecasting TARA...
[2025-11-27T19:59:12.862438] [INFO ] [sig       ] Generating forecast for: TARA
[2025-11-27T19:59:12.862479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-11-27T19:59:12.874233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-11-27T19:59:12.874682] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-11-27T19:59:12.875629] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-11-27T19:59:12.875699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:12.875744] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:12.875781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:12.875844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:12.932796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:12.933599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:12.933695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:12.933739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:13.054160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:13.054352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:13.054403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:13.054442] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:13.057855] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-11-27T19:59:13.058162] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-11-27T19:59:13.058308] [INFO ] [sig       ] TARA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:13.195897] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TARA.txt
[2025-11-27T19:59:13.196057] [INFO ] [sig       ] [3156/3661] Completed TARA in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:13.196107] [INFO ] [sig       ] [3157/3661] Forecasting TARK...
[2025-11-27T19:59:13.196146] [INFO ] [sig       ] Generating forecast for: TARK
[2025-11-27T19:59:13.196184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-11-27T19:59:13.206867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-11-27T19:59:13.207155] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-11-27T19:59:13.207982] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-11-27T19:59:13.208047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:13.208089] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:13.208174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:13.208245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:13.263273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:13.263988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:13.264079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:13.264123] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:13.389346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:13.389518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:13.389585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:13.389638] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:13.393026] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-11-27T19:59:13.393313] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-11-27T19:59:13.393446] [INFO ] [sig       ] TARK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:13.528704] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TARK.txt
[2025-11-27T19:59:13.528864] [INFO ] [sig       ] [3157/3661] Completed TARK in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:13.528916] [INFO ] [sig       ] [3158/3661] Forecasting TARS...
[2025-11-27T19:59:13.528959] [INFO ] [sig       ] Generating forecast for: TARS
[2025-11-27T19:59:13.529038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-11-27T19:59:13.540136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-11-27T19:59:13.540453] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-11-27T19:59:13.541240] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-11-27T19:59:13.541306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:13.541349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:13.541386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:13.541451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:13.599831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:13.600587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:13.600682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:13.600727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:13.722836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:13.723011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:13.723061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:13.723102] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:13.726350] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-11-27T19:59:13.726638] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-11-27T19:59:13.726771] [INFO ] [sig       ] TARS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:13.863057] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TARS.txt
[2025-11-27T19:59:13.863236] [INFO ] [sig       ] [3158/3661] Completed TARS in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:13.863314] [INFO ] [sig       ] [3159/3661] Forecasting TASK...
[2025-11-27T19:59:13.863385] [INFO ] [sig       ] Generating forecast for: TASK
[2025-11-27T19:59:13.863439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-11-27T19:59:13.874495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-11-27T19:59:13.874854] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-11-27T19:59:13.875717] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-11-27T19:59:13.875782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:13.875828] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:13.875866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:13.875930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:13.935638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:13.936389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:13.936477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:13.936516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:14.058601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:14.058795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:14.058845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:14.058884] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:14.062246] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-11-27T19:59:14.062533] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-11-27T19:59:14.062687] [INFO ] [sig       ] TASK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:14.199947] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TASK.txt
[2025-11-27T19:59:14.200120] [INFO ] [sig       ] [3159/3661] Completed TASK in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:14.200176] [INFO ] [sig       ] [3160/3661] Forecasting TAYD...
[2025-11-27T19:59:14.200244] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-11-27T19:59:14.200338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-11-27T19:59:14.211733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-11-27T19:59:14.212105] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-11-27T19:59:14.212911] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-11-27T19:59:14.212975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:14.213017] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:14.213053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:14.213118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:14.268870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:14.269495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:14.269603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:14.269649] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:14.378167] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:14.378359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:14.378417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:14.378463] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:14.381915] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-11-27T19:59:14.382206] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-11-27T19:59:14.382350] [INFO ] [sig       ] TAYD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:14.521018] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TAYD.txt
[2025-11-27T19:59:14.521175] [INFO ] [sig       ] [3160/3661] Completed TAYD in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:14.521225] [INFO ] [sig       ] [3161/3661] Forecasting TBB...
[2025-11-27T19:59:14.521265] [INFO ] [sig       ] Generating forecast for: TBB
[2025-11-27T19:59:14.521325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-11-27T19:59:14.532633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-11-27T19:59:14.533014] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-11-27T19:59:14.533857] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-11-27T19:59:14.533941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:14.533997] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:14.534050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:14.534132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:14.589417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:14.590075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:14.590176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:14.590218] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:14.703456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:14.703659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:14.703709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:14.703744] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:14.707145] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-11-27T19:59:14.707431] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-11-27T19:59:14.707593] [INFO ] [sig       ] TBB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:14.842221] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TBB.txt
[2025-11-27T19:59:14.842364] [INFO ] [sig       ] [3161/3661] Completed TBB in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:14.842411] [INFO ] [sig       ] [3162/3661] Forecasting TBBK...
[2025-11-27T19:59:14.842448] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-11-27T19:59:14.842511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-11-27T19:59:14.852919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-11-27T19:59:14.853211] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-11-27T19:59:14.854014] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-11-27T19:59:14.854075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:14.854124] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:14.854163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:14.854246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:14.914151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:14.914948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:14.915039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:14.915077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:15.037706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:15.037875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:15.037921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:15.037957] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:15.041206] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2025-11-27T19:59:15.041484] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-11-27T19:59:15.041632] [INFO ] [sig       ] TBBK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:15.177518] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TBBK.txt
[2025-11-27T19:59:15.177665] [INFO ] [sig       ] [3162/3661] Completed TBBK in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:15.177714] [INFO ] [sig       ] [3163/3661] Forecasting TBI...
[2025-11-27T19:59:15.177755] [INFO ] [sig       ] Generating forecast for: TBI
[2025-11-27T19:59:15.177791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-11-27T19:59:15.191506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-11-27T19:59:15.192097] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-11-27T19:59:15.193079] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-11-27T19:59:15.193147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:15.193210] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:15.193251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:15.193319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:15.250077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:15.251204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:15.251314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:15.251361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:15.376630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:15.376932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:15.376991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:15.377039] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:15.380945] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=76.48%)
[2025-11-27T19:59:15.381259] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-11-27T19:59:15.381406] [INFO ] [sig       ] TBI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:15.518843] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TBI.txt
[2025-11-27T19:59:15.519098] [INFO ] [sig       ] [3163/3661] Completed TBI in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:15.519154] [INFO ] [sig       ] [3164/3661] Forecasting TBIL...
[2025-11-27T19:59:15.519216] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-11-27T19:59:15.519252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-11-27T19:59:15.532140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-11-27T19:59:15.532749] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-11-27T19:59:15.533727] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-11-27T19:59:15.533818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:15.533863] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:15.533899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:15.533977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:15.593590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:15.594966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:15.595101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:15.595161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:15.662175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:15.662446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:15.662502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:15.662535] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:15.666418] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-27T19:59:15.666770] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-11-27T19:59:15.666916] [INFO ] [sig       ] TBIL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:15.803385] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TBIL.txt
[2025-11-27T19:59:15.803604] [INFO ] [sig       ] [3164/3661] Completed TBIL in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:15.803655] [INFO ] [sig       ] [3165/3661] Forecasting TBLA...
[2025-11-27T19:59:15.803727] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-11-27T19:59:15.803781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-11-27T19:59:15.816542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-11-27T19:59:15.817059] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-11-27T19:59:15.817996] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-11-27T19:59:15.818064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:15.818134] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:15.818179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:15.818250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:15.874542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:15.875714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:15.875822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:15.875867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:15.997392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:15.997601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:15.997655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:15.997700] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:16.001063] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=43.51%)
[2025-11-27T19:59:16.001346] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-11-27T19:59:16.001486] [INFO ] [sig       ] TBLA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:16.144339] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TBLA.txt
[2025-11-27T19:59:16.144528] [INFO ] [sig       ] [3165/3661] Completed TBLA in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:16.144601] [INFO ] [sig       ] [3166/3661] Forecasting TBLD...
[2025-11-27T19:59:16.144638] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-11-27T19:59:16.144676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-11-27T19:59:16.156027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-11-27T19:59:16.156340] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-11-27T19:59:16.157126] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-11-27T19:59:16.157189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:16.157225] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:16.157263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:16.157330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:16.212492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:16.213343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:16.213442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:16.213486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:16.331248] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:16.331447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:16.331500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:16.331540] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:16.334909] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-11-27T19:59:16.335190] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-11-27T19:59:16.335326] [INFO ] [sig       ] TBLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:16.475250] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TBLD.txt
[2025-11-27T19:59:16.475432] [INFO ] [sig       ] [3166/3661] Completed TBLD in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:16.475489] [INFO ] [sig       ] [3167/3661] Forecasting TBPH...
[2025-11-27T19:59:16.475530] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-11-27T19:59:16.475593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-11-27T19:59:16.487121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-11-27T19:59:16.487483] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-11-27T19:59:16.488309] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-11-27T19:59:16.488377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:16.488414] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:16.488452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:16.488516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:16.544719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:16.545556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:16.545667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:16.545711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:16.665017] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:16.665199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:16.665251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:16.665290] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:16.668698] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-11-27T19:59:16.668983] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-11-27T19:59:16.669124] [INFO ] [sig       ] TBPH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:16.806652] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TBPH.txt
[2025-11-27T19:59:16.806809] [INFO ] [sig       ] [3167/3661] Completed TBPH in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.8m
[2025-11-27T19:59:16.806861] [INFO ] [sig       ] [3168/3661] Forecasting TBRG...
[2025-11-27T19:59:16.806895] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-11-27T19:59:16.806926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-11-27T19:59:16.817907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-11-27T19:59:16.818213] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-11-27T19:59:16.819017] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-11-27T19:59:16.819079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:16.819119] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:16.819158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:16.819221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:16.874782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:16.875671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:16.875762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:16.875800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:16.991994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:16.992167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:16.992216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:16.992254] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:16.995478] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-11-27T19:59:16.995762] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-11-27T19:59:16.995912] [INFO ] [sig       ] TBRG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:17.135318] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TBRG.txt
[2025-11-27T19:59:17.135497] [INFO ] [sig       ] [3168/3661] Completed TBRG in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-11-27T19:59:17.135548] [INFO ] [sig       ] [3169/3661] Forecasting TCBI...
[2025-11-27T19:59:17.135601] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-11-27T19:59:17.135657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-11-27T19:59:17.147172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-11-27T19:59:17.147511] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-11-27T19:59:17.148336] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-11-27T19:59:17.148399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:17.148439] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:17.148473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:17.148534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:17.203304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:17.203949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:17.204035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:17.204077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:17.324606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:17.324774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:17.324846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:17.324900] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:17.328144] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-11-27T19:59:17.328453] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-11-27T19:59:17.328632] [INFO ] [sig       ] TCBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:17.463740] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TCBI.txt
[2025-11-27T19:59:17.463917] [INFO ] [sig       ] [3169/3661] Completed TCBI in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-11-27T19:59:17.464060] [INFO ] [sig       ] [3170/3661] Forecasting TCBIO...
[2025-11-27T19:59:17.464140] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-11-27T19:59:17.464199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-11-27T19:59:17.475487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-11-27T19:59:17.475856] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-11-27T19:59:17.476684] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-11-27T19:59:17.476749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:17.476806] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:17.476863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:17.476960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:17.535898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:17.536695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:17.536794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:17.536856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:17.646237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:17.646393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:17.646498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:17.646558] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:17.649963] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=50.60%)
[2025-11-27T19:59:17.650305] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-11-27T19:59:17.650463] [INFO ] [sig       ] TCBIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:17.786327] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TCBIO.txt
[2025-11-27T19:59:17.786484] [INFO ] [sig       ] [3170/3661] Completed TCBIO in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-11-27T19:59:17.786562] [INFO ] [sig       ] [3171/3661] Forecasting TCBK...
[2025-11-27T19:59:17.786657] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-11-27T19:59:17.786722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-11-27T19:59:17.797840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-11-27T19:59:17.798193] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-11-27T19:59:17.799023] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-11-27T19:59:17.799095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:17.799148] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:17.799201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:17.799277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:17.855201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:17.855885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:17.855980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:17.856054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:17.977806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:17.977965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:17.978030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:17.978088] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:17.981449] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-11-27T19:59:17.981790] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-11-27T19:59:17.981949] [INFO ] [sig       ] TCBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:18.116398] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TCBK.txt
[2025-11-27T19:59:18.116591] [INFO ] [sig       ] [3171/3661] Completed TCBK in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:18.116665] [INFO ] [sig       ] [3172/3661] Forecasting TCBX...
[2025-11-27T19:59:18.116718] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-11-27T19:59:18.116775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-11-27T19:59:18.127477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-11-27T19:59:18.127795] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-11-27T19:59:18.128595] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-11-27T19:59:18.128655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:18.128696] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:18.128732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:18.128795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:18.184147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:18.184805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:18.184894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:18.184940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:18.312229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:18.312383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:18.312433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:18.312471] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:18.315723] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=92.60%)
[2025-11-27T19:59:18.316007] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-11-27T19:59:18.316141] [INFO ] [sig       ] TCBX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:18.453440] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TCBX.txt
[2025-11-27T19:59:18.453598] [INFO ] [sig       ] [3172/3661] Completed TCBX in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:18.453647] [INFO ] [sig       ] [3173/3661] Forecasting TCMD...
[2025-11-27T19:59:18.453680] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-11-27T19:59:18.453716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-11-27T19:59:18.464249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-11-27T19:59:18.464553] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-11-27T19:59:18.465417] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-11-27T19:59:18.465481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:18.465518] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:18.465555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:18.465646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:18.522162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:18.522902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:18.522997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:18.523040] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:18.647510] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:18.647688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:18.647736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:18.647770] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:18.650992] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-11-27T19:59:18.651263] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-11-27T19:59:18.651394] [INFO ] [sig       ] TCMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:18.786759] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TCMD.txt
[2025-11-27T19:59:18.786913] [INFO ] [sig       ] [3173/3661] Completed TCMD in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:18.786970] [INFO ] [sig       ] [3174/3661] Forecasting TCOM...
[2025-11-27T19:59:18.787017] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-11-27T19:59:18.787053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-11-27T19:59:18.797326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-11-27T19:59:18.797647] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-11-27T19:59:18.798466] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-11-27T19:59:18.798530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:18.798599] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:18.798642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:18.798708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:18.855588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:18.856222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:18.856317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:18.856358] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:18.975112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:18.975277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:18.975328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:18.975363] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:18.978697] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-11-27T19:59:18.978972] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-11-27T19:59:18.979106] [INFO ] [sig       ] TCOM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:19.117024] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TCOM.txt
[2025-11-27T19:59:19.117167] [INFO ] [sig       ] [3174/3661] Completed TCOM in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:19.117224] [INFO ] [sig       ] [3175/3661] Forecasting TCPC...
[2025-11-27T19:59:19.117259] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-11-27T19:59:19.117298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-11-27T19:59:19.127568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-11-27T19:59:19.127897] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-11-27T19:59:19.128763] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-11-27T19:59:19.128838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:19.128893] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:19.128942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:19.129028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:19.184633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:19.185239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:19.185335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:19.185391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:19.302941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:19.303112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:19.303175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:19.303227] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:19.306515] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-11-27T19:59:19.306823] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-11-27T19:59:19.306968] [INFO ] [sig       ] TCPC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:19.442270] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TCPC.txt
[2025-11-27T19:59:19.442416] [INFO ] [sig       ] [3175/3661] Completed TCPC in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:19.442480] [INFO ] [sig       ] [3176/3661] Forecasting TCX...
[2025-11-27T19:59:19.442534] [INFO ] [sig       ] Generating forecast for: TCX
[2025-11-27T19:59:19.442632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-11-27T19:59:19.453988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-11-27T19:59:19.454329] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-11-27T19:59:19.455162] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-11-27T19:59:19.455232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:19.455286] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:19.455327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:19.455410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:19.512017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:19.512675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:19.512761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:19.512798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:19.626486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:19.626649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:19.626713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:19.626765] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:19.630138] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-11-27T19:59:19.630439] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-11-27T19:59:19.630603] [INFO ] [sig       ] TCX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:19.767320] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TCX.txt
[2025-11-27T19:59:19.767459] [INFO ] [sig       ] [3176/3661] Completed TCX in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:19.767507] [INFO ] [sig       ] [3177/3661] Forecasting TD...
[2025-11-27T19:59:19.767544] [INFO ] [sig       ] Generating forecast for: TD
[2025-11-27T19:59:19.767601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-11-27T19:59:19.777871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-11-27T19:59:19.778214] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-11-27T19:59:19.779056] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-11-27T19:59:19.779121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:19.779164] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:19.779199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:19.779263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:19.836488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:19.837185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:19.837287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:19.837348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:19.957224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:19.957417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:19.957483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:19.957540] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:19.961061] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-11-27T19:59:19.961450] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-11-27T19:59:19.961648] [INFO ] [sig       ] TD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:20.097812] [INFO ] [LOCAL     ] Saved forecast: TD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TD.txt
[2025-11-27T19:59:20.097978] [INFO ] [sig       ] [3177/3661] Completed TD in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:20.098046] [INFO ] [sig       ] [3178/3661] Forecasting TDC...
[2025-11-27T19:59:20.098106] [INFO ] [sig       ] Generating forecast for: TDC
[2025-11-27T19:59:20.100974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-11-27T19:59:20.111880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-11-27T19:59:20.112217] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-11-27T19:59:20.113059] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-11-27T19:59:20.113131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:20.113187] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:20.113231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:20.113309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:20.169516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:20.170195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:20.170304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:20.170363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:20.290741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:20.290899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:20.290956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:20.290988] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:20.294194] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-11-27T19:59:20.294482] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-11-27T19:59:20.294646] [INFO ] [sig       ] TDC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:20.428507] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TDC.txt
[2025-11-27T19:59:20.428665] [INFO ] [sig       ] [3178/3661] Completed TDC in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:20.428717] [INFO ] [sig       ] [3179/3661] Forecasting TDF...
[2025-11-27T19:59:20.428758] [INFO ] [sig       ] Generating forecast for: TDF
[2025-11-27T19:59:20.428805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-11-27T19:59:20.439546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-11-27T19:59:20.439901] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-11-27T19:59:20.440739] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-11-27T19:59:20.440805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:20.440872] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:20.440932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:20.441020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:20.497418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:20.498081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:20.498197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:20.498239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:20.612788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:20.612975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:20.613043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:20.613096] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:20.616373] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=89.46%)
[2025-11-27T19:59:20.616696] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-11-27T19:59:20.616839] [INFO ] [sig       ] TDF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:20.751893] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TDF.txt
[2025-11-27T19:59:20.752048] [INFO ] [sig       ] [3179/3661] Completed TDF in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:20.752109] [INFO ] [sig       ] [3180/3661] Forecasting TDG...
[2025-11-27T19:59:20.752163] [INFO ] [sig       ] Generating forecast for: TDG
[2025-11-27T19:59:20.752215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-11-27T19:59:20.763311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-11-27T19:59:20.763651] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-11-27T19:59:20.764450] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-11-27T19:59:20.764514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:20.764556] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:20.764624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:20.764700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:20.820054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:20.820677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:20.820765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:20.820806] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:20.935931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:20.936099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:20.936173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:20.936239] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:20.939526] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=77.67%)
[2025-11-27T19:59:20.939837] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-11-27T19:59:20.939984] [INFO ] [sig       ] TDG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:21.076302] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TDG.txt
[2025-11-27T19:59:21.076496] [INFO ] [sig       ] [3180/3661] Completed TDG in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:21.076604] [INFO ] [sig       ] [3181/3661] Forecasting TDOC...
[2025-11-27T19:59:21.076655] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-11-27T19:59:21.076710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-11-27T19:59:21.087254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-11-27T19:59:21.087557] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-11-27T19:59:21.088376] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-11-27T19:59:21.088438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:21.088480] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:21.088515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:21.088621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:21.146086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:21.146783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:21.146868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:21.146918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:21.264875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:21.265026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:21.265081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:21.265169] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:21.268368] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-11-27T19:59:21.268672] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-11-27T19:59:21.268812] [INFO ] [sig       ] TDOC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:21.403204] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TDOC.txt
[2025-11-27T19:59:21.403352] [INFO ] [sig       ] [3181/3661] Completed TDOC in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:21.403400] [INFO ] [sig       ] [3182/3661] Forecasting TDS...
[2025-11-27T19:59:21.403438] [INFO ] [sig       ] Generating forecast for: TDS
[2025-11-27T19:59:21.403480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-11-27T19:59:21.413825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-11-27T19:59:21.414125] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-11-27T19:59:21.414951] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-11-27T19:59:21.415020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:21.415080] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:21.415138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:21.415237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:21.471232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:21.471879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:21.471993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:21.472060] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:21.590525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:21.590703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:21.590765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:21.590818] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:21.594119] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-11-27T19:59:21.594408] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-11-27T19:59:21.594553] [INFO ] [sig       ] TDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:21.731844] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TDS.txt
[2025-11-27T19:59:21.731981] [INFO ] [sig       ] [3182/3661] Completed TDS in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:21.732029] [INFO ] [sig       ] [3183/3661] Forecasting TDSC...
[2025-11-27T19:59:21.732062] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-11-27T19:59:21.732096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-11-27T19:59:21.743002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-11-27T19:59:21.743332] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-11-27T19:59:21.744295] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-11-27T19:59:21.744364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:21.744425] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:21.744482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:21.744602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:21.800867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:21.801478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:21.801593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:21.801669] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:21.903654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:21.903806] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T19:59:21.903872] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:21.903939] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:21.907217] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-11-27T19:59:21.907514] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-11-27T19:59:21.907692] [INFO ] [sig       ] TDSC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:22.042956] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TDSC.txt
[2025-11-27T19:59:22.043153] [INFO ] [sig       ] [3183/3661] Completed TDSC in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:22.043221] [INFO ] [sig       ] [3184/3661] Forecasting TDUP...
[2025-11-27T19:59:22.043266] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-11-27T19:59:22.043329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-11-27T19:59:22.054426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-11-27T19:59:22.054772] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-11-27T19:59:22.055613] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-11-27T19:59:22.055676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:22.055719] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:22.055760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:22.055820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:22.113180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:22.114069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:22.114162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:22.114200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:22.230926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:22.231088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:22.231134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:22.231166] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:22.234479] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-11-27T19:59:22.234787] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-11-27T19:59:22.234929] [INFO ] [sig       ] TDUP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:22.370151] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TDUP.txt
[2025-11-27T19:59:22.370303] [INFO ] [sig       ] [3184/3661] Completed TDUP in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.7m
[2025-11-27T19:59:22.370378] [INFO ] [sig       ] [3185/3661] Forecasting TDY...
[2025-11-27T19:59:22.370423] [INFO ] [sig       ] Generating forecast for: TDY
[2025-11-27T19:59:22.370506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-11-27T19:59:22.381230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-11-27T19:59:22.381534] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-11-27T19:59:22.382373] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-11-27T19:59:22.382436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:22.382478] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:22.382540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:22.382666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:22.439460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:22.440117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:22.440212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:22.440266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:22.558220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:22.558400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:22.558461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:22.558515] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:22.561896] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-11-27T19:59:22.562196] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-11-27T19:59:22.562339] [INFO ] [sig       ] TDY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:22.696946] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TDY.txt
[2025-11-27T19:59:22.697101] [INFO ] [sig       ] [3185/3661] Completed TDY in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-11-27T19:59:22.697186] [INFO ] [sig       ] [3186/3661] Forecasting TEAM...
[2025-11-27T19:59:22.697260] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-11-27T19:59:22.697325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-11-27T19:59:22.707911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-11-27T19:59:22.708276] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-11-27T19:59:22.709114] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-11-27T19:59:22.709183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:22.709240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:22.709281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:22.709419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:22.767108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:22.767903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:22.768000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:22.768070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:22.884833] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:22.884984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:22.885046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:22.885102] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:22.888318] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-11-27T19:59:22.888658] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-11-27T19:59:22.888821] [INFO ] [sig       ] TEAM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:23.025062] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TEAM.txt
[2025-11-27T19:59:23.025276] [INFO ] [sig       ] [3186/3661] Completed TEAM in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-11-27T19:59:23.025336] [INFO ] [sig       ] [3187/3661] Forecasting TECH...
[2025-11-27T19:59:23.025373] [INFO ] [sig       ] Generating forecast for: TECH
[2025-11-27T19:59:23.025444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-11-27T19:59:23.036326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-11-27T19:59:23.036751] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-11-27T19:59:23.037566] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-11-27T19:59:23.037663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:23.037717] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:23.037772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:23.037859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:23.093924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:23.094708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:23.094795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:23.094836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:23.213825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:23.213984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:23.214040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:23.214085] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:23.217276] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-11-27T19:59:23.217542] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-11-27T19:59:23.217687] [INFO ] [sig       ] TECH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:23.352190] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TECH.txt
[2025-11-27T19:59:23.352370] [INFO ] [sig       ] [3187/3661] Completed TECH in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-11-27T19:59:23.352430] [INFO ] [sig       ] [3188/3661] Forecasting TECK...
[2025-11-27T19:59:23.352471] [INFO ] [sig       ] Generating forecast for: TECK
[2025-11-27T19:59:23.352516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-11-27T19:59:23.363826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-11-27T19:59:23.364198] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-11-27T19:59:23.365102] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-11-27T19:59:23.365182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:23.365243] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:23.365295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:23.365377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:23.423198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:23.424066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:23.424177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:23.424232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:23.547305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:23.547492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:23.547545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:23.547602] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:23.551003] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=24.38%)
[2025-11-27T19:59:23.551311] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-11-27T19:59:23.551457] [INFO ] [sig       ] TECK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:23.687089] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TECK.txt
[2025-11-27T19:59:23.687253] [INFO ] [sig       ] [3188/3661] Completed TECK in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-11-27T19:59:23.687303] [INFO ] [sig       ] [3189/3661] Forecasting TECX...
[2025-11-27T19:59:23.687345] [INFO ] [sig       ] Generating forecast for: TECX
[2025-11-27T19:59:23.687410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-11-27T19:59:23.699394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-11-27T19:59:23.699732] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-11-27T19:59:23.700532] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-11-27T19:59:23.700612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:23.700656] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:23.700692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:23.700756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:23.756382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:23.757055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:23.757142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:23.757185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:23.875430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:23.875613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:23.875662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:23.875701] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:23.878941] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-11-27T19:59:23.879246] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-11-27T19:59:23.879373] [INFO ] [sig       ] TECX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:24.016178] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TECX.txt
[2025-11-27T19:59:24.016336] [INFO ] [sig       ] [3189/3661] Completed TECX in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:24.016385] [INFO ] [sig       ] [3190/3661] Forecasting TEF...
[2025-11-27T19:59:24.016424] [INFO ] [sig       ] Generating forecast for: TEF
[2025-11-27T19:59:24.016460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-11-27T19:59:24.027305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-11-27T19:59:24.027624] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-11-27T19:59:24.028435] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-11-27T19:59:24.028498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:24.028539] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:24.028594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:24.028661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:24.084224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:24.084876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:24.084964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:24.085009] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:24.203811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:24.203980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:24.204037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:24.204082] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:24.207336] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=73.52%)
[2025-11-27T19:59:24.207688] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-11-27T19:59:24.207819] [INFO ] [sig       ] TEF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:24.349612] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TEF.txt
[2025-11-27T19:59:24.349779] [INFO ] [sig       ] [3190/3661] Completed TEF in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:24.349831] [INFO ] [sig       ] [3191/3661] Forecasting TEI...
[2025-11-27T19:59:24.349865] [INFO ] [sig       ] Generating forecast for: TEI
[2025-11-27T19:59:24.349903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-11-27T19:59:24.361143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-11-27T19:59:24.361488] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-11-27T19:59:24.362304] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-11-27T19:59:24.362369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:24.362412] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:24.362450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:24.362518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:24.420760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:24.421521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:24.421634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:24.421681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:24.546246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:24.546435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:24.546494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:24.546533] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:24.550159] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=34.17%)
[2025-11-27T19:59:24.550448] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-11-27T19:59:24.550603] [INFO ] [sig       ] TEI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:24.710044] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TEI.txt
[2025-11-27T19:59:24.710252] [INFO ] [sig       ] [3191/3661] Completed TEI in 0.4s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:24.710321] [INFO ] [sig       ] [3192/3661] Forecasting TEL...
[2025-11-27T19:59:24.710401] [INFO ] [sig       ] Generating forecast for: TEL
[2025-11-27T19:59:24.710457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-11-27T19:59:24.721341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEL'.
[2025-11-27T19:59:24.721664] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-11-27T19:59:24.722435] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-11-27T19:59:24.722508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:24.722562] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:24.722631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:24.722711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:24.777994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:24.778695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:24.778783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:24.778825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:24.905001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:24.905172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:24.905223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:24.905260] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:24.908542] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-11-27T19:59:24.908844] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-11-27T19:59:24.908980] [INFO ] [sig       ] TEL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:25.042639] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TEL.txt
[2025-11-27T19:59:25.042794] [INFO ] [sig       ] [3192/3661] Completed TEL in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:25.042842] [INFO ] [sig       ] [3193/3661] Forecasting TELO...
[2025-11-27T19:59:25.042881] [INFO ] [sig       ] Generating forecast for: TELO
[2025-11-27T19:59:25.042918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-11-27T19:59:25.055100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-11-27T19:59:25.055476] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-11-27T19:59:25.056514] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-11-27T19:59:25.056598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:25.056642] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:25.056679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:25.056745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:25.117142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:25.118052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:25.118183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:25.118232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:25.249462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:25.249664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:25.249723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:25.249767] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:25.253774] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-11-27T19:59:25.254120] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-11-27T19:59:25.254287] [INFO ] [sig       ] TELO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:25.400009] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TELO.txt
[2025-11-27T19:59:25.400183] [INFO ] [sig       ] [3193/3661] Completed TELO in 0.4s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:25.400235] [INFO ] [sig       ] [3194/3661] Forecasting TEM...
[2025-11-27T19:59:25.400274] [INFO ] [sig       ] Generating forecast for: TEM
[2025-11-27T19:59:25.400313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-11-27T19:59:25.411567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-11-27T19:59:25.411935] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-11-27T19:59:25.412738] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-11-27T19:59:25.412801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:25.412841] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:25.412877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:25.412942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:25.467883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:25.468598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:25.468690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:25.468733] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:25.590132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:25.590322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:25.590373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:25.590411] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:25.593655] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-11-27T19:59:25.593929] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-11-27T19:59:25.594061] [INFO ] [sig       ] TEM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:25.731069] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TEM.txt
[2025-11-27T19:59:25.731219] [INFO ] [sig       ] [3194/3661] Completed TEM in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:25.731267] [INFO ] [sig       ] [3195/3661] Forecasting TENB...
[2025-11-27T19:59:25.731309] [INFO ] [sig       ] Generating forecast for: TENB
[2025-11-27T19:59:25.731348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-11-27T19:59:25.742685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-11-27T19:59:25.743064] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-11-27T19:59:25.743960] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-11-27T19:59:25.744026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:25.744073] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:25.744110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:25.744174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:25.798680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:25.799374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:25.799465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:25.799508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:25.913667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:25.913850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:25.913917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:25.913969] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:25.917226] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-11-27T19:59:25.917513] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-11-27T19:59:25.917678] [INFO ] [sig       ] TENB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:26.056156] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TENB.txt
[2025-11-27T19:59:26.056314] [INFO ] [sig       ] [3195/3661] Completed TENB in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:26.056377] [INFO ] [sig       ] [3196/3661] Forecasting TENX...
[2025-11-27T19:59:26.056434] [INFO ] [sig       ] Generating forecast for: TENX
[2025-11-27T19:59:26.056491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-11-27T19:59:26.067755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-11-27T19:59:26.068232] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-11-27T19:59:26.069131] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-11-27T19:59:26.069200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:26.069243] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:26.069280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:26.069345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:26.128884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:26.129843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:26.129952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:26.130002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:26.239332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:26.239502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:26.239553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:26.239729] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:26.242946] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-11-27T19:59:26.243220] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-11-27T19:59:26.243351] [INFO ] [sig       ] TENX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:26.378140] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TENX.txt
[2025-11-27T19:59:26.378273] [INFO ] [sig       ] [3196/3661] Completed TENX in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:26.378321] [INFO ] [sig       ] [3197/3661] Forecasting TEO...
[2025-11-27T19:59:26.378362] [INFO ] [sig       ] Generating forecast for: TEO
[2025-11-27T19:59:26.378404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-11-27T19:59:26.388896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-11-27T19:59:26.389185] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-11-27T19:59:26.389951] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-11-27T19:59:26.390013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:26.390053] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:26.390090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:26.390153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:26.448720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:26.449308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:26.449392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:26.449433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:26.567268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:26.567405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:26.567451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:26.567488] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:26.570684] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-11-27T19:59:26.570951] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-11-27T19:59:26.571079] [INFO ] [sig       ] TEO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:26.710137] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TEO.txt
[2025-11-27T19:59:26.710283] [INFO ] [sig       ] [3197/3661] Completed TEO in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:26.710331] [INFO ] [sig       ] [3198/3661] Forecasting TERN...
[2025-11-27T19:59:26.710377] [INFO ] [sig       ] Generating forecast for: TERN
[2025-11-27T19:59:26.710415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-11-27T19:59:26.721024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-11-27T19:59:26.721296] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-11-27T19:59:26.722054] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-11-27T19:59:26.722126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:26.722168] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:26.722203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:26.722266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:26.777704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:26.778339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:26.778428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:26.778466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:26.896226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:26.896352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:26.896398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:26.896431] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:26.899502] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-11-27T19:59:26.899785] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-11-27T19:59:26.899915] [INFO ] [sig       ] TERN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:27.039102] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TERN.txt
[2025-11-27T19:59:27.039243] [INFO ] [sig       ] [3198/3661] Completed TERN in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:27.039291] [INFO ] [sig       ] [3199/3661] Forecasting TEVA...
[2025-11-27T19:59:27.039331] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-11-27T19:59:27.039369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-11-27T19:59:27.051247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-11-27T19:59:27.051670] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-11-27T19:59:27.052482] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-11-27T19:59:27.052546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:27.052604] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:27.052642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:27.052704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:27.107783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:27.108784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:27.108888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:27.108933] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:27.230480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:27.230662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:27.230713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:27.230751] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:27.234048] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=80.57%)
[2025-11-27T19:59:27.234324] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-11-27T19:59:27.234456] [INFO ] [sig       ] TEVA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:27.372369] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TEVA.txt
[2025-11-27T19:59:27.372539] [INFO ] [sig       ] [3199/3661] Completed TEVA in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:27.372606] [INFO ] [sig       ] [3200/3661] Forecasting TEX...
[2025-11-27T19:59:27.372644] [INFO ] [sig       ] Generating forecast for: TEX
[2025-11-27T19:59:27.372703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-11-27T19:59:27.383785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-11-27T19:59:27.384077] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-11-27T19:59:27.384897] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-11-27T19:59:27.384968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:27.385014] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:27.385054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:27.385121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:27.441740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:27.442466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:27.442556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:27.442618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:27.567146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:27.567306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:27.567355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:27.567394] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:27.570945] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-11-27T19:59:27.571221] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-11-27T19:59:27.571356] [INFO ] [sig       ] TEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:27.714424] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TEX.txt
[2025-11-27T19:59:27.714651] [INFO ] [sig       ] [3200/3661] Completed TEX in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:27.714750] [INFO ] [sig       ] [3201/3661] Forecasting TFC...
[2025-11-27T19:59:27.714816] [INFO ] [sig       ] Generating forecast for: TFC
[2025-11-27T19:59:27.714878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-11-27T19:59:27.726755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-11-27T19:59:27.727152] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-11-27T19:59:27.727995] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-11-27T19:59:27.728061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:27.728138] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:27.728179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:27.728247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:27.789733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:27.790846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:27.790969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:27.791025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:27.917060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:27.917230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:27.917284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:27.917318] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:27.920772] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-11-27T19:59:27.921055] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-11-27T19:59:27.921195] [INFO ] [sig       ] TFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:28.056563] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TFC.txt
[2025-11-27T19:59:28.056740] [INFO ] [sig       ] [3201/3661] Completed TFC in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:28.056798] [INFO ] [sig       ] [3202/3661] Forecasting TFII...
[2025-11-27T19:59:28.056839] [INFO ] [sig       ] Generating forecast for: TFII
[2025-11-27T19:59:28.056874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-11-27T19:59:28.067529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-11-27T19:59:28.067852] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-11-27T19:59:28.068677] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-11-27T19:59:28.068739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:28.068782] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:28.068820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:28.068883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:28.125666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:28.126465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:28.126559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:28.126632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:28.241075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:28.241239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:28.241286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:28.241326] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:28.244603] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-11-27T19:59:28.244882] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-11-27T19:59:28.245015] [INFO ] [sig       ] TFII: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:28.386636] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TFII.txt
[2025-11-27T19:59:28.386804] [INFO ] [sig       ] [3202/3661] Completed TFII in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.6m
[2025-11-27T19:59:28.386854] [INFO ] [sig       ] [3203/3661] Forecasting TFIN...
[2025-11-27T19:59:28.386893] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-11-27T19:59:28.386953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-11-27T19:59:28.397833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-11-27T19:59:28.398204] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-11-27T19:59:28.399032] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-11-27T19:59:28.399100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:28.399140] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:28.399178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:28.399243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:28.456383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:28.457243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:28.457337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:28.457376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:28.575440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:28.575624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:28.575676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:28.575713] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:28.578946] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-11-27T19:59:28.579216] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-11-27T19:59:28.579365] [INFO ] [sig       ] TFIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:28.711829] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TFIN.txt
[2025-11-27T19:59:28.711954] [INFO ] [sig       ] [3203/3661] Completed TFIN in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-11-27T19:59:28.712005] [INFO ] [sig       ] [3204/3661] Forecasting TFPM...
[2025-11-27T19:59:28.712047] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-11-27T19:59:28.712085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-11-27T19:59:28.723051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-11-27T19:59:28.723327] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-11-27T19:59:28.724096] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-11-27T19:59:28.724161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:28.724202] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:28.724238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:28.724301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:28.778980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:28.779850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:28.779941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:28.779984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:28.899581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:28.899720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:28.899767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:28.899800] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:28.902904] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-11-27T19:59:28.903169] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-11-27T19:59:28.903298] [INFO ] [sig       ] TFPM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:29.036871] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TFPM.txt
[2025-11-27T19:59:29.036993] [INFO ] [sig       ] [3204/3661] Completed TFPM in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-11-27T19:59:29.037041] [INFO ] [sig       ] [3205/3661] Forecasting TFSL...
[2025-11-27T19:59:29.037079] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-11-27T19:59:29.037123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-11-27T19:59:29.048670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-11-27T19:59:29.048986] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-11-27T19:59:29.049791] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-11-27T19:59:29.049854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:29.049896] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:29.049933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:29.049995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:29.104705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:29.105327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:29.105419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:29.105462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:29.222057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:29.222239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:29.222306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:29.222343] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:29.225606] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-11-27T19:59:29.225881] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-11-27T19:59:29.226015] [INFO ] [sig       ] TFSL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:29.366827] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TFSL.txt
[2025-11-27T19:59:29.366974] [INFO ] [sig       ] [3205/3661] Completed TFSL in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-11-27T19:59:29.367022] [INFO ] [sig       ] [3206/3661] Forecasting TG...
[2025-11-27T19:59:29.367056] [INFO ] [sig       ] Generating forecast for: TG
[2025-11-27T19:59:29.367092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-11-27T19:59:29.377648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-11-27T19:59:29.377969] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-11-27T19:59:29.378826] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-11-27T19:59:29.378898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:29.378952] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:29.379003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:29.379097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:29.436085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:29.436786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:29.436882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:29.436937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:29.554135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:29.554281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:29.554343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:29.554396] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:29.557652] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-11-27T19:59:29.557943] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-11-27T19:59:29.558089] [INFO ] [sig       ] TG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:29.695684] [INFO ] [LOCAL     ] Saved forecast: TG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TG.txt
[2025-11-27T19:59:29.695843] [INFO ] [sig       ] [3206/3661] Completed TG in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-11-27T19:59:29.695892] [INFO ] [sig       ] [3207/3661] Forecasting TGLS...
[2025-11-27T19:59:29.695931] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-11-27T19:59:29.695967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-11-27T19:59:29.706802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-11-27T19:59:29.707091] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-11-27T19:59:29.707913] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-11-27T19:59:29.707984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:29.708045] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:29.708100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:29.708233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:29.763793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:29.764478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:29.764599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:29.764663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:29.887410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:29.887651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:29.887728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:29.887783] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:29.891114] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-11-27T19:59:29.891421] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-11-27T19:59:29.891600] [INFO ] [sig       ] TGLS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:30.027799] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TGLS.txt
[2025-11-27T19:59:30.028032] [INFO ] [sig       ] [3207/3661] Completed TGLS in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:30.028105] [INFO ] [sig       ] [3208/3661] Forecasting TGNA...
[2025-11-27T19:59:30.028185] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-11-27T19:59:30.028227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-11-27T19:59:30.041611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-11-27T19:59:30.042033] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-11-27T19:59:30.043009] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-11-27T19:59:30.043083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:30.043134] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:30.043176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:30.043259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:30.098417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:30.099199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:30.099293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:30.099336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:30.216229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:30.216389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:30.216439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:30.216476] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:30.219743] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=28.09%)
[2025-11-27T19:59:30.220015] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-11-27T19:59:30.220151] [INFO ] [sig       ] TGNA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:30.354691] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TGNA.txt
[2025-11-27T19:59:30.354835] [INFO ] [sig       ] [3208/3661] Completed TGNA in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:30.354884] [INFO ] [sig       ] [3209/3661] Forecasting TGS...
[2025-11-27T19:59:30.354922] [INFO ] [sig       ] Generating forecast for: TGS
[2025-11-27T19:59:30.354981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-11-27T19:59:30.365974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-11-27T19:59:30.366311] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-11-27T19:59:30.367124] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-11-27T19:59:30.367187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:30.367239] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:30.367277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:30.367336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:30.423487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:30.424126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:30.424212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:30.424257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:30.541664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:30.541859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:30.541925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:30.541977] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:30.545323] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-11-27T19:59:30.545631] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-11-27T19:59:30.545781] [INFO ] [sig       ] TGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:30.682151] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TGS.txt
[2025-11-27T19:59:30.682307] [INFO ] [sig       ] [3209/3661] Completed TGS in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:30.682368] [INFO ] [sig       ] [3210/3661] Forecasting TGTX...
[2025-11-27T19:59:30.682438] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-11-27T19:59:30.682547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-11-27T19:59:30.693087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-11-27T19:59:30.693360] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-11-27T19:59:30.694134] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-11-27T19:59:30.694197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:30.694243] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:30.694280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:30.694343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:30.749274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:30.749877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:30.749964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:30.750005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:30.868858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:30.869020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:30.869068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:30.869106] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:30.872330] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-11-27T19:59:30.872616] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-11-27T19:59:30.872745] [INFO ] [sig       ] TGTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:31.019241] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TGTX.txt
[2025-11-27T19:59:31.019418] [INFO ] [sig       ] [3210/3661] Completed TGTX in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:31.019467] [INFO ] [sig       ] [3211/3661] Forecasting TH...
[2025-11-27T19:59:31.019507] [INFO ] [sig       ] Generating forecast for: TH
[2025-11-27T19:59:31.019565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-11-27T19:59:31.030892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-11-27T19:59:31.031236] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-11-27T19:59:31.032044] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-11-27T19:59:31.032107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:31.032150] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:31.032185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:31.032250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:31.089684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:31.090760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:31.090885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:31.090943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:31.217533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:31.217742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:31.217800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:31.217841] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:31.221361] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-11-27T19:59:31.221678] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-11-27T19:59:31.221816] [INFO ] [sig       ] TH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:31.360224] [INFO ] [LOCAL     ] Saved forecast: TH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TH.txt
[2025-11-27T19:59:31.360377] [INFO ] [sig       ] [3211/3661] Completed TH in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:31.360427] [INFO ] [sig       ] [3212/3661] Forecasting THC...
[2025-11-27T19:59:31.360468] [INFO ] [sig       ] Generating forecast for: THC
[2025-11-27T19:59:31.360528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-11-27T19:59:31.372398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-11-27T19:59:31.372710] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-11-27T19:59:31.373487] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-11-27T19:59:31.373552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:31.373616] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:31.373654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:31.373719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:31.430768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:31.431444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:31.431536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:31.431598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:31.559437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:31.559626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:31.559679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:31.559719] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:31.563218] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=61.47%)
[2025-11-27T19:59:31.563509] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-11-27T19:59:31.563668] [INFO ] [sig       ] THC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:31.712427] [INFO ] [LOCAL     ] Saved forecast: THC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/THC.txt
[2025-11-27T19:59:31.712614] [INFO ] [sig       ] [3212/3661] Completed THC in 0.4s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:31.712667] [INFO ] [sig       ] [3213/3661] Forecasting THFF...
[2025-11-27T19:59:31.712725] [INFO ] [sig       ] Generating forecast for: THFF
[2025-11-27T19:59:31.712770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-11-27T19:59:31.723752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-11-27T19:59:31.724140] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-11-27T19:59:31.724940] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-11-27T19:59:31.725004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:31.725045] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:31.725080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:31.725146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:31.781093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:31.781954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:31.782049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:31.782087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:31.908733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:31.908918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:31.908973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:31.909008] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:31.912369] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2025-11-27T19:59:31.912663] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-11-27T19:59:31.912795] [INFO ] [sig       ] THFF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:32.049057] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/THFF.txt
[2025-11-27T19:59:32.049223] [INFO ] [sig       ] [3213/3661] Completed THFF in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:32.049275] [INFO ] [sig       ] [3214/3661] Forecasting THG...
[2025-11-27T19:59:32.049315] [INFO ] [sig       ] Generating forecast for: THG
[2025-11-27T19:59:32.049352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-11-27T19:59:32.060290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-11-27T19:59:32.060615] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-11-27T19:59:32.061367] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-11-27T19:59:32.061429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:32.061470] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:32.061507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:32.061591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:32.116523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:32.117405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:32.117495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:32.117538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:32.237624] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:32.237790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:32.237847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:32.237885] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:32.241152] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-11-27T19:59:32.241420] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-11-27T19:59:32.241551] [INFO ] [sig       ] THG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:32.375771] [INFO ] [LOCAL     ] Saved forecast: THG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/THG.txt
[2025-11-27T19:59:32.375916] [INFO ] [sig       ] [3214/3661] Completed THG in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:32.375964] [INFO ] [sig       ] [3215/3661] Forecasting THO...
[2025-11-27T19:59:32.376006] [INFO ] [sig       ] Generating forecast for: THO
[2025-11-27T19:59:32.376041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-11-27T19:59:32.386895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-11-27T19:59:32.387182] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-11-27T19:59:32.387955] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-11-27T19:59:32.388017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:32.388058] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:32.388093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:32.388177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:32.446002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:32.446839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:32.446934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:32.446980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:32.567656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:32.567813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:32.567863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:32.567897] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:32.571200] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-11-27T19:59:32.571470] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-11-27T19:59:32.571616] [INFO ] [sig       ] THO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:32.708882] [INFO ] [LOCAL     ] Saved forecast: THO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/THO.txt
[2025-11-27T19:59:32.709038] [INFO ] [sig       ] [3215/3661] Completed THO in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:32.709088] [INFO ] [sig       ] [3216/3661] Forecasting THQ...
[2025-11-27T19:59:32.709129] [INFO ] [sig       ] Generating forecast for: THQ
[2025-11-27T19:59:32.709175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-11-27T19:59:32.721199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-11-27T19:59:32.721529] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-11-27T19:59:32.722345] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-11-27T19:59:32.722407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:32.722457] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:32.722502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:32.722595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:32.779103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:32.779827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:32.779918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:32.779956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:32.899374] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:32.899552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:32.899617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:32.899653] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:32.902958] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2025-11-27T19:59:32.903232] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-11-27T19:59:32.903372] [INFO ] [sig       ] THQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:33.045381] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/THQ.txt
[2025-11-27T19:59:33.045612] [INFO ] [sig       ] [3216/3661] Completed THQ in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:33.045694] [INFO ] [sig       ] [3217/3661] Forecasting THRM...
[2025-11-27T19:59:33.045741] [INFO ] [sig       ] Generating forecast for: THRM
[2025-11-27T19:59:33.045792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-11-27T19:59:33.057202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-11-27T19:59:33.057537] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-11-27T19:59:33.058398] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-11-27T19:59:33.058469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:33.058524] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:33.058587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:33.058677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:33.118747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:33.119556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:33.119665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:33.119709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:33.253272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:33.253443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:33.253492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:33.253531] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:33.256785] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-11-27T19:59:33.257060] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-11-27T19:59:33.257190] [INFO ] [sig       ] THRM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:33.392836] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/THRM.txt
[2025-11-27T19:59:33.392975] [INFO ] [sig       ] [3217/3661] Completed THRM in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:33.393032] [INFO ] [sig       ] [3218/3661] Forecasting THRY...
[2025-11-27T19:59:33.393073] [INFO ] [sig       ] Generating forecast for: THRY
[2025-11-27T19:59:33.393138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-11-27T19:59:33.405067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-11-27T19:59:33.405412] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-11-27T19:59:33.406223] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-11-27T19:59:33.406286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:33.406322] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:33.406360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:33.406429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:33.460799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:33.461425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:33.461528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:33.461591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:33.582782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:33.582933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:33.582981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:33.583018] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:33.586230] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=58.33%)
[2025-11-27T19:59:33.586507] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-11-27T19:59:33.586655] [INFO ] [sig       ] THRY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:33.722091] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/THRY.txt
[2025-11-27T19:59:33.722250] [INFO ] [sig       ] [3218/3661] Completed THRY in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:33.722300] [INFO ] [sig       ] [3219/3661] Forecasting THS...
[2025-11-27T19:59:33.722358] [INFO ] [sig       ] Generating forecast for: THS
[2025-11-27T19:59:33.722400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-11-27T19:59:33.733450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-11-27T19:59:33.733767] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-11-27T19:59:33.734519] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-11-27T19:59:33.734599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:33.734641] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:33.734678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:33.734741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:33.789696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:33.790533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:33.790637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:33.790681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:33.911632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:33.911784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:33.911831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:33.911868] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:33.915075] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-11-27T19:59:33.915354] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-11-27T19:59:33.915487] [INFO ] [sig       ] THS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:34.053307] [INFO ] [LOCAL     ] Saved forecast: THS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/THS.txt
[2025-11-27T19:59:34.053477] [INFO ] [sig       ] [3219/3661] Completed THS in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:34.053529] [INFO ] [sig       ] [3220/3661] Forecasting TIGO...
[2025-11-27T19:59:34.053563] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-11-27T19:59:34.053632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-11-27T19:59:34.065131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-11-27T19:59:34.065507] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-11-27T19:59:34.066357] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-11-27T19:59:34.066430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:34.066486] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:34.066536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:34.066659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:34.124239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:34.125194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:34.125300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:34.125356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:34.237566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:34.237782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:34.237844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:34.237895] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:34.241233] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-11-27T19:59:34.241718] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-11-27T19:59:34.241867] [INFO ] [sig       ] TIGO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:34.377067] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TIGO.txt
[2025-11-27T19:59:34.377224] [INFO ] [sig       ] [3220/3661] Completed TIGO in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.5m
[2025-11-27T19:59:34.377305] [INFO ] [sig       ] [3221/3661] Forecasting TIL...
[2025-11-27T19:59:34.377362] [INFO ] [sig       ] Generating forecast for: TIL
[2025-11-27T19:59:34.377414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-11-27T19:59:34.388747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-11-27T19:59:34.389081] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-11-27T19:59:34.389933] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-11-27T19:59:34.390005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:34.390060] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:34.390111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:34.390200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:34.446367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:34.446983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:34.447079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:34.447135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:34.569779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:34.569936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:34.569990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:34.570029] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:34.573601] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=82.64%)
[2025-11-27T19:59:34.573880] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-11-27T19:59:34.574013] [INFO ] [sig       ] TIL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:34.709840] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TIL.txt
[2025-11-27T19:59:34.709984] [INFO ] [sig       ] [3221/3661] Completed TIL in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-11-27T19:59:34.710033] [INFO ] [sig       ] [3222/3661] Forecasting TILE...
[2025-11-27T19:59:34.710068] [INFO ] [sig       ] Generating forecast for: TILE
[2025-11-27T19:59:34.710107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-11-27T19:59:34.721607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-11-27T19:59:34.721933] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-11-27T19:59:34.722746] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-11-27T19:59:34.722821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:34.722864] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:34.722905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:34.722973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:34.777602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:34.778245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:34.778352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:34.778403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:34.900874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:34.901048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:34.901112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:34.901148] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:34.904420] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-11-27T19:59:34.904715] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-11-27T19:59:34.904849] [INFO ] [sig       ] TILE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:35.039077] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TILE.txt
[2025-11-27T19:59:35.039212] [INFO ] [sig       ] [3222/3661] Completed TILE in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-11-27T19:59:35.039269] [INFO ] [sig       ] [3223/3661] Forecasting TIMB...
[2025-11-27T19:59:35.039316] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-11-27T19:59:35.039360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-11-27T19:59:35.051170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-11-27T19:59:35.051471] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-11-27T19:59:35.052282] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-11-27T19:59:35.052358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:35.052402] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:35.052438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:35.052501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:35.107260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:35.107886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:35.107974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:35.108016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:35.226319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:35.226484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:35.226531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:35.226585] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:35.229821] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-11-27T19:59:35.230098] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-11-27T19:59:35.230228] [INFO ] [sig       ] TIMB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:35.365023] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TIMB.txt
[2025-11-27T19:59:35.365190] [INFO ] [sig       ] [3223/3661] Completed TIMB in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-11-27T19:59:35.365240] [INFO ] [sig       ] [3224/3661] Forecasting TITN...
[2025-11-27T19:59:35.365281] [INFO ] [sig       ] Generating forecast for: TITN
[2025-11-27T19:59:35.365318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-11-27T19:59:35.375873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-11-27T19:59:35.376163] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-11-27T19:59:35.376947] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-11-27T19:59:35.377008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:35.377049] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:35.377085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:35.377148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:35.432369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:35.433053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:35.433139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:35.433176] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:35.554074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:35.554256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:35.554306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:35.554341] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:35.557691] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-11-27T19:59:35.557960] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-11-27T19:59:35.558091] [INFO ] [sig       ] TITN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:35.693930] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TITN.txt
[2025-11-27T19:59:35.694077] [INFO ] [sig       ] [3224/3661] Completed TITN in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-11-27T19:59:35.694126] [INFO ] [sig       ] [3225/3661] Forecasting TIVC...
[2025-11-27T19:59:35.694164] [INFO ] [sig       ] Generating forecast for: TIVC
[2025-11-27T19:59:35.694209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIVC' from 'https://tdm.silogroup.org/data/derivative_storage/TIVC.csv'.
[2025-11-27T19:59:35.705335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIVC'.
[2025-11-27T19:59:35.705677] [INFO ] [FORECASTER] Starting predict_future for TIVC
[2025-11-27T19:59:35.706439] [DEBUG] [LOCAL     ] No optimal features file found for TIVC: ./output/feature-sets/TIVC.txt
[2025-11-27T19:59:35.706501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:35.706543] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:35.706605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:35.706685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:35.762528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:35.763181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:35.763269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:35.763313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:35.878161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:35.878318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:35.878371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:35.878411] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:35.881698] [DEBUG] [FORECASTER] TIVC: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-11-27T19:59:35.881997] [INFO ] [FORECASTER] Completed predict_future for TIVC
[2025-11-27T19:59:35.882132] [INFO ] [sig       ] TIVC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:36.018365] [INFO ] [LOCAL     ] Saved forecast: TIVC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TIVC.txt
[2025-11-27T19:59:36.018513] [INFO ] [sig       ] [3225/3661] Completed TIVC in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:36.018562] [INFO ] [sig       ] [3226/3661] Forecasting TJX...
[2025-11-27T19:59:36.018619] [INFO ] [sig       ] Generating forecast for: TJX
[2025-11-27T19:59:36.018654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-11-27T19:59:36.029976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-11-27T19:59:36.030254] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-11-27T19:59:36.031041] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-11-27T19:59:36.031103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:36.031137] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:36.031178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:36.031241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:36.087374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:36.088042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:36.088144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:36.088190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:36.212003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:36.212153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:36.212200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:36.212238] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:36.215469] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-11-27T19:59:36.215762] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-11-27T19:59:36.215903] [INFO ] [sig       ] TJX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:36.353760] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TJX.txt
[2025-11-27T19:59:36.353904] [INFO ] [sig       ] [3226/3661] Completed TJX in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:36.353952] [INFO ] [sig       ] [3227/3661] Forecasting TK...
[2025-11-27T19:59:36.353990] [INFO ] [sig       ] Generating forecast for: TK
[2025-11-27T19:59:36.354029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-11-27T19:59:36.365081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-11-27T19:59:36.365389] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-11-27T19:59:36.366172] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-11-27T19:59:36.366235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:36.366276] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:36.366313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:36.366377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:36.422018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:36.422882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:36.422975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:36.423019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:36.544341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:36.544497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:36.544544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:36.544601] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:36.547820] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=49.97%)
[2025-11-27T19:59:36.548132] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-11-27T19:59:36.548266] [INFO ] [sig       ] TK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:36.682694] [INFO ] [LOCAL     ] Saved forecast: TK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TK.txt
[2025-11-27T19:59:36.682838] [INFO ] [sig       ] [3227/3661] Completed TK in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:36.682889] [INFO ] [sig       ] [3228/3661] Forecasting TKC...
[2025-11-27T19:59:36.682928] [INFO ] [sig       ] Generating forecast for: TKC
[2025-11-27T19:59:36.682969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-11-27T19:59:36.693767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-11-27T19:59:36.694059] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-11-27T19:59:36.694821] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-11-27T19:59:36.694882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:36.694916] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:36.694948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:36.695014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:36.753066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:36.753960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:36.754055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:36.754094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:36.874228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:36.874382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:36.874429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:36.874463] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:36.877655] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-11-27T19:59:36.877927] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-11-27T19:59:36.878054] [INFO ] [sig       ] TKC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:37.015417] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TKC.txt
[2025-11-27T19:59:37.015593] [INFO ] [sig       ] [3228/3661] Completed TKC in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:37.015662] [INFO ] [sig       ] [3229/3661] Forecasting TKNO...
[2025-11-27T19:59:37.015703] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-11-27T19:59:37.015764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-11-27T19:59:37.027148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-11-27T19:59:37.027479] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-11-27T19:59:37.028334] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-11-27T19:59:37.028397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:37.028439] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:37.028474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:37.028601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:37.083349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:37.084003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:37.084090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:37.084130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:37.200518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:37.200719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:37.200816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:37.200885] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:37.204159] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-11-27T19:59:37.204470] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-11-27T19:59:37.204648] [INFO ] [sig       ] TKNO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:37.340535] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TKNO.txt
[2025-11-27T19:59:37.340708] [INFO ] [sig       ] [3229/3661] Completed TKNO in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:37.340774] [INFO ] [sig       ] [3230/3661] Forecasting TKO...
[2025-11-27T19:59:37.340832] [INFO ] [sig       ] Generating forecast for: TKO
[2025-11-27T19:59:37.340946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-11-27T19:59:37.352854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-11-27T19:59:37.353172] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-11-27T19:59:37.353953] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-11-27T19:59:37.354025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:37.354060] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:37.354098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:37.354162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:37.408217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:37.408838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:37.408925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:37.408961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:37.527316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:37.527466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:37.527511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:37.527547] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:37.530749] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-11-27T19:59:37.531024] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-11-27T19:59:37.531158] [INFO ] [sig       ] TKO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:37.663834] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TKO.txt
[2025-11-27T19:59:37.663964] [INFO ] [sig       ] [3230/3661] Completed TKO in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:37.664013] [INFO ] [sig       ] [3231/3661] Forecasting TLK...
[2025-11-27T19:59:37.664051] [INFO ] [sig       ] Generating forecast for: TLK
[2025-11-27T19:59:37.664093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-11-27T19:59:37.675829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-11-27T19:59:37.676220] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-11-27T19:59:37.677124] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-11-27T19:59:37.677189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:37.677233] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:37.677272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:37.677351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:37.736108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:37.736915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:37.737005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:37.737043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:37.857892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:37.858070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:37.858142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:37.858189] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:37.861561] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-11-27T19:59:37.861894] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-11-27T19:59:37.862041] [INFO ] [sig       ] TLK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:37.996105] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TLK.txt
[2025-11-27T19:59:37.996282] [INFO ] [sig       ] [3231/3661] Completed TLK in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:37.996334] [INFO ] [sig       ] [3232/3661] Forecasting TLN...
[2025-11-27T19:59:37.996367] [INFO ] [sig       ] Generating forecast for: TLN
[2025-11-27T19:59:37.996408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-11-27T19:59:38.007980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-11-27T19:59:38.008347] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-11-27T19:59:38.009204] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-11-27T19:59:38.009279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:38.009334] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:38.009382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:38.009452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:38.067472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:38.068320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:38.068413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:38.068457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:38.187180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:38.187337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:38.187410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:38.187450] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:38.190843] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2025-11-27T19:59:38.191156] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-11-27T19:59:38.191302] [INFO ] [sig       ] TLN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:38.340174] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TLN.txt
[2025-11-27T19:59:38.340351] [INFO ] [sig       ] [3232/3661] Completed TLN in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:38.340421] [INFO ] [sig       ] [3233/3661] Forecasting TLS...
[2025-11-27T19:59:38.340469] [INFO ] [sig       ] Generating forecast for: TLS
[2025-11-27T19:59:38.340548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-11-27T19:59:38.353895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-11-27T19:59:38.354235] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-11-27T19:59:38.355034] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-11-27T19:59:38.355096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:38.355147] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:38.355193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:38.355273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:38.410202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:38.410880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:38.410966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:38.411008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:38.528358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:38.528536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:38.528624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:38.528679] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:38.532052] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2025-11-27T19:59:38.532409] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-11-27T19:59:38.532593] [INFO ] [sig       ] TLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:38.671029] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TLS.txt
[2025-11-27T19:59:38.671188] [INFO ] [sig       ] [3233/3661] Completed TLS in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:38.671253] [INFO ] [sig       ] [3234/3661] Forecasting TLSA...
[2025-11-27T19:59:38.671307] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-11-27T19:59:38.671430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-11-27T19:59:38.683786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-11-27T19:59:38.684111] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-11-27T19:59:38.684936] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-11-27T19:59:38.684999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:38.685047] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:38.685083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:38.685145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:38.740556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:38.741212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:38.741302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:38.741352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:38.862585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:38.862756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:38.862806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:38.862842] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:38.866111] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-11-27T19:59:38.866386] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-11-27T19:59:38.866524] [INFO ] [sig       ] TLSA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:39.002264] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TLSA.txt
[2025-11-27T19:59:39.002410] [INFO ] [sig       ] [3234/3661] Completed TLSA in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:39.002468] [INFO ] [sig       ] [3235/3661] Forecasting TLSI...
[2025-11-27T19:59:39.002506] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-11-27T19:59:39.002545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-11-27T19:59:39.014216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-11-27T19:59:39.014659] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-11-27T19:59:39.015491] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-11-27T19:59:39.015555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:39.015633] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:39.015691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:39.015784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:39.071125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:39.071803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:39.071896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:39.071953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:39.188297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:39.188481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:39.188544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:39.188601] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:39.191973] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2025-11-27T19:59:39.192288] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-11-27T19:59:39.192470] [INFO ] [sig       ] TLSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:39.329562] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TLSI.txt
[2025-11-27T19:59:39.329814] [INFO ] [sig       ] [3235/3661] Completed TLSI in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:39.329873] [INFO ] [sig       ] [3236/3661] Forecasting TLYS...
[2025-11-27T19:59:39.329921] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-11-27T19:59:39.330001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-11-27T19:59:39.341856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-11-27T19:59:39.342194] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-11-27T19:59:39.343013] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-11-27T19:59:39.343075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:39.343116] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:39.343151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:39.343214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:39.397627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:39.398297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:39.398389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:39.398432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:39.516351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:39.516520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:39.516583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:39.516619] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:39.519911] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2025-11-27T19:59:39.520178] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-11-27T19:59:39.520311] [INFO ] [sig       ] TLYS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:39.654828] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TLYS.txt
[2025-11-27T19:59:39.654969] [INFO ] [sig       ] [3236/3661] Completed TLYS in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:39.655017] [INFO ] [sig       ] [3237/3661] Forecasting TM...
[2025-11-27T19:59:39.655060] [INFO ] [sig       ] Generating forecast for: TM
[2025-11-27T19:59:39.655095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-11-27T19:59:39.666958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-11-27T19:59:39.667304] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-11-27T19:59:39.668200] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-11-27T19:59:39.668272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:39.668327] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:39.668377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:39.668458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:39.723812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:39.724447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:39.724545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:39.724618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:39.843045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:39.843208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:39.843267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:39.843319] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:39.846565] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2025-11-27T19:59:39.846864] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-11-27T19:59:39.847011] [INFO ] [sig       ] TM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:39.985096] [INFO ] [LOCAL     ] Saved forecast: TM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TM.txt
[2025-11-27T19:59:39.985302] [INFO ] [sig       ] [3237/3661] Completed TM in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:39.985368] [INFO ] [sig       ] [3238/3661] Forecasting TMC...
[2025-11-27T19:59:39.985444] [INFO ] [sig       ] Generating forecast for: TMC
[2025-11-27T19:59:39.985495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-11-27T19:59:39.997160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-11-27T19:59:39.997492] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-11-27T19:59:39.998304] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-11-27T19:59:39.998366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:39.998408] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:39.998445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:39.998509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:40.053138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:40.054005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:40.054103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:40.054146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:40.172381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:40.172546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:40.172617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:40.172657] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:40.176285] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-11-27T19:59:40.176588] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-11-27T19:59:40.176725] [INFO ] [sig       ] TMC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:40.317719] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TMC.txt
[2025-11-27T19:59:40.317886] [INFO ] [sig       ] [3238/3661] Completed TMC in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.4m
[2025-11-27T19:59:40.317938] [INFO ] [sig       ] [3239/3661] Forecasting TMCI...
[2025-11-27T19:59:40.317982] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-11-27T19:59:40.318035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-11-27T19:59:40.329808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-11-27T19:59:40.330152] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-11-27T19:59:40.331044] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-11-27T19:59:40.331116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:40.331171] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:40.331220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:40.331310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:40.386521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:40.387375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:40.387478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:40.387533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:40.505999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:40.506178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:40.506241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:40.506296] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:40.509700] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-11-27T19:59:40.510005] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-11-27T19:59:40.510157] [INFO ] [sig       ] TMCI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:40.644800] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TMCI.txt
[2025-11-27T19:59:40.644952] [INFO ] [sig       ] [3239/3661] Completed TMCI in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-11-27T19:59:40.645001] [INFO ] [sig       ] [3240/3661] Forecasting TMDX...
[2025-11-27T19:59:40.645040] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-11-27T19:59:40.645076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-11-27T19:59:40.656155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-11-27T19:59:40.656492] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-11-27T19:59:40.657315] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-11-27T19:59:40.657380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:40.657423] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:40.657462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:40.657528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:40.712985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:40.713640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:40.713728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:40.713773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:40.831162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:40.831320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:40.831367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:40.831419] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:40.834625] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-11-27T19:59:40.834895] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-11-27T19:59:40.835029] [INFO ] [sig       ] TMDX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:40.969373] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TMDX.txt
[2025-11-27T19:59:40.969524] [INFO ] [sig       ] [3240/3661] Completed TMDX in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-11-27T19:59:40.969594] [INFO ] [sig       ] [3241/3661] Forecasting TME...
[2025-11-27T19:59:40.969646] [INFO ] [sig       ] Generating forecast for: TME
[2025-11-27T19:59:40.969715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-11-27T19:59:40.980963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-11-27T19:59:40.981358] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-11-27T19:59:40.982206] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-11-27T19:59:40.982271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:40.982327] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:40.982395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:40.982518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:41.038101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:41.039045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:41.039140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:41.039185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:41.157421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:41.157609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:41.157657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:41.157694] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:41.160999] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=34.65%)
[2025-11-27T19:59:41.161282] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-11-27T19:59:41.161422] [INFO ] [sig       ] TME: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:41.316995] [INFO ] [LOCAL     ] Saved forecast: TME	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TME.txt
[2025-11-27T19:59:41.317139] [INFO ] [sig       ] [3241/3661] Completed TME in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-11-27T19:59:41.317188] [INFO ] [sig       ] [3242/3661] Forecasting TMHC...
[2025-11-27T19:59:41.317228] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-11-27T19:59:41.317267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-11-27T19:59:41.327757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-11-27T19:59:41.328040] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-11-27T19:59:41.328834] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-11-27T19:59:41.328895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:41.328931] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:41.328969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:41.329033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:41.384120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:41.384784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:41.384874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:41.384935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:41.515018] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:41.515183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:41.515231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:41.515269] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:41.518521] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-11-27T19:59:41.518809] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-11-27T19:59:41.518943] [INFO ] [sig       ] TMHC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:41.665079] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TMHC.txt
[2025-11-27T19:59:41.665221] [INFO ] [sig       ] [3242/3661] Completed TMHC in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-11-27T19:59:41.665270] [INFO ] [sig       ] [3243/3661] Forecasting TMUS...
[2025-11-27T19:59:41.665306] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-11-27T19:59:41.665344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-11-27T19:59:41.676658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-11-27T19:59:41.676984] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-11-27T19:59:41.677781] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-11-27T19:59:41.677842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:41.677884] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:41.677920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:41.677984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:41.732200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:41.732865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:41.732954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:41.732996] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:41.858583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:41.858749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:41.858798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:41.858838] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:41.862169] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-11-27T19:59:41.862463] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-11-27T19:59:41.862615] [INFO ] [sig       ] TMUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:42.001739] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TMUS.txt
[2025-11-27T19:59:42.001893] [INFO ] [sig       ] [3243/3661] Completed TMUS in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:42.001945] [INFO ] [sig       ] [3244/3661] Forecasting TNC...
[2025-11-27T19:59:42.001987] [INFO ] [sig       ] Generating forecast for: TNC
[2025-11-27T19:59:42.002029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-11-27T19:59:42.012637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-11-27T19:59:42.012922] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-11-27T19:59:42.013716] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-11-27T19:59:42.013778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:42.013820] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:42.013922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:42.013994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:42.069333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:42.070181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:42.070271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:42.070324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:42.184240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:42.184406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:42.184456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:42.184491] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:42.187800] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=39.21%)
[2025-11-27T19:59:42.188083] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-11-27T19:59:42.188242] [INFO ] [sig       ] TNC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:42.324839] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TNC.txt
[2025-11-27T19:59:42.324985] [INFO ] [sig       ] [3244/3661] Completed TNC in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:42.325034] [INFO ] [sig       ] [3245/3661] Forecasting TNDM...
[2025-11-27T19:59:42.325068] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-11-27T19:59:42.325107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-11-27T19:59:42.336853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-11-27T19:59:42.337257] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-11-27T19:59:42.338071] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-11-27T19:59:42.338161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:42.338208] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:42.338245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:42.338311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:42.393684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:42.394612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:42.394705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:42.394750] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:42.519289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:42.519470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:42.519520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:42.519559] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:42.523010] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-11-27T19:59:42.523302] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-11-27T19:59:42.523440] [INFO ] [sig       ] TNDM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:42.657710] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TNDM.txt
[2025-11-27T19:59:42.657866] [INFO ] [sig       ] [3245/3661] Completed TNDM in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:42.657918] [INFO ] [sig       ] [3246/3661] Forecasting TNGX...
[2025-11-27T19:59:42.657961] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-11-27T19:59:42.657999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-11-27T19:59:42.668429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-11-27T19:59:42.668748] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-11-27T19:59:42.669520] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-11-27T19:59:42.669600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:42.669643] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:42.669678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:42.669741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:42.723857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:42.724483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:42.724569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:42.724629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:42.840410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:42.840620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:42.840672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:42.840710] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:42.843948] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-11-27T19:59:42.844227] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-11-27T19:59:42.844355] [INFO ] [sig       ] TNGX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:42.980096] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TNGX.txt
[2025-11-27T19:59:42.980275] [INFO ] [sig       ] [3246/3661] Completed TNGX in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:42.980324] [INFO ] [sig       ] [3247/3661] Forecasting TNK...
[2025-11-27T19:59:42.980383] [INFO ] [sig       ] Generating forecast for: TNK
[2025-11-27T19:59:42.980429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-11-27T19:59:42.992067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-11-27T19:59:42.992459] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-11-27T19:59:42.993257] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-11-27T19:59:42.993320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:42.993355] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:42.993396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:42.993458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:43.049649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:43.050531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:43.050637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:43.050680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:43.169969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:43.170112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:43.170160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:43.170198] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:43.173350] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-11-27T19:59:43.173648] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-11-27T19:59:43.173778] [INFO ] [sig       ] TNK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:43.312776] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TNK.txt
[2025-11-27T19:59:43.312944] [INFO ] [sig       ] [3247/3661] Completed TNK in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:43.312994] [INFO ] [sig       ] [3248/3661] Forecasting TNL...
[2025-11-27T19:59:43.313035] [INFO ] [sig       ] Generating forecast for: TNL
[2025-11-27T19:59:43.313079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-11-27T19:59:43.324611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-11-27T19:59:43.324960] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-11-27T19:59:43.325799] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-11-27T19:59:43.325864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:43.325908] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:43.325946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:43.326012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:43.381534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:43.382241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:43.382334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:43.382372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:43.512517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:43.512700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:43.512750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:43.512784] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:43.516078] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-11-27T19:59:43.516352] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-11-27T19:59:43.516503] [INFO ] [sig       ] TNL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:43.651408] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TNL.txt
[2025-11-27T19:59:43.651598] [INFO ] [sig       ] [3248/3661] Completed TNL in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:43.651650] [INFO ] [sig       ] [3249/3661] Forecasting TNON...
[2025-11-27T19:59:43.651689] [INFO ] [sig       ] Generating forecast for: TNON
[2025-11-27T19:59:43.651721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-11-27T19:59:43.663344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-11-27T19:59:43.663710] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-11-27T19:59:43.664516] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-11-27T19:59:43.664619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:43.664673] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:43.664719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:43.664783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:43.720073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:43.720727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:43.720812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:43.720858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:43.844259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:43.844421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:43.844469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:43.844505] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:43.847773] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-11-27T19:59:43.848046] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-11-27T19:59:43.848201] [INFO ] [sig       ] TNON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:43.984464] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TNON.txt
[2025-11-27T19:59:43.984623] [INFO ] [sig       ] [3249/3661] Completed TNON in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:43.984673] [INFO ] [sig       ] [3250/3661] Forecasting TNXP...
[2025-11-27T19:59:43.984712] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-11-27T19:59:43.984751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-11-27T19:59:43.995418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-11-27T19:59:43.995700] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-11-27T19:59:43.996449] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-11-27T19:59:43.996510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:43.996553] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:43.996608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:43.996676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:44.051680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:44.052274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:44.052360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:44.052402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:44.175601] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:44.175768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:44.175818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:44.175856] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:44.179132] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-11-27T19:59:44.179399] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-11-27T19:59:44.179533] [INFO ] [sig       ] TNXP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:44.316262] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TNXP.txt
[2025-11-27T19:59:44.316426] [INFO ] [sig       ] [3250/3661] Completed TNXP in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:44.316503] [INFO ] [sig       ] [3251/3661] Forecasting TNYA...
[2025-11-27T19:59:44.316547] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-11-27T19:59:44.316617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-11-27T19:59:44.327725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-11-27T19:59:44.327984] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-11-27T19:59:44.328787] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-11-27T19:59:44.328849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:44.328885] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:44.328922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:44.329030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:44.384784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:44.385489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:44.385594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:44.385646] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:44.512908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:44.513041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:44.513086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:44.513122] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:44.516321] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=15.58%)
[2025-11-27T19:59:44.516620] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-11-27T19:59:44.516758] [INFO ] [sig       ] TNYA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:44.652974] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TNYA.txt
[2025-11-27T19:59:44.653117] [INFO ] [sig       ] [3251/3661] Completed TNYA in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:44.653164] [INFO ] [sig       ] [3252/3661] Forecasting TOI...
[2025-11-27T19:59:44.653202] [INFO ] [sig       ] Generating forecast for: TOI
[2025-11-27T19:59:44.653240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-11-27T19:59:44.663863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-11-27T19:59:44.664134] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-11-27T19:59:44.664902] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-11-27T19:59:44.664962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:44.665011] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:44.665049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:44.665123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:44.720022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:44.720626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:44.720710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:44.720751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:44.839245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:44.839371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:44.839416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:44.839455] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:44.842563] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-11-27T19:59:44.842853] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-11-27T19:59:44.842993] [INFO ] [sig       ] TOI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:44.979703] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TOI.txt
[2025-11-27T19:59:44.979890] [INFO ] [sig       ] [3252/3661] Completed TOI in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:44.979945] [INFO ] [sig       ] [3253/3661] Forecasting TOL...
[2025-11-27T19:59:44.979986] [INFO ] [sig       ] Generating forecast for: TOL
[2025-11-27T19:59:44.980079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-11-27T19:59:44.991866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-11-27T19:59:44.992189] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-11-27T19:59:44.993006] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-11-27T19:59:44.993068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:44.993109] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:44.993144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:44.993207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:45.051568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:45.052419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:45.052508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:45.052552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:45.169673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:45.169890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:45.169962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:45.170004] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:45.173297] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=49.36%)
[2025-11-27T19:59:45.173605] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-11-27T19:59:45.173737] [INFO ] [sig       ] TOL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:45.310484] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TOL.txt
[2025-11-27T19:59:45.310714] [INFO ] [sig       ] [3253/3661] Completed TOL in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:45.310766] [INFO ] [sig       ] [3254/3661] Forecasting TORO...
[2025-11-27T19:59:45.310813] [INFO ] [sig       ] Generating forecast for: TORO
[2025-11-27T19:59:45.310869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-11-27T19:59:45.322956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-11-27T19:59:45.323321] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-11-27T19:59:45.324157] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-11-27T19:59:45.324227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:45.324290] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:45.324347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:45.324444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:45.381042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:45.381760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:45.381867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:45.381935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:45.495912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:45.496085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:45.496160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:45.496222] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:45.499458] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=46.06%)
[2025-11-27T19:59:45.499774] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-11-27T19:59:45.499932] [INFO ] [sig       ] TORO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:45.635845] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TORO.txt
[2025-11-27T19:59:45.636006] [INFO ] [sig       ] [3254/3661] Completed TORO in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:45.636056] [INFO ] [sig       ] [3255/3661] Forecasting TOWN...
[2025-11-27T19:59:45.636092] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-11-27T19:59:45.636130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-11-27T19:59:45.647282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-11-27T19:59:45.647733] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-11-27T19:59:45.648528] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-11-27T19:59:45.648608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:45.648651] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:45.648686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:45.648750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:45.703049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:45.703931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:45.704041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:45.704097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:45.831148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:45.831316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:45.831367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:45.831409] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:45.834775] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-11-27T19:59:45.835044] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-11-27T19:59:45.835173] [INFO ] [sig       ] TOWN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:45.971637] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TOWN.txt
[2025-11-27T19:59:45.971785] [INFO ] [sig       ] [3255/3661] Completed TOWN in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:45.971835] [INFO ] [sig       ] [3256/3661] Forecasting TOYO...
[2025-11-27T19:59:45.971869] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-11-27T19:59:45.971907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-11-27T19:59:45.983218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-11-27T19:59:45.983564] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-11-27T19:59:45.984360] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-11-27T19:59:45.984423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:45.984464] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:45.984500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:45.984564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:46.039872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:46.040742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:46.040842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:46.040884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:46.150628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:46.150799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:46.150849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:46.150888] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:46.154125] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-11-27T19:59:46.154393] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-11-27T19:59:46.154520] [INFO ] [sig       ] TOYO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:46.290072] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TOYO.txt
[2025-11-27T19:59:46.290246] [INFO ] [sig       ] [3256/3661] Completed TOYO in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.3m
[2025-11-27T19:59:46.290297] [INFO ] [sig       ] [3257/3661] Forecasting TPB...
[2025-11-27T19:59:46.290359] [INFO ] [sig       ] Generating forecast for: TPB
[2025-11-27T19:59:46.290395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-11-27T19:59:46.302138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-11-27T19:59:46.302457] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-11-27T19:59:46.303230] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-11-27T19:59:46.303304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:46.303347] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:46.303384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:46.303447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:46.358939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:46.359554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:46.359663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:46.359710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:46.478548] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:46.478726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:46.478778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:46.478819] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:46.482115] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=28.19%)
[2025-11-27T19:59:46.482389] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-11-27T19:59:46.482522] [INFO ] [sig       ] TPB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:46.616646] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TPB.txt
[2025-11-27T19:59:46.616816] [INFO ] [sig       ] [3257/3661] Completed TPB in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-11-27T19:59:46.616866] [INFO ] [sig       ] [3258/3661] Forecasting TPC...
[2025-11-27T19:59:46.616906] [INFO ] [sig       ] Generating forecast for: TPC
[2025-11-27T19:59:46.616945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-11-27T19:59:46.627989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-11-27T19:59:46.628313] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-11-27T19:59:46.629081] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-11-27T19:59:46.629142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:46.629183] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:46.629223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:46.629288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:46.683665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:46.684347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:46.684435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:46.684472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:46.802055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:46.802216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:46.802265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:46.802301] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:46.805503] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=23.34%)
[2025-11-27T19:59:46.805798] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-11-27T19:59:46.805929] [INFO ] [sig       ] TPC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:46.943503] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TPC.txt
[2025-11-27T19:59:46.943674] [INFO ] [sig       ] [3258/3661] Completed TPC in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-11-27T19:59:46.943740] [INFO ] [sig       ] [3259/3661] Forecasting TPCS...
[2025-11-27T19:59:46.943783] [INFO ] [sig       ] Generating forecast for: TPCS
[2025-11-27T19:59:46.943817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'.
[2025-11-27T19:59:46.954928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPCS'.
[2025-11-27T19:59:46.955253] [INFO ] [FORECASTER] Starting predict_future for TPCS
[2025-11-27T19:59:46.956033] [DEBUG] [LOCAL     ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt
[2025-11-27T19:59:46.956096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:46.956136] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:46.956173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:46.956237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:47.010761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:47.011432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:47.011521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:47.011562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:47.121915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:47.122082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:47.122131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:47.122171] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:47.125456] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-11-27T19:59:47.125772] [INFO ] [FORECASTER] Completed predict_future for TPCS
[2025-11-27T19:59:47.125904] [INFO ] [sig       ] TPCS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:47.261103] [INFO ] [LOCAL     ] Saved forecast: TPCS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TPCS.txt
[2025-11-27T19:59:47.261248] [INFO ] [sig       ] [3259/3661] Completed TPCS in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-11-27T19:59:47.261297] [INFO ] [sig       ] [3260/3661] Forecasting TPG...
[2025-11-27T19:59:47.261335] [INFO ] [sig       ] Generating forecast for: TPG
[2025-11-27T19:59:47.261373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-11-27T19:59:47.272697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-11-27T19:59:47.272988] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-11-27T19:59:47.273833] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-11-27T19:59:47.273895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:47.273937] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:47.273974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:47.274039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:47.330332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:47.331052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:47.331139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:47.331179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:47.451200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:47.451349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:47.451396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:47.451429] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:47.454650] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2025-11-27T19:59:47.454917] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-11-27T19:59:47.455044] [INFO ] [sig       ] TPG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:47.592336] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TPG.txt
[2025-11-27T19:59:47.592473] [INFO ] [sig       ] [3260/3661] Completed TPG in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-11-27T19:59:47.592528] [INFO ] [sig       ] [3261/3661] Forecasting TPGXL...
[2025-11-27T19:59:47.592567] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-11-27T19:59:47.592625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-11-27T19:59:47.603995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-11-27T19:59:47.604371] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-11-27T19:59:47.605214] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-11-27T19:59:47.605287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:47.605344] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:47.605397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:47.605480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:47.660906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:47.661825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:47.661930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:47.661985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:47.773875] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:47.774067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:47.774130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:47.774183] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:47.777515] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=43.61%)
[2025-11-27T19:59:47.777829] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-11-27T19:59:47.777978] [INFO ] [sig       ] TPGXL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:47.920427] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TPGXL.txt
[2025-11-27T19:59:47.920621] [INFO ] [sig       ] [3261/3661] Completed TPGXL in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-11-27T19:59:47.920692] [INFO ] [sig       ] [3262/3661] Forecasting TPH...
[2025-11-27T19:59:47.920773] [INFO ] [sig       ] Generating forecast for: TPH
[2025-11-27T19:59:47.920824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-11-27T19:59:47.932642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-11-27T19:59:47.932992] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-11-27T19:59:47.933788] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-11-27T19:59:47.933851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:47.933894] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:47.933932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:47.933998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:47.993793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:47.994532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:47.994649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:47.994696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:48.109560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:48.109739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:48.109786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:48.109824] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:48.113142] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=36.72%)
[2025-11-27T19:59:48.113444] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-11-27T19:59:48.113601] [INFO ] [sig       ] TPH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:48.249289] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TPH.txt
[2025-11-27T19:59:48.249427] [INFO ] [sig       ] [3262/3661] Completed TPH in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:48.249474] [INFO ] [sig       ] [3263/3661] Forecasting TPL...
[2025-11-27T19:59:48.249513] [INFO ] [sig       ] Generating forecast for: TPL
[2025-11-27T19:59:48.249567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-11-27T19:59:48.261850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-11-27T19:59:48.262201] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-11-27T19:59:48.263096] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-11-27T19:59:48.263161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:48.263202] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:48.263238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:48.263303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:48.321311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:48.322235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:48.322331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:48.322374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:48.441070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:48.441248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:48.441298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:48.441336] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:48.444679] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-11-27T19:59:48.444953] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-11-27T19:59:48.445082] [INFO ] [sig       ] TPL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:48.588228] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TPL.txt
[2025-11-27T19:59:48.588419] [INFO ] [sig       ] [3263/3661] Completed TPL in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:48.588484] [INFO ] [sig       ] [3264/3661] Forecasting TPVG...
[2025-11-27T19:59:48.588585] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-11-27T19:59:48.588636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-11-27T19:59:48.600341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-11-27T19:59:48.600684] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-11-27T19:59:48.601442] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-11-27T19:59:48.601506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:48.601547] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:48.601605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:48.601675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:48.659005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:48.659718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:48.659804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:48.659847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:48.781463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:48.781638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:48.781704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:48.781743] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:48.784933] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-11-27T19:59:48.785227] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-11-27T19:59:48.785367] [INFO ] [sig       ] TPVG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:48.919050] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TPVG.txt
[2025-11-27T19:59:48.919192] [INFO ] [sig       ] [3264/3661] Completed TPVG in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:48.919240] [INFO ] [sig       ] [3265/3661] Forecasting TPYP...
[2025-11-27T19:59:48.919276] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-11-27T19:59:48.919314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-11-27T19:59:48.930515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-11-27T19:59:48.930980] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-11-27T19:59:48.931863] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-11-27T19:59:48.931928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:48.931971] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:48.932008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:48.932073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:48.988990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:48.989817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:48.989914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:48.989968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:49.101783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:49.101982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:49.102051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:49.102102] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:49.105540] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-11-27T19:59:49.105881] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-11-27T19:59:49.106034] [INFO ] [sig       ] TPYP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:49.244882] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TPYP.txt
[2025-11-27T19:59:49.245090] [INFO ] [sig       ] [3265/3661] Completed TPYP in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:49.245176] [INFO ] [sig       ] [3266/3661] Forecasting TPZ...
[2025-11-27T19:59:49.245236] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-11-27T19:59:49.245290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-11-27T19:59:49.256114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-11-27T19:59:49.256492] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-11-27T19:59:49.257307] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-11-27T19:59:49.257380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:49.257434] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:49.257485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:49.257564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:49.314628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:49.315501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:49.315619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:49.315666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:49.427941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:49.428102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:49.428164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:49.428203] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:49.432671] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-11-27T19:59:49.432961] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-11-27T19:59:49.433090] [INFO ] [sig       ] TPZ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:49.568830] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TPZ.txt
[2025-11-27T19:59:49.568974] [INFO ] [sig       ] [3266/3661] Completed TPZ in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:49.569021] [INFO ] [sig       ] [3267/3661] Forecasting TQQQ...
[2025-11-27T19:59:49.569060] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-11-27T19:59:49.569096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-11-27T19:59:49.579566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-11-27T19:59:49.579877] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-11-27T19:59:49.580669] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-11-27T19:59:49.580730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:49.580771] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:49.580805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:49.580867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:49.636810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:49.637452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:49.637539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:49.637599] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:49.758765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:49.758908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:49.758961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:49.758994] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:49.762145] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=73.40%)
[2025-11-27T19:59:49.762414] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-11-27T19:59:49.762545] [INFO ] [sig       ] TQQQ: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:49.899487] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TQQQ.txt
[2025-11-27T19:59:49.899643] [INFO ] [sig       ] [3267/3661] Completed TQQQ in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:49.899693] [INFO ] [sig       ] [3268/3661] Forecasting TRC...
[2025-11-27T19:59:49.899731] [INFO ] [sig       ] Generating forecast for: TRC
[2025-11-27T19:59:49.899769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-11-27T19:59:49.911029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-11-27T19:59:49.911353] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-11-27T19:59:49.912172] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-11-27T19:59:49.912234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:49.912279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:49.912316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:49.912376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:49.967854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:49.968778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:49.968872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:49.968918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:50.085500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:50.085695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:50.085744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:50.085784] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:50.089014] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-11-27T19:59:50.089287] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-11-27T19:59:50.089416] [INFO ] [sig       ] TRC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:50.225201] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRC.txt
[2025-11-27T19:59:50.225371] [INFO ] [sig       ] [3268/3661] Completed TRC in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:50.225421] [INFO ] [sig       ] [3269/3661] Forecasting TRDA...
[2025-11-27T19:59:50.225458] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-11-27T19:59:50.225517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-11-27T19:59:50.237309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-11-27T19:59:50.237650] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-11-27T19:59:50.238470] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-11-27T19:59:50.238533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:50.238590] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:50.238640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:50.238721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:50.294888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:50.295697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:50.295788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:50.295838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:50.419657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:50.419839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:50.419895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:50.419937] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:50.423316] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=53.70%)
[2025-11-27T19:59:50.423641] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-11-27T19:59:50.423788] [INFO ] [sig       ] TRDA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:50.561037] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRDA.txt
[2025-11-27T19:59:50.561183] [INFO ] [sig       ] [3269/3661] Completed TRDA in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:50.561232] [INFO ] [sig       ] [3270/3661] Forecasting TREE...
[2025-11-27T19:59:50.561290] [INFO ] [sig       ] Generating forecast for: TREE
[2025-11-27T19:59:50.561333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-11-27T19:59:50.572319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-11-27T19:59:50.572655] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-11-27T19:59:50.573453] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-11-27T19:59:50.573516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:50.573557] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:50.573627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:50.573711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:50.629447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:50.630090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:50.630177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:50.630215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:50.752541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:50.752710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:50.752757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:50.752792] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:50.756045] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-11-27T19:59:50.756329] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-11-27T19:59:50.756466] [INFO ] [sig       ] TREE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:50.891807] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TREE.txt
[2025-11-27T19:59:50.891954] [INFO ] [sig       ] [3270/3661] Completed TREE in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:50.892003] [INFO ] [sig       ] [3271/3661] Forecasting TREX...
[2025-11-27T19:59:50.892040] [INFO ] [sig       ] Generating forecast for: TREX
[2025-11-27T19:59:50.892076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-11-27T19:59:50.902748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-11-27T19:59:50.903058] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-11-27T19:59:50.903842] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-11-27T19:59:50.903903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:50.903943] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:50.903978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:50.904080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:50.963397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:50.964112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:50.964206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:50.964251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:51.090501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:51.090673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:51.090724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:51.090764] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:51.094296] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-11-27T19:59:51.094613] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-11-27T19:59:51.094752] [INFO ] [sig       ] TREX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:51.231180] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TREX.txt
[2025-11-27T19:59:51.231334] [INFO ] [sig       ] [3271/3661] Completed TREX in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:51.231382] [INFO ] [sig       ] [3272/3661] Forecasting TRGP...
[2025-11-27T19:59:51.231428] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-11-27T19:59:51.231467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-11-27T19:59:51.242759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-11-27T19:59:51.243098] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-11-27T19:59:51.243908] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-11-27T19:59:51.243970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:51.244020] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:51.244066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:51.244148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:51.303143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:51.303996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:51.304086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:51.304131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:51.418916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:51.419085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:51.419132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:51.419169] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:51.422397] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-11-27T19:59:51.422708] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-11-27T19:59:51.422846] [INFO ] [sig       ] TRGP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:51.560290] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRGP.txt
[2025-11-27T19:59:51.560456] [INFO ] [sig       ] [3272/3661] Completed TRGP in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:51.560506] [INFO ] [sig       ] [3273/3661] Forecasting TRI...
[2025-11-27T19:59:51.560540] [INFO ] [sig       ] Generating forecast for: TRI
[2025-11-27T19:59:51.560604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-11-27T19:59:51.572315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-11-27T19:59:51.572656] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-11-27T19:59:51.573428] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-11-27T19:59:51.573490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:51.573530] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:51.573566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:51.573656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:51.628693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:51.629381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:51.629469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:51.629509] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:51.748718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:51.748873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:51.748920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:51.748959] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:51.752164] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-11-27T19:59:51.752449] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-11-27T19:59:51.752594] [INFO ] [sig       ] TRI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:51.931227] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRI.txt
[2025-11-27T19:59:51.931384] [INFO ] [sig       ] [3273/3661] Completed TRI in 0.4s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:51.931432] [INFO ] [sig       ] [3274/3661] Forecasting TRIN...
[2025-11-27T19:59:51.931469] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-11-27T19:59:51.931508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-11-27T19:59:51.942762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-11-27T19:59:51.943095] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-11-27T19:59:51.943907] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-11-27T19:59:51.943971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:51.944012] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:51.944050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:51.944115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:52.000473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:52.001126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:52.001216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:52.001261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:52.118149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:52.118324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:52.118372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:52.118409] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:52.121745] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=29.96%)
[2025-11-27T19:59:52.122059] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-11-27T19:59:52.122207] [INFO ] [sig       ] TRIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:52.258959] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TRIN.txt
[2025-11-27T19:59:52.259116] [INFO ] [sig       ] [3274/3661] Completed TRIN in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.2m
[2025-11-27T19:59:52.259164] [INFO ] [sig       ] [3275/3661] Forecasting TRIP...
[2025-11-27T19:59:52.259208] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-11-27T19:59:52.259263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-11-27T19:59:52.270849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-11-27T19:59:52.271198] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-11-27T19:59:52.271998] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-11-27T19:59:52.272060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:52.272100] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:52.272141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:52.272202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:52.327747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:52.328591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:52.328682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:52.328725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:52.445935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:52.446076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:52.446124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:52.446179] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:52.449626] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-11-27T19:59:52.449920] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-11-27T19:59:52.450060] [INFO ] [sig       ] TRIP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:52.584805] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRIP.txt
[2025-11-27T19:59:52.584944] [INFO ] [sig       ] [3275/3661] Completed TRIP in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-11-27T19:59:52.584991] [INFO ] [sig       ] [3276/3661] Forecasting TRMB...
[2025-11-27T19:59:52.585030] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-11-27T19:59:52.585067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-11-27T19:59:52.595814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-11-27T19:59:52.596089] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-11-27T19:59:52.596945] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-11-27T19:59:52.597008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:52.597048] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:52.597084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:52.597161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:52.655498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:52.656326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:52.656412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:52.656454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:52.775484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:52.775650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:52.775700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:52.775738] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:52.778953] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2025-11-27T19:59:52.779231] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-11-27T19:59:52.779361] [INFO ] [sig       ] TRMB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:52.913496] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TRMB.txt
[2025-11-27T19:59:52.913645] [INFO ] [sig       ] [3276/3661] Completed TRMB in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-11-27T19:59:52.913696] [INFO ] [sig       ] [3277/3661] Forecasting TRMD...
[2025-11-27T19:59:52.913733] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-11-27T19:59:52.913772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-11-27T19:59:52.924688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-11-27T19:59:52.924977] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-11-27T19:59:52.925753] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-11-27T19:59:52.925814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:52.925854] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:52.925889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:52.925953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:52.981056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:52.981695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:52.981782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:52.981837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:53.094921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:53.095087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:53.095145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:53.095182] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:53.098401] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-11-27T19:59:53.098700] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-11-27T19:59:53.098830] [INFO ] [sig       ] TRMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:53.233349] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TRMD.txt
[2025-11-27T19:59:53.233490] [INFO ] [sig       ] [3277/3661] Completed TRMD in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-11-27T19:59:53.233549] [INFO ] [sig       ] [3278/3661] Forecasting TRMK...
[2025-11-27T19:59:53.233603] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-11-27T19:59:53.233643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-11-27T19:59:53.249757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-11-27T19:59:53.250313] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-11-27T19:59:53.251270] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-11-27T19:59:53.251372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:53.251441] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:53.251481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:53.251688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:53.309041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:53.310235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:53.310348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:53.310395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:53.430558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:53.430834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:53.430890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:53.430925] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:53.434779] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-11-27T19:59:53.435110] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-11-27T19:59:53.435262] [INFO ] [sig       ] TRMK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:53.576703] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TRMK.txt
[2025-11-27T19:59:53.576959] [INFO ] [sig       ] [3278/3661] Completed TRMK in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-11-27T19:59:53.577022] [INFO ] [sig       ] [3279/3661] Forecasting TRN...
[2025-11-27T19:59:53.577095] [INFO ] [sig       ] Generating forecast for: TRN
[2025-11-27T19:59:53.577134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-11-27T19:59:53.591341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-11-27T19:59:53.591993] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-11-27T19:59:53.592987] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-11-27T19:59:53.593055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:53.593100] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:53.593160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:53.593233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:53.652019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:53.653223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:53.653365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:53.653424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:53.774172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:53.774438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:53.774496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:53.774532] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:53.778442] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-11-27T19:59:53.778807] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-11-27T19:59:53.778966] [INFO ] [sig       ] TRN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:53.921963] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TRN.txt
[2025-11-27T19:59:53.922296] [INFO ] [sig       ] [3279/3661] Completed TRN in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-11-27T19:59:53.922376] [INFO ] [sig       ] [3280/3661] Forecasting TRNO...
[2025-11-27T19:59:53.922419] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-11-27T19:59:53.922456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-11-27T19:59:53.935065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-11-27T19:59:53.935459] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-11-27T19:59:53.936292] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-11-27T19:59:53.936361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:53.936403] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:53.936441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:53.936506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:53.990805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:53.991444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:53.991538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:53.991603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:54.109638] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:54.109815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:54.109859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:54.109898] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:54.113284] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-11-27T19:59:54.113558] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-11-27T19:59:54.113711] [INFO ] [sig       ] TRNO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:54.249866] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRNO.txt
[2025-11-27T19:59:54.250016] [INFO ] [sig       ] [3280/3661] Completed TRNO in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:54.250065] [INFO ] [sig       ] [3281/3661] Forecasting TRNS...
[2025-11-27T19:59:54.250104] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-11-27T19:59:54.250158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-11-27T19:59:54.261365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-11-27T19:59:54.261701] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-11-27T19:59:54.262504] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-11-27T19:59:54.262564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:54.262619] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:54.262655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:54.262717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:54.318006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:54.318804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:54.318895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:54.318937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:54.438195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:54.438381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:54.438434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:54.438469] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:54.441912] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-11-27T19:59:54.442195] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-11-27T19:59:54.442333] [INFO ] [sig       ] TRNS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:54.575994] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TRNS.txt
[2025-11-27T19:59:54.576152] [INFO ] [sig       ] [3281/3661] Completed TRNS in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:54.576203] [INFO ] [sig       ] [3282/3661] Forecasting TROX...
[2025-11-27T19:59:54.576242] [INFO ] [sig       ] Generating forecast for: TROX
[2025-11-27T19:59:54.576283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-11-27T19:59:54.587733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-11-27T19:59:54.588078] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-11-27T19:59:54.588949] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-11-27T19:59:54.589014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:54.589056] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:54.589092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:54.589160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:54.645007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:54.645729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:54.645821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:54.645865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:54.761197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:54.761379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:54.761428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:54.761467] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:54.764784] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-11-27T19:59:54.765062] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-11-27T19:59:54.765197] [INFO ] [sig       ] TROX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:54.902782] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TROX.txt
[2025-11-27T19:59:54.902955] [INFO ] [sig       ] [3282/3661] Completed TROX in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:54.903010] [INFO ] [sig       ] [3283/3661] Forecasting TRP...
[2025-11-27T19:59:54.903050] [INFO ] [sig       ] Generating forecast for: TRP
[2025-11-27T19:59:54.903095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-11-27T19:59:54.913955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-11-27T19:59:54.914265] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-11-27T19:59:54.915050] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-11-27T19:59:54.915133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:54.915192] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:54.915244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:54.915333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:54.973766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:54.974441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:54.974549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:54.974608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:55.087921] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:55.088097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:55.088160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:55.088196] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:55.091503] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-11-27T19:59:55.091797] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-11-27T19:59:55.091930] [INFO ] [sig       ] TRP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:55.225878] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRP.txt
[2025-11-27T19:59:55.226045] [INFO ] [sig       ] [3283/3661] Completed TRP in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:55.226094] [INFO ] [sig       ] [3284/3661] Forecasting TRS...
[2025-11-27T19:59:55.226128] [INFO ] [sig       ] Generating forecast for: TRS
[2025-11-27T19:59:55.226167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-11-27T19:59:55.236763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-11-27T19:59:55.237085] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-11-27T19:59:55.237878] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-11-27T19:59:55.237940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:55.237980] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:55.238017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:55.238080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:55.293216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:55.294066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:55.294158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:55.294200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:55.414907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:55.415073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:55.415120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:55.415157] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:55.418389] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-11-27T19:59:55.418679] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-11-27T19:59:55.418820] [INFO ] [sig       ] TRS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:55.554192] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRS.txt
[2025-11-27T19:59:55.554344] [INFO ] [sig       ] [3284/3661] Completed TRS in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:55.554394] [INFO ] [sig       ] [3285/3661] Forecasting TRTX...
[2025-11-27T19:59:55.554433] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-11-27T19:59:55.554491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-11-27T19:59:55.564849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-11-27T19:59:55.565136] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-11-27T19:59:55.565928] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-11-27T19:59:55.565991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:55.566034] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:55.566070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:55.566134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:55.625056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:55.625806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:55.625897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:55.625944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:55.747346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:55.747527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:55.747590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:55.747632] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:55.751025] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=69.77%)
[2025-11-27T19:59:55.751306] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-11-27T19:59:55.751443] [INFO ] [sig       ] TRTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:55.884211] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRTX.txt
[2025-11-27T19:59:55.884354] [INFO ] [sig       ] [3285/3661] Completed TRTX in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:55.884404] [INFO ] [sig       ] [3286/3661] Forecasting TRUE...
[2025-11-27T19:59:55.884460] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-11-27T19:59:55.884497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-11-27T19:59:55.895230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-11-27T19:59:55.895540] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-11-27T19:59:55.896316] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-11-27T19:59:55.896378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:55.896420] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:55.896457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:55.896524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:55.954462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:55.955133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:55.955229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:55.955274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:56.072928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:56.073078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:56.073125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:56.073162] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:56.076393] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-11-27T19:59:56.076685] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-11-27T19:59:56.076822] [INFO ] [sig       ] TRUE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:56.215340] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TRUE.txt
[2025-11-27T19:59:56.215490] [INFO ] [sig       ] [3286/3661] Completed TRUE in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:56.215539] [INFO ] [sig       ] [3287/3661] Forecasting TRUP...
[2025-11-27T19:59:56.215590] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-11-27T19:59:56.215648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-11-27T19:59:56.226347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-11-27T19:59:56.226651] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-11-27T19:59:56.227403] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-11-27T19:59:56.227464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:56.227504] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:56.227541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:56.227625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:56.283001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:56.283677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:56.283771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:56.283823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:56.408773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:56.408960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:56.409016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:56.409055] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:56.412322] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=85.12%)
[2025-11-27T19:59:56.412611] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-11-27T19:59:56.412743] [INFO ] [sig       ] TRUP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:56.546371] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRUP.txt
[2025-11-27T19:59:56.546532] [INFO ] [sig       ] [3287/3661] Completed TRUP in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:56.546598] [INFO ] [sig       ] [3288/3661] Forecasting TRVG...
[2025-11-27T19:59:56.546656] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-11-27T19:59:56.546692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-11-27T19:59:56.558139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-11-27T19:59:56.558487] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-11-27T19:59:56.559288] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-11-27T19:59:56.559352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:56.559392] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:56.559427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:56.559506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:56.615828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:56.616932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:56.617036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:56.617083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:56.744666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:56.744907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:56.744970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:56.745017] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:56.749667] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-11-27T19:59:56.750095] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-11-27T19:59:56.750313] [INFO ] [sig       ] TRVG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:56.906556] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TRVG.txt
[2025-11-27T19:59:56.906774] [INFO ] [sig       ] [3288/3661] Completed TRVG in 0.4s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:56.906861] [INFO ] [sig       ] [3289/3661] Forecasting TRVI...
[2025-11-27T19:59:56.906930] [INFO ] [sig       ] Generating forecast for: TRVI
[2025-11-27T19:59:56.906974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVI' from 'https://tdm.silogroup.org/data/derivative_storage/TRVI.csv'.
[2025-11-27T19:59:56.919737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVI'.
[2025-11-27T19:59:56.920197] [INFO ] [FORECASTER] Starting predict_future for TRVI
[2025-11-27T19:59:56.921236] [DEBUG] [LOCAL     ] No optimal features file found for TRVI: ./output/feature-sets/TRVI.txt
[2025-11-27T19:59:56.921319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:56.921361] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:56.921397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:56.921507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:56.981729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:56.982735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:56.982864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:56.982954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:57.150365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:57.150590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:57.150645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:57.150686] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:57.154593] [DEBUG] [FORECASTER] TRVI: Forecast T+1@11:T+2@11: DOWN (p=32.21%)
[2025-11-27T19:59:57.155020] [INFO ] [FORECASTER] Completed predict_future for TRVI
[2025-11-27T19:59:57.155223] [INFO ] [sig       ] TRVI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:57.313455] [INFO ] [LOCAL     ] Saved forecast: TRVI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TRVI.txt
[2025-11-27T19:59:57.313783] [INFO ] [sig       ] [3289/3661] Completed TRVI in 0.4s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:57.313879] [INFO ] [sig       ] [3290/3661] Forecasting TS...
[2025-11-27T19:59:57.313951] [INFO ] [sig       ] Generating forecast for: TS
[2025-11-27T19:59:57.314050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-11-27T19:59:57.330254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-11-27T19:59:57.330811] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-11-27T19:59:57.332023] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-11-27T19:59:57.332117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:57.332177] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:57.332222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:57.332330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:57.407835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:57.409084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:57.409225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:57.409295] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:57.552245] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:57.552452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:57.552534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:57.552613] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:57.556205] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=55.08%)
[2025-11-27T19:59:57.556602] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-11-27T19:59:57.556778] [INFO ] [sig       ] TS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:57.706929] [INFO ] [LOCAL     ] Saved forecast: TS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TS.txt
[2025-11-27T19:59:57.707148] [INFO ] [sig       ] [3290/3661] Completed TS in 0.4s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:57.707244] [INFO ] [sig       ] [3291/3661] Forecasting TSBK...
[2025-11-27T19:59:57.707298] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-11-27T19:59:57.707426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-11-27T19:59:57.723084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-11-27T19:59:57.723508] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-11-27T19:59:57.724353] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-11-27T19:59:57.724420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:57.724463] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:57.724501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:57.724760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:57.782451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:57.783366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:57.783485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:57.783537] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:57.898731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:57.898914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:57.898980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:57.899029] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:57.902856] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-11-27T19:59:57.903155] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-11-27T19:59:57.903300] [INFO ] [sig       ] TSBK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:58.053614] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSBK.txt
[2025-11-27T19:59:58.053801] [INFO ] [sig       ] [3291/3661] Completed TSBK in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:58.053852] [INFO ] [sig       ] [3292/3661] Forecasting TSCO...
[2025-11-27T19:59:58.053891] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-11-27T19:59:58.053956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-11-27T19:59:58.065270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-11-27T19:59:58.065753] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-11-27T19:59:58.066801] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-11-27T19:59:58.066888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:58.066934] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:58.066972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:58.067036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:58.126055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:58.126951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:58.127051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:58.127097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:58.245337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:58.245495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:58.245545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:58.245601] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:58.248909] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-11-27T19:59:58.249180] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-11-27T19:59:58.249314] [INFO ] [sig       ] TSCO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:58.386966] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSCO.txt
[2025-11-27T19:59:58.387121] [INFO ] [sig       ] [3292/3661] Completed TSCO in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.1m
[2025-11-27T19:59:58.387171] [INFO ] [sig       ] [3293/3661] Forecasting TSDD...
[2025-11-27T19:59:58.387209] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-11-27T19:59:58.387248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-11-27T19:59:58.398200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-11-27T19:59:58.398474] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-11-27T19:59:58.399241] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-11-27T19:59:58.399303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:58.399343] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:58.399476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:58.399593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:58.458602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:58.459261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:58.459348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:58.459390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:58.576982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:58.577151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:58.577200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:58.577238] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:58.580493] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-11-27T19:59:58.580783] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-11-27T19:59:58.580916] [INFO ] [sig       ] TSDD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:58.715633] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSDD.txt
[2025-11-27T19:59:58.715770] [INFO ] [sig       ] [3293/3661] Completed TSDD in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-11-27T19:59:58.715819] [INFO ] [sig       ] [3294/3661] Forecasting TSEM...
[2025-11-27T19:59:58.715857] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-11-27T19:59:58.715894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-11-27T19:59:58.727665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-11-27T19:59:58.728003] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-11-27T19:59:58.728843] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-11-27T19:59:58.728905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:58.728947] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:58.728982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:58.729046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:58.783961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:58.784548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:58.784651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:58.784695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:58.901661] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:58.901815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:58.901864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:58.901903] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:58.905080] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-11-27T19:59:58.905359] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-11-27T19:59:58.905493] [INFO ] [sig       ] TSEM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:59.043291] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TSEM.txt
[2025-11-27T19:59:59.043452] [INFO ] [sig       ] [3294/3661] Completed TSEM in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-11-27T19:59:59.043502] [INFO ] [sig       ] [3295/3661] Forecasting TSHA...
[2025-11-27T19:59:59.043541] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-11-27T19:59:59.043595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-11-27T19:59:59.055274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-11-27T19:59:59.055556] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-11-27T19:59:59.056368] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-11-27T19:59:59.056433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:59.056471] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:59.056516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:59.056622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:59.113409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:59.114104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:59.114193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:59.114242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:59.232296] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:59.232457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:59.232506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:59.232543] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:59.235787] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=44.71%)
[2025-11-27T19:59:59.236075] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-11-27T19:59:59.236219] [INFO ] [sig       ] TSHA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T19:59:59.370639] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSHA.txt
[2025-11-27T19:59:59.370795] [INFO ] [sig       ] [3295/3661] Completed TSHA in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-11-27T19:59:59.370845] [INFO ] [sig       ] [3296/3661] Forecasting TSI...
[2025-11-27T19:59:59.370885] [INFO ] [sig       ] Generating forecast for: TSI
[2025-11-27T19:59:59.370922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-11-27T19:59:59.412743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-11-27T19:59:59.413094] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-11-27T19:59:59.413880] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-11-27T19:59:59.413942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:59.413984] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:59.414021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:59.414100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:59.471658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:59.472325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:59.472414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:59.472457] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:59.585065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:59.585215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:59.585264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:59.585303] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:59.588535] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-11-27T19:59:59.588839] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-11-27T19:59:59.588981] [INFO ] [sig       ] TSI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T19:59:59.721596] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TSI.txt
[2025-11-27T19:59:59.721732] [INFO ] [sig       ] [3296/3661] Completed TSI in 0.4s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-11-27T19:59:59.721781] [INFO ] [sig       ] [3297/3661] Forecasting TSL...
[2025-11-27T19:59:59.721816] [INFO ] [sig       ] Generating forecast for: TSL
[2025-11-27T19:59:59.721861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-11-27T19:59:59.732654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-11-27T19:59:59.732944] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-11-27T19:59:59.733718] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-11-27T19:59:59.733780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T19:59:59.733821] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T19:59:59.733857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T19:59:59.733921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T19:59:59.790964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T19:59:59.791678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T19:59:59.791779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T19:59:59.791821] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T19:59:59.905514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T19:59:59.905696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T19:59:59.905746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T19:59:59.905782] [INFO ] [FORECASTER] Training complete
[2025-11-27T19:59:59.909106] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-11-27T19:59:59.909411] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-11-27T19:59:59.909548] [INFO ] [sig       ] TSL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:00.044720] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TSL.txt
[2025-11-27T20:00:00.044881] [INFO ] [sig       ] [3297/3661] Completed TSL in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:00.044940] [INFO ] [sig       ] [3298/3661] Forecasting TSLA...
[2025-11-27T20:00:00.044973] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-11-27T20:00:00.045011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-11-27T20:00:00.057188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-11-27T20:00:00.057524] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-11-27T20:00:00.058376] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-11-27T20:00:00.058449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:00.058503] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:00.058566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:00.058691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:00.115007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:00.115690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:00.115786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:00.115854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:00.236919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:00.237101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:00.237150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:00.237186] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:00.240537] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-11-27T20:00:00.240865] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-11-27T20:00:00.241031] [INFO ] [sig       ] TSLA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:00.378059] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSLA.txt
[2025-11-27T20:00:00.378249] [INFO ] [sig       ] [3298/3661] Completed TSLA in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:00.378302] [INFO ] [sig       ] [3299/3661] Forecasting TSLL...
[2025-11-27T20:00:00.378349] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-11-27T20:00:00.378407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-11-27T20:00:00.390181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-11-27T20:00:00.390496] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-11-27T20:00:00.391288] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-11-27T20:00:00.391351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:00.391392] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:00.391428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:00.391490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:00.446274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:00.446926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:00.447013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:00.447054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:00.566722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:00.566879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:00.566943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:00.566981] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:00.570209] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2025-11-27T20:00:00.570484] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-11-27T20:00:00.570630] [INFO ] [sig       ] TSLL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:00.704930] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSLL.txt
[2025-11-27T20:00:00.705065] [INFO ] [sig       ] [3299/3661] Completed TSLL in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:00.705113] [INFO ] [sig       ] [3300/3661] Forecasting TSLQ...
[2025-11-27T20:00:00.705149] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-11-27T20:00:00.705185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-11-27T20:00:00.716120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-11-27T20:00:00.716490] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-11-27T20:00:00.717288] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-11-27T20:00:00.717360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:00.717415] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:00.717465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:00.717559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:00.774391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:00.775068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:00.775165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:00.775221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:00.897940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:00.898088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:00.898172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:00.898210] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:00.901667] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-11-27T20:00:00.902035] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-11-27T20:00:00.902190] [INFO ] [sig       ] TSLQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:01.042991] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSLQ.txt
[2025-11-27T20:00:01.043179] [INFO ] [sig       ] [3300/3661] Completed TSLQ in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:01.043251] [INFO ] [sig       ] [3301/3661] Forecasting TSLS...
[2025-11-27T20:00:01.043292] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-11-27T20:00:01.043332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-11-27T20:00:01.054615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-11-27T20:00:01.054981] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-11-27T20:00:01.055816] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-11-27T20:00:01.055880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:01.055922] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:01.055960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:01.056023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:01.122807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:01.124192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:01.124337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:01.124401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:01.257524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:01.257684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:01.257737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:01.257786] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:01.261493] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-11-27T20:00:01.261899] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-11-27T20:00:01.262068] [INFO ] [sig       ] TSLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:01.400110] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TSLS.txt
[2025-11-27T20:00:01.400304] [INFO ] [sig       ] [3301/3661] Completed TSLS in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:01.400396] [INFO ] [sig       ] [3302/3661] Forecasting TSLX...
[2025-11-27T20:00:01.400454] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-11-27T20:00:01.400509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-11-27T20:00:01.411718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-11-27T20:00:01.412115] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-11-27T20:00:01.412952] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-11-27T20:00:01.413025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:01.413082] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:01.413134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:01.413230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:01.469135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:01.469989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:01.470091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:01.470148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:01.589691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:01.589840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:01.589905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:01.589956] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:01.593172] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=93.84%)
[2025-11-27T20:00:01.593468] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-11-27T20:00:01.593639] [INFO ] [sig       ] TSLX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:01.729429] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TSLX.txt
[2025-11-27T20:00:01.729645] [INFO ] [sig       ] [3302/3661] Completed TSLX in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:01.729735] [INFO ] [sig       ] [3303/3661] Forecasting TSM...
[2025-11-27T20:00:01.729786] [INFO ] [sig       ] Generating forecast for: TSM
[2025-11-27T20:00:01.729841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-11-27T20:00:01.740528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-11-27T20:00:01.740947] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-11-27T20:00:01.741788] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-11-27T20:00:01.741861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:01.741929] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:01.741981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:01.742063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:01.799505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:01.800394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:01.800495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:01.800551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:01.930421] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:01.930638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:01.930704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:01.930757] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:01.934385] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=67.34%)
[2025-11-27T20:00:01.934768] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-11-27T20:00:01.934940] [INFO ] [sig       ] TSM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:02.080884] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TSM.txt
[2025-11-27T20:00:02.081081] [INFO ] [sig       ] [3303/3661] Completed TSM in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:02.081147] [INFO ] [sig       ] [3304/3661] Forecasting TSN...
[2025-11-27T20:00:02.081200] [INFO ] [sig       ] Generating forecast for: TSN
[2025-11-27T20:00:02.081253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-11-27T20:00:02.136270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-11-27T20:00:02.136730] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-11-27T20:00:02.137845] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-11-27T20:00:02.137921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:02.137978] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:02.138029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:02.138137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:02.199947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:02.200899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:02.201044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:02.201106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:02.325489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:02.325691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:02.325741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:02.325782] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:02.329248] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-11-27T20:00:02.329551] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-11-27T20:00:02.329715] [INFO ] [sig       ] TSN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:02.488880] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSN.txt
[2025-11-27T20:00:02.489106] [INFO ] [sig       ] [3304/3661] Completed TSN in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:02.489202] [INFO ] [sig       ] [3305/3661] Forecasting TSQ...
[2025-11-27T20:00:02.489266] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-11-27T20:00:02.489306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-11-27T20:00:02.504783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-11-27T20:00:02.505347] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-11-27T20:00:02.506406] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-11-27T20:00:02.506484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:02.506538] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:02.506607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:02.506700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:02.591070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:02.592128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:02.592234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:02.592283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:02.730911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:02.731088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:02.731157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:02.731209] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:02.734791] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=44.01%)
[2025-11-27T20:00:02.735124] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-11-27T20:00:02.735275] [INFO ] [sig       ] TSQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:02.894268] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TSQ.txt
[2025-11-27T20:00:02.894453] [INFO ] [sig       ] [3305/3661] Completed TSQ in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:02.894515] [INFO ] [sig       ] [3306/3661] Forecasting TTC...
[2025-11-27T20:00:02.894562] [INFO ] [sig       ] Generating forecast for: TTC
[2025-11-27T20:00:02.894648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-11-27T20:00:02.906692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-11-27T20:00:02.907154] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-11-27T20:00:02.908060] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-11-27T20:00:02.908157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:02.908203] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:02.908243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:02.908318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:02.968545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:02.969685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:02.969778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:02.969825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:03.101483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:03.101696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:03.101748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:03.101789] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:03.105275] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-11-27T20:00:03.105611] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-11-27T20:00:03.105763] [INFO ] [sig       ] TTC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:03.248480] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TTC.txt
[2025-11-27T20:00:03.248678] [INFO ] [sig       ] [3306/3661] Completed TTC in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:03.248732] [INFO ] [sig       ] [3307/3661] Forecasting TTD...
[2025-11-27T20:00:03.248778] [INFO ] [sig       ] Generating forecast for: TTD
[2025-11-27T20:00:03.248837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-11-27T20:00:03.260613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-11-27T20:00:03.260971] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-11-27T20:00:03.261812] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-11-27T20:00:03.261876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:03.261918] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:03.261965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:03.262046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:03.317866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:03.318710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:03.318803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:03.318857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:03.438260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:03.438414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:03.438464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:03.438504] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:03.441850] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-11-27T20:00:03.442147] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-11-27T20:00:03.442295] [INFO ] [sig       ] TTD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:03.585594] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TTD.txt
[2025-11-27T20:00:03.585761] [INFO ] [sig       ] [3307/3661] Completed TTD in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:03.585811] [INFO ] [sig       ] [3308/3661] Forecasting TTE...
[2025-11-27T20:00:03.585852] [INFO ] [sig       ] Generating forecast for: TTE
[2025-11-27T20:00:03.585898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-11-27T20:00:03.601119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-11-27T20:00:03.601633] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-11-27T20:00:03.602741] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-11-27T20:00:03.602822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:03.602878] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:03.602936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:03.603030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:03.665236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:03.666179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:03.666282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:03.666332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:03.790150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:03.790327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:03.790378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:03.790412] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:03.793758] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-11-27T20:00:03.794080] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-11-27T20:00:03.794232] [INFO ] [sig       ] TTE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:03.932738] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TTE.txt
[2025-11-27T20:00:03.932914] [INFO ] [sig       ] [3308/3661] Completed TTE in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:03.932965] [INFO ] [sig       ] [3309/3661] Forecasting TTEC...
[2025-11-27T20:00:03.933005] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-11-27T20:00:03.933063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-11-27T20:00:03.948722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-11-27T20:00:03.949232] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-11-27T20:00:03.950431] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-11-27T20:00:03.950520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:03.950623] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:03.950697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:03.950823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:04.019396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:04.020305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:04.020408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:04.020467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:04.150727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:04.150901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:04.150951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:04.150990] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:04.154456] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=17.78%)
[2025-11-27T20:00:04.154775] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-11-27T20:00:04.154925] [INFO ] [sig       ] TTEC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:04.295540] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TTEC.txt
[2025-11-27T20:00:04.295749] [INFO ] [sig       ] [3309/3661] Completed TTEC in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:04.295801] [INFO ] [sig       ] [3310/3661] Forecasting TTEK...
[2025-11-27T20:00:04.295840] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-11-27T20:00:04.295884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-11-27T20:00:04.307722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-11-27T20:00:04.308340] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-11-27T20:00:04.309157] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-11-27T20:00:04.309221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:04.309262] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:04.309309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:04.309385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:04.366235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:04.367126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:04.367217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:04.367271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:04.497979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:04.498206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:04.498283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:04.498360] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:04.502120] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2025-11-27T20:00:04.502481] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-11-27T20:00:04.502663] [INFO ] [sig       ] TTEK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:04.648801] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TTEK.txt
[2025-11-27T20:00:04.648999] [INFO ] [sig       ] [3310/3661] Completed TTEK in 0.4s | 2.99 sym/s | Total: 18.4m | ETA: 2.0m
[2025-11-27T20:00:04.649053] [INFO ] [sig       ] [3311/3661] Forecasting TTI...
[2025-11-27T20:00:04.649092] [INFO ] [sig       ] Generating forecast for: TTI
[2025-11-27T20:00:04.649151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-11-27T20:00:04.659975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-11-27T20:00:04.660342] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-11-27T20:00:04.661134] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-11-27T20:00:04.661197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:04.661234] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:04.661271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:04.661382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:04.716109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:04.717002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:04.717097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:04.717139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:04.841434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:04.841632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:04.841683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:04.841721] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:04.845871] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=38.28%)
[2025-11-27T20:00:04.846192] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-11-27T20:00:04.846347] [INFO ] [sig       ] TTI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:04.986400] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TTI.txt
[2025-11-27T20:00:04.986621] [INFO ] [sig       ] [3311/3661] Completed TTI in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-11-27T20:00:04.986677] [INFO ] [sig       ] [3312/3661] Forecasting TTMI...
[2025-11-27T20:00:04.986725] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-11-27T20:00:04.986788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-11-27T20:00:04.997697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-11-27T20:00:04.998066] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-11-27T20:00:04.998905] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-11-27T20:00:04.998969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:04.999010] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:04.999045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:04.999121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:05.055252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:05.056134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:05.056231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:05.056288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:05.176817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:05.176995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:05.177046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:05.177084] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:05.180410] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-11-27T20:00:05.180737] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-11-27T20:00:05.180883] [INFO ] [sig       ] TTMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:05.321047] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TTMI.txt
[2025-11-27T20:00:05.321249] [INFO ] [sig       ] [3312/3661] Completed TTMI in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-11-27T20:00:05.321306] [INFO ] [sig       ] [3313/3661] Forecasting TTSH...
[2025-11-27T20:00:05.321429] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-11-27T20:00:05.321480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-11-27T20:00:05.336917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-11-27T20:00:05.337552] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-11-27T20:00:05.338495] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-11-27T20:00:05.338587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:05.338653] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:05.338709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:05.338807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:05.396692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:05.397609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:05.397730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:05.397792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:05.522188] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:05.522385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:05.522448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:05.522500] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:05.525882] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=50.94%)
[2025-11-27T20:00:05.526248] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-11-27T20:00:05.526415] [INFO ] [sig       ] TTSH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:05.666090] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TTSH.txt
[2025-11-27T20:00:05.666274] [INFO ] [sig       ] [3313/3661] Completed TTSH in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-11-27T20:00:05.666328] [INFO ] [sig       ] [3314/3661] Forecasting TTWO...
[2025-11-27T20:00:05.666367] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-11-27T20:00:05.666420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-11-27T20:00:05.677229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-11-27T20:00:05.677612] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-11-27T20:00:05.678431] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-11-27T20:00:05.678492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:05.678526] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:05.678568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:05.678655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:05.735695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:05.736551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:05.736667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:05.736710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:05.855512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:05.855712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:05.855764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:05.855806] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:05.859217] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2025-11-27T20:00:05.859521] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-11-27T20:00:05.859682] [INFO ] [sig       ] TTWO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:06.000052] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TTWO.txt
[2025-11-27T20:00:06.000239] [INFO ] [sig       ] [3314/3661] Completed TTWO in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:06.000292] [INFO ] [sig       ] [3315/3661] Forecasting TUGN...
[2025-11-27T20:00:06.000354] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-11-27T20:00:06.000388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-11-27T20:00:06.011853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-11-27T20:00:06.012241] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-11-27T20:00:06.013110] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-11-27T20:00:06.013176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:06.013221] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:06.013262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:06.013327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:06.070910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:06.071822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:06.071929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:06.071973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:06.181612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:06.181787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:06.181837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:06.181873] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:06.185143] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2025-11-27T20:00:06.185444] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-11-27T20:00:06.185615] [INFO ] [sig       ] TUGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:06.326277] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TUGN.txt
[2025-11-27T20:00:06.326478] [INFO ] [sig       ] [3315/3661] Completed TUGN in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:06.326552] [INFO ] [sig       ] [3316/3661] Forecasting TUSK...
[2025-11-27T20:00:06.326656] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-11-27T20:00:06.326723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-11-27T20:00:06.337314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-11-27T20:00:06.337749] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-11-27T20:00:06.338660] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-11-27T20:00:06.338727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:06.338770] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:06.338810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:06.338875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:06.396289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:06.397193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:06.397288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:06.397333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:06.519152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:06.519324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:06.519373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:06.519411] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:06.522662] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-11-27T20:00:06.522944] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-11-27T20:00:06.523080] [INFO ] [sig       ] TUSK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:06.666094] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TUSK.txt
[2025-11-27T20:00:06.666287] [INFO ] [sig       ] [3316/3661] Completed TUSK in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:06.666379] [INFO ] [sig       ] [3317/3661] Forecasting TVC...
[2025-11-27T20:00:06.666444] [INFO ] [sig       ] Generating forecast for: TVC
[2025-11-27T20:00:06.666498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-11-27T20:00:06.679884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-11-27T20:00:06.680320] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-11-27T20:00:06.681222] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-11-27T20:00:06.681290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:06.681343] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:06.681390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:06.681474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:06.738975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:06.739871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:06.739971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:06.740026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:06.848813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:06.848988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:06.849037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:06.849083] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:06.852383] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2025-11-27T20:00:06.852711] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-11-27T20:00:06.852869] [INFO ] [sig       ] TVC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:06.989548] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TVC.txt
[2025-11-27T20:00:06.989745] [INFO ] [sig       ] [3317/3661] Completed TVC in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:06.989803] [INFO ] [sig       ] [3318/3661] Forecasting TVE...
[2025-11-27T20:00:06.989843] [INFO ] [sig       ] Generating forecast for: TVE
[2025-11-27T20:00:06.989889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-11-27T20:00:07.000452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-11-27T20:00:07.000863] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-11-27T20:00:07.001671] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-11-27T20:00:07.001735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:07.001776] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:07.001812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:07.001875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:07.059250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:07.060128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:07.060225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:07.060271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:07.167657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:07.167829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:07.167880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:07.167917] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:07.171618] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=23.11%)
[2025-11-27T20:00:07.172053] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-11-27T20:00:07.172224] [INFO ] [sig       ] TVE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:07.317516] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TVE.txt
[2025-11-27T20:00:07.317710] [INFO ] [sig       ] [3318/3661] Completed TVE in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:07.317768] [INFO ] [sig       ] [3319/3661] Forecasting TVTX...
[2025-11-27T20:00:07.317805] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-11-27T20:00:07.317863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-11-27T20:00:07.330517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-11-27T20:00:07.330928] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-11-27T20:00:07.331764] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-11-27T20:00:07.331830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:07.331874] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:07.331915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:07.331979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:07.391514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:07.392429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:07.392525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:07.392569] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:07.523794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:07.523968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:07.524023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:07.524062] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:07.527605] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-11-27T20:00:07.527890] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-11-27T20:00:07.528034] [INFO ] [sig       ] TVTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:07.675589] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TVTX.txt
[2025-11-27T20:00:07.675774] [INFO ] [sig       ] [3319/3661] Completed TVTX in 0.4s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:07.675827] [INFO ] [sig       ] [3320/3661] Forecasting TWFG...
[2025-11-27T20:00:07.675865] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-11-27T20:00:07.675902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-11-27T20:00:07.688979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-11-27T20:00:07.689387] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-11-27T20:00:07.690187] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-11-27T20:00:07.690253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:07.690488] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:07.690524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:07.690608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:07.747269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:07.748178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:07.748272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:07.748316] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:07.870275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:07.870449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:07.870499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:07.870537] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:07.873821] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=45.07%)
[2025-11-27T20:00:07.874098] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-11-27T20:00:07.874229] [INFO ] [sig       ] TWFG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:08.010450] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TWFG.txt
[2025-11-27T20:00:08.010641] [INFO ] [sig       ] [3320/3661] Completed TWFG in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:08.010695] [INFO ] [sig       ] [3321/3661] Forecasting TWG...
[2025-11-27T20:00:08.010733] [INFO ] [sig       ] Generating forecast for: TWG
[2025-11-27T20:00:08.010792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-11-27T20:00:08.022061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-11-27T20:00:08.022361] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-11-27T20:00:08.023124] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-11-27T20:00:08.023186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:08.023229] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:08.023264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:08.023330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:08.077314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:08.078020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:08.078106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:08.078179] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:08.191505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:08.191681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:08.191729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:08.191773] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:08.194974] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=58.39%)
[2025-11-27T20:00:08.195243] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-11-27T20:00:08.195371] [INFO ] [sig       ] TWG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:08.330404] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TWG.txt
[2025-11-27T20:00:08.330567] [INFO ] [sig       ] [3321/3661] Completed TWG in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:08.330639] [INFO ] [sig       ] [3322/3661] Forecasting TWI...
[2025-11-27T20:00:08.330683] [INFO ] [sig       ] Generating forecast for: TWI
[2025-11-27T20:00:08.330721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-11-27T20:00:08.341228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-11-27T20:00:08.341522] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-11-27T20:00:08.342290] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-11-27T20:00:08.342353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:08.342395] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:08.342431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:08.342495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:08.397386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:08.398084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:08.398191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:08.398235] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:08.510686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:08.510854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:08.510903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:08.510946] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:08.514163] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-11-27T20:00:08.514434] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-11-27T20:00:08.514569] [INFO ] [sig       ] TWI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:08.650314] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TWI.txt
[2025-11-27T20:00:08.650474] [INFO ] [sig       ] [3322/3661] Completed TWI in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:08.650527] [INFO ] [sig       ] [3323/3661] Forecasting TWIN...
[2025-11-27T20:00:08.650562] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-11-27T20:00:08.650633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-11-27T20:00:08.661839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-11-27T20:00:08.662191] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-11-27T20:00:08.662978] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-11-27T20:00:08.663045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:08.663087] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:08.663123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:08.663186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:08.724400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:08.725207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:08.725297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:08.725340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:08.848344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:08.848509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:08.848560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:08.848612] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:08.851915] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2025-11-27T20:00:08.852198] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-11-27T20:00:08.852331] [INFO ] [sig       ] TWIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:09.001712] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TWIN.txt
[2025-11-27T20:00:09.001897] [INFO ] [sig       ] [3323/3661] Completed TWIN in 0.4s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:09.001957] [INFO ] [sig       ] [3324/3661] Forecasting TWLO...
[2025-11-27T20:00:09.001998] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-11-27T20:00:09.002039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-11-27T20:00:09.013340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-11-27T20:00:09.013675] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-11-27T20:00:09.014451] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-11-27T20:00:09.014515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:09.014559] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:09.014618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:09.014686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:09.071495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:09.072355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:09.072450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:09.072494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:09.205292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:09.205483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:09.205534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:09.205589] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:09.208897] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=25.82%)
[2025-11-27T20:00:09.209173] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-11-27T20:00:09.209307] [INFO ] [sig       ] TWLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:09.343052] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TWLO.txt
[2025-11-27T20:00:09.343214] [INFO ] [sig       ] [3324/3661] Completed TWLO in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:09.343264] [INFO ] [sig       ] [3325/3661] Forecasting TWO...
[2025-11-27T20:00:09.343312] [INFO ] [sig       ] Generating forecast for: TWO
[2025-11-27T20:00:09.343351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-11-27T20:00:09.354268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-11-27T20:00:09.354596] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-11-27T20:00:09.355347] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-11-27T20:00:09.355407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:09.355448] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:09.355485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:09.355560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:09.410197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:09.411011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:09.411104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:09.411150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:09.529166] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:09.529359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:09.529414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:09.529455] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:09.532885] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-11-27T20:00:09.533160] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-11-27T20:00:09.533294] [INFO ] [sig       ] TWO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:09.675762] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TWO.txt
[2025-11-27T20:00:09.675917] [INFO ] [sig       ] [3325/3661] Completed TWO in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:09.675968] [INFO ] [sig       ] [3326/3661] Forecasting TX...
[2025-11-27T20:00:09.676009] [INFO ] [sig       ] Generating forecast for: TX
[2025-11-27T20:00:09.676055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-11-27T20:00:09.686987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-11-27T20:00:09.687324] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-11-27T20:00:09.688141] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-11-27T20:00:09.688206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:09.688249] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:09.688287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:09.688350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:09.745274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:09.746101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:09.746192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:09.746238] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:09.865098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:09.865269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:09.865321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:09.865361] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:09.871784] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-11-27T20:00:09.872109] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-11-27T20:00:09.872246] [INFO ] [sig       ] TX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:10.012527] [INFO ] [LOCAL     ] Saved forecast: TX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TX.txt
[2025-11-27T20:00:10.012753] [INFO ] [sig       ] [3326/3661] Completed TX in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:10.012821] [INFO ] [sig       ] [3327/3661] Forecasting TXG...
[2025-11-27T20:00:10.012884] [INFO ] [sig       ] Generating forecast for: TXG
[2025-11-27T20:00:10.012962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-11-27T20:00:10.024244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-11-27T20:00:10.024592] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-11-27T20:00:10.025401] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-11-27T20:00:10.025486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:10.025549] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:10.025622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:10.025721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:10.082556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:10.083337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:10.083436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:10.083502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:10.204306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:10.204494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:10.204565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:10.204639] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:10.208533] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-11-27T20:00:10.208855] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-11-27T20:00:10.209021] [INFO ] [sig       ] TXG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:10.355524] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TXG.txt
[2025-11-27T20:00:10.355740] [INFO ] [sig       ] [3327/3661] Completed TXG in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:10.355842] [INFO ] [sig       ] [3328/3661] Forecasting TXMD...
[2025-11-27T20:00:10.355893] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-11-27T20:00:10.355958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-11-27T20:00:10.367362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-11-27T20:00:10.367776] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-11-27T20:00:10.368712] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-11-27T20:00:10.368779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:10.368821] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:10.368861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:10.368943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:10.434815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:10.435702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:10.435803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:10.435861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:10.549669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:10.549836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:10.549886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:10.549924] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:10.553268] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-11-27T20:00:10.553545] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-11-27T20:00:10.553714] [INFO ] [sig       ] TXMD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:10.694082] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TXMD.txt
[2025-11-27T20:00:10.694244] [INFO ] [sig       ] [3328/3661] Completed TXMD in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.9m
[2025-11-27T20:00:10.694304] [INFO ] [sig       ] [3329/3661] Forecasting TXN...
[2025-11-27T20:00:10.694344] [INFO ] [sig       ] Generating forecast for: TXN
[2025-11-27T20:00:10.694400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-11-27T20:00:10.705155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-11-27T20:00:10.705491] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-11-27T20:00:10.706305] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-11-27T20:00:10.706369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:10.706411] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:10.706447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:10.706512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:10.762767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:10.763507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:10.763610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:10.763654] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:10.881549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:10.881738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:10.881787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:10.881825] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:10.885176] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-11-27T20:00:10.885463] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-11-27T20:00:10.885615] [INFO ] [sig       ] TXN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:11.021525] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TXN.txt
[2025-11-27T20:00:11.021720] [INFO ] [sig       ] [3329/3661] Completed TXN in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-11-27T20:00:11.021780] [INFO ] [sig       ] [3330/3661] Forecasting TXO...
[2025-11-27T20:00:11.021821] [INFO ] [sig       ] Generating forecast for: TXO
[2025-11-27T20:00:11.021857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-11-27T20:00:11.034865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-11-27T20:00:11.035203] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-11-27T20:00:11.036034] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-11-27T20:00:11.036103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:11.036162] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:11.036213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:11.036305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:11.094921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:11.095714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:11.095816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:11.095876] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:11.214630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:11.214810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:11.214890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:11.214945] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:11.218426] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-11-27T20:00:11.218786] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-11-27T20:00:11.218940] [INFO ] [sig       ] TXO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:11.354710] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TXO.txt
[2025-11-27T20:00:11.354885] [INFO ] [sig       ] [3330/3661] Completed TXO in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-11-27T20:00:11.354944] [INFO ] [sig       ] [3331/3661] Forecasting TXRH...
[2025-11-27T20:00:11.354987] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-11-27T20:00:11.355025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-11-27T20:00:11.366315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-11-27T20:00:11.366733] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-11-27T20:00:11.367527] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-11-27T20:00:11.367618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:11.367674] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:11.367725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:11.367820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:11.425721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:11.426598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:11.426701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:11.426757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:11.560712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:11.560900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:11.560963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:11.561003] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:11.564495] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=68.43%)
[2025-11-27T20:00:11.564805] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-11-27T20:00:11.564946] [INFO ] [sig       ] TXRH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:11.707211] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TXRH.txt
[2025-11-27T20:00:11.707396] [INFO ] [sig       ] [3331/3661] Completed TXRH in 0.4s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-11-27T20:00:11.707448] [INFO ] [sig       ] [3332/3661] Forecasting TY...
[2025-11-27T20:00:11.707494] [INFO ] [sig       ] Generating forecast for: TY
[2025-11-27T20:00:11.707538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-11-27T20:00:11.718848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-11-27T20:00:11.719229] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-11-27T20:00:11.720101] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-11-27T20:00:11.720175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:11.720235] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:11.720279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:11.720355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:11.777020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:11.777984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:11.778078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:11.778146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:11.897675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:11.897844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:11.897896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:11.897935] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:11.901254] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-11-27T20:00:11.901531] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-11-27T20:00:11.901732] [INFO ] [sig       ] TY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:12.036149] [INFO ] [LOCAL     ] Saved forecast: TY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TY.txt
[2025-11-27T20:00:12.036306] [INFO ] [sig       ] [3332/3661] Completed TY in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:12.036355] [INFO ] [sig       ] [3333/3661] Forecasting TYG...
[2025-11-27T20:00:12.036395] [INFO ] [sig       ] Generating forecast for: TYG
[2025-11-27T20:00:12.036434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-11-27T20:00:12.047177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-11-27T20:00:12.047474] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-11-27T20:00:12.048274] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-11-27T20:00:12.048337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:12.048376] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:12.048405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:12.048465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:12.109048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:12.110109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:12.110224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:12.110284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:12.237812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:12.237990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:12.238043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:12.238086] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:12.241463] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-11-27T20:00:12.241762] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-11-27T20:00:12.241897] [INFO ] [sig       ] TYG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:12.380183] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TYG.txt
[2025-11-27T20:00:12.380369] [INFO ] [sig       ] [3333/3661] Completed TYG in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:12.380432] [INFO ] [sig       ] [3334/3661] Forecasting TYGO...
[2025-11-27T20:00:12.380475] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-11-27T20:00:12.380541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-11-27T20:00:12.392198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-11-27T20:00:12.392609] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-11-27T20:00:12.393391] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-11-27T20:00:12.393454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:12.393494] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:12.393530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:12.393614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:12.448612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:12.449483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:12.449628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:12.449687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:12.562603] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:12.562780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:12.562848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:12.562887] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:12.566139] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=42.25%)
[2025-11-27T20:00:12.566425] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-11-27T20:00:12.566560] [INFO ] [sig       ] TYGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:12.702347] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TYGO.txt
[2025-11-27T20:00:12.702525] [INFO ] [sig       ] [3334/3661] Completed TYGO in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:12.702601] [INFO ] [sig       ] [3335/3661] Forecasting TYL...
[2025-11-27T20:00:12.702664] [INFO ] [sig       ] Generating forecast for: TYL
[2025-11-27T20:00:12.702710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-11-27T20:00:12.714670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-11-27T20:00:12.715085] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-11-27T20:00:12.715953] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-11-27T20:00:12.716020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:12.716065] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:12.716103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:12.716196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:12.771463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:12.772365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:12.772473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:12.772532] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:12.893618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:12.893787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:12.893839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:12.893882] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:12.897269] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=51.46%)
[2025-11-27T20:00:12.897540] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-11-27T20:00:12.897707] [INFO ] [sig       ] TYL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:13.033169] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TYL.txt
[2025-11-27T20:00:13.033334] [INFO ] [sig       ] [3335/3661] Completed TYL in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:13.033393] [INFO ] [sig       ] [3336/3661] Forecasting TYRA...
[2025-11-27T20:00:13.033436] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-11-27T20:00:13.033499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-11-27T20:00:13.045504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-11-27T20:00:13.045833] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-11-27T20:00:13.046625] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-11-27T20:00:13.046687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:13.046728] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:13.046765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:13.046830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:13.102152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:13.102889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:13.102999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:13.103054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:13.228227] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:13.228413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:13.228464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:13.228506] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:13.231981] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-11-27T20:00:13.232281] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-11-27T20:00:13.232432] [INFO ] [sig       ] TYRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:13.366691] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/TYRA.txt
[2025-11-27T20:00:13.366847] [INFO ] [sig       ] [3336/3661] Completed TYRA in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:13.366898] [INFO ] [sig       ] [3337/3661] Forecasting TZOO...
[2025-11-27T20:00:13.366956] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-11-27T20:00:13.366989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-11-27T20:00:13.378741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-11-27T20:00:13.379170] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-11-27T20:00:13.379984] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-11-27T20:00:13.380050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:13.380094] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:13.380133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:13.380198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:13.435305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:13.436117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:13.436208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:13.436253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:13.553914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:13.554083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:13.554132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:13.554174] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:13.557405] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-11-27T20:00:13.557702] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-11-27T20:00:13.557835] [INFO ] [sig       ] TZOO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:13.695077] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/TZOO.txt
[2025-11-27T20:00:13.695232] [INFO ] [sig       ] [3337/3661] Completed TZOO in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:13.695305] [INFO ] [sig       ] [3338/3661] Forecasting UAA...
[2025-11-27T20:00:13.695351] [INFO ] [sig       ] Generating forecast for: UAA
[2025-11-27T20:00:13.695384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-11-27T20:00:13.707682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-11-27T20:00:13.708092] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-11-27T20:00:13.708952] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-11-27T20:00:13.709028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:13.709091] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:13.709134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:13.709204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:13.765142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:13.765812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:13.765915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:13.765962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:13.887222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:13.887403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:13.887457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:13.887512] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:13.891008] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=57.97%)
[2025-11-27T20:00:13.891302] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-11-27T20:00:13.891443] [INFO ] [sig       ] UAA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:14.027980] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UAA.txt
[2025-11-27T20:00:14.028158] [INFO ] [sig       ] [3338/3661] Completed UAA in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:14.028211] [INFO ] [sig       ] [3339/3661] Forecasting UAE...
[2025-11-27T20:00:14.028250] [INFO ] [sig       ] Generating forecast for: UAE
[2025-11-27T20:00:14.028283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-11-27T20:00:14.039386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-11-27T20:00:14.039729] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-11-27T20:00:14.040512] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-11-27T20:00:14.040600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:14.040651] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:14.040690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:14.040766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:14.096429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:14.097110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:14.097201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:14.097255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:14.216670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:14.216839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:14.216887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:14.216928] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:14.220617] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-11-27T20:00:14.220904] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-11-27T20:00:14.221049] [INFO ] [sig       ] UAE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:14.356707] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UAE.txt
[2025-11-27T20:00:14.356867] [INFO ] [sig       ] [3339/3661] Completed UAE in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:14.356923] [INFO ] [sig       ] [3340/3661] Forecasting UAL...
[2025-11-27T20:00:14.357021] [INFO ] [sig       ] Generating forecast for: UAL
[2025-11-27T20:00:14.357069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-11-27T20:00:14.367884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-11-27T20:00:14.368259] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-11-27T20:00:14.369078] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-11-27T20:00:14.369144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:14.369188] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:14.369222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:14.369287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:14.427779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:14.428607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:14.428700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:14.428742] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:14.549369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:14.549534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:14.549599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:14.549634] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:14.552950] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-11-27T20:00:14.553229] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-11-27T20:00:14.553363] [INFO ] [sig       ] UAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:14.688092] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UAL.txt
[2025-11-27T20:00:14.688295] [INFO ] [sig       ] [3340/3661] Completed UAL in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:14.688356] [INFO ] [sig       ] [3341/3661] Forecasting UBFO...
[2025-11-27T20:00:14.688387] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-11-27T20:00:14.688423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-11-27T20:00:14.699034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-11-27T20:00:14.699366] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-11-27T20:00:14.700145] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-11-27T20:00:14.700209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:14.700252] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:14.700290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:14.700353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:14.754859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:14.755487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:14.755592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:14.755634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:14.867954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:14.868143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:14.868193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:14.868233] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:14.871524] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=68.60%)
[2025-11-27T20:00:14.871816] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-11-27T20:00:14.871954] [INFO ] [sig       ] UBFO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:15.008701] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UBFO.txt
[2025-11-27T20:00:15.008884] [INFO ] [sig       ] [3341/3661] Completed UBFO in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:15.008935] [INFO ] [sig       ] [3342/3661] Forecasting UBND...
[2025-11-27T20:00:15.008974] [INFO ] [sig       ] Generating forecast for: UBND
[2025-11-27T20:00:15.009018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-11-27T20:00:15.019792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-11-27T20:00:15.020167] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-11-27T20:00:15.021002] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-11-27T20:00:15.021065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:15.021106] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:15.021140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:15.021219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:15.078683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:15.079522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:15.079655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:15.079700] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:15.201470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:15.201667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:15.201723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:15.201760] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:15.205034] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-11-27T20:00:15.205317] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-11-27T20:00:15.205450] [INFO ] [sig       ] UBND: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:15.341599] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UBND.txt
[2025-11-27T20:00:15.341763] [INFO ] [sig       ] [3342/3661] Completed UBND in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:15.341813] [INFO ] [sig       ] [3343/3661] Forecasting UBRL...
[2025-11-27T20:00:15.341849] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-11-27T20:00:15.341885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-11-27T20:00:15.353598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-11-27T20:00:15.353930] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-11-27T20:00:15.354852] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-11-27T20:00:15.354917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:15.354959] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:15.354997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:15.355072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:15.409899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:15.410643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:15.410735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:15.410780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:15.533396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:15.533564] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T20:00:15.533626] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:15.533666] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:15.537134] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-11-27T20:00:15.537434] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-11-27T20:00:15.537583] [INFO ] [sig       ] UBRL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:15.671564] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UBRL.txt
[2025-11-27T20:00:15.671728] [INFO ] [sig       ] [3343/3661] Completed UBRL in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:15.671781] [INFO ] [sig       ] [3344/3661] Forecasting UBS...
[2025-11-27T20:00:15.671818] [INFO ] [sig       ] Generating forecast for: UBS
[2025-11-27T20:00:15.671857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-11-27T20:00:15.682446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-11-27T20:00:15.682752] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-11-27T20:00:15.683522] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-11-27T20:00:15.683600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:15.683637] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:15.683671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:15.683733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:15.738177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:15.738983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:15.739072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:15.739115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:15.863491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:15.863699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:15.863752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:15.863791] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:15.867127] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-11-27T20:00:15.867396] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-11-27T20:00:15.867526] [INFO ] [sig       ] UBS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:16.001799] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UBS.txt
[2025-11-27T20:00:16.001957] [INFO ] [sig       ] [3344/3661] Completed UBS in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:16.002010] [INFO ] [sig       ] [3345/3661] Forecasting UBSI...
[2025-11-27T20:00:16.002046] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-11-27T20:00:16.002084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-11-27T20:00:16.012898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-11-27T20:00:16.013197] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-11-27T20:00:16.013991] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-11-27T20:00:16.014052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:16.014092] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:16.014128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:16.014190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:16.069180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:16.070064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:16.070160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:16.070216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:16.186838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:16.187012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:16.187064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:16.187118] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:16.190430] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-11-27T20:00:16.190727] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-11-27T20:00:16.190859] [INFO ] [sig       ] UBSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:16.328290] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UBSI.txt
[2025-11-27T20:00:16.328466] [INFO ] [sig       ] [3345/3661] Completed UBSI in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:16.328516] [INFO ] [sig       ] [3346/3661] Forecasting UDMY...
[2025-11-27T20:00:16.328555] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-11-27T20:00:16.328612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-11-27T20:00:16.339328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-11-27T20:00:16.339662] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-11-27T20:00:16.340423] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-11-27T20:00:16.340487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:16.340528] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:16.340564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:16.340645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:16.395027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:16.395897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:16.395989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:16.396030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:16.509336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:16.509505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:16.509553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:16.509610] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:16.512815] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2025-11-27T20:00:16.513082] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-11-27T20:00:16.513217] [INFO ] [sig       ] UDMY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:16.650223] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UDMY.txt
[2025-11-27T20:00:16.650391] [INFO ] [sig       ] [3346/3661] Completed UDMY in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.8m
[2025-11-27T20:00:16.650442] [INFO ] [sig       ] [3347/3661] Forecasting UE...
[2025-11-27T20:00:16.650482] [INFO ] [sig       ] Generating forecast for: UE
[2025-11-27T20:00:16.650538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-11-27T20:00:16.661515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-11-27T20:00:16.661846] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-11-27T20:00:16.662668] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-11-27T20:00:16.662730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:16.662771] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:16.662808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:16.662881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:16.719599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:16.720339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:16.720427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:16.720483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:16.839396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:16.839562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:16.839629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:16.839672] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:16.843027] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=66.73%)
[2025-11-27T20:00:16.843324] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-11-27T20:00:16.843456] [INFO ] [sig       ] UE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:16.980907] [INFO ] [LOCAL     ] Saved forecast: UE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UE.txt
[2025-11-27T20:00:16.981060] [INFO ] [sig       ] [3347/3661] Completed UE in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-11-27T20:00:16.981117] [INFO ] [sig       ] [3348/3661] Forecasting UEIC...
[2025-11-27T20:00:16.981168] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-11-27T20:00:16.981219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-11-27T20:00:16.992242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-11-27T20:00:16.992641] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-11-27T20:00:16.993454] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-11-27T20:00:16.993527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:16.993610] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:16.993670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:16.993775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:17.049532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:17.050279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:17.050383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:17.050454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:17.168333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:17.168506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:17.168559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:17.168614] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:17.172051] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-11-27T20:00:17.172368] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-11-27T20:00:17.172520] [INFO ] [sig       ] UEIC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:17.314818] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UEIC.txt
[2025-11-27T20:00:17.315007] [INFO ] [sig       ] [3348/3661] Completed UEIC in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-11-27T20:00:17.315055] [INFO ] [sig       ] [3349/3661] Forecasting UFCS...
[2025-11-27T20:00:17.315097] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-11-27T20:00:17.315141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-11-27T20:00:17.328876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-11-27T20:00:17.329543] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-11-27T20:00:17.330624] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-11-27T20:00:17.330697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:17.330750] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:17.330790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:17.330876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:17.393925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:17.395038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:17.395141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:17.395187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:17.521955] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:17.522140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:17.522194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:17.522237] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:17.525745] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-11-27T20:00:17.526094] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-11-27T20:00:17.526253] [INFO ] [sig       ] UFCS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:17.673342] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UFCS.txt
[2025-11-27T20:00:17.673528] [INFO ] [sig       ] [3349/3661] Completed UFCS in 0.4s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-11-27T20:00:17.673605] [INFO ] [sig       ] [3350/3661] Forecasting UFI...
[2025-11-27T20:00:17.673651] [INFO ] [sig       ] Generating forecast for: UFI
[2025-11-27T20:00:17.673694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-11-27T20:00:17.685309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-11-27T20:00:17.685726] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-11-27T20:00:17.686505] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-11-27T20:00:17.686567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:17.686628] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:17.686664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:17.686727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:17.742516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:17.743411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:17.743504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:17.743547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:17.871781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:17.871984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:17.872034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:17.872070] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:17.875317] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=71.23%)
[2025-11-27T20:00:17.875612] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-11-27T20:00:17.875745] [INFO ] [sig       ] UFI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:18.015159] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UFI.txt
[2025-11-27T20:00:18.015319] [INFO ] [sig       ] [3350/3661] Completed UFI in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:18.015369] [INFO ] [sig       ] [3351/3661] Forecasting UFO...
[2025-11-27T20:00:18.015409] [INFO ] [sig       ] Generating forecast for: UFO
[2025-11-27T20:00:18.015474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-11-27T20:00:18.026668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-11-27T20:00:18.026943] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-11-27T20:00:18.027731] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-11-27T20:00:18.027809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:18.027854] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:18.027892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:18.027961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:18.084994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:18.085637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:18.085727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:18.085773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:18.203734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:18.203896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:18.203945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:18.203984] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:18.207231] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=42.37%)
[2025-11-27T20:00:18.207499] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-11-27T20:00:18.207647] [INFO ] [sig       ] UFO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:18.350718] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UFO.txt
[2025-11-27T20:00:18.350867] [INFO ] [sig       ] [3351/3661] Completed UFO in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:18.350916] [INFO ] [sig       ] [3352/3661] Forecasting UFPI...
[2025-11-27T20:00:18.350955] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-11-27T20:00:18.350998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-11-27T20:00:18.363340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-11-27T20:00:18.363810] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-11-27T20:00:18.364737] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-11-27T20:00:18.364802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:18.364846] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:18.364912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:18.365003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:18.421668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:18.422638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:18.422739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:18.422784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:18.549849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:18.550040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:18.550093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:18.550133] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:18.553705] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=59.22%)
[2025-11-27T20:00:18.554060] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-11-27T20:00:18.554213] [INFO ] [sig       ] UFPI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:18.708918] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UFPI.txt
[2025-11-27T20:00:18.709104] [INFO ] [sig       ] [3352/3661] Completed UFPI in 0.4s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:18.709158] [INFO ] [sig       ] [3353/3661] Forecasting UGI...
[2025-11-27T20:00:18.709200] [INFO ] [sig       ] Generating forecast for: UGI
[2025-11-27T20:00:18.709241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-11-27T20:00:18.720595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-11-27T20:00:18.720980] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-11-27T20:00:18.721819] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-11-27T20:00:18.721884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:18.721927] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:18.721975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:18.722091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:18.780993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:18.781828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:18.781922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:18.781968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:18.912937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:18.913131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:18.913185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:18.913224] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:18.916895] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=48.63%)
[2025-11-27T20:00:18.917243] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-11-27T20:00:18.917409] [INFO ] [sig       ] UGI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:19.058965] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UGI.txt
[2025-11-27T20:00:19.059132] [INFO ] [sig       ] [3353/3661] Completed UGI in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:19.059184] [INFO ] [sig       ] [3354/3661] Forecasting UGP...
[2025-11-27T20:00:19.059259] [INFO ] [sig       ] Generating forecast for: UGP
[2025-11-27T20:00:19.059340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-11-27T20:00:19.070757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-11-27T20:00:19.071112] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-11-27T20:00:19.071999] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-11-27T20:00:19.072066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:19.072112] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:19.072150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:19.072219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:19.129492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:19.130329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:19.130426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:19.130473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:19.252231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:19.252403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:19.252454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:19.252489] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:19.255757] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=35.89%)
[2025-11-27T20:00:19.256034] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-11-27T20:00:19.256167] [INFO ] [sig       ] UGP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:19.389996] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UGP.txt
[2025-11-27T20:00:19.390183] [INFO ] [sig       ] [3354/3661] Completed UGP in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:19.390261] [INFO ] [sig       ] [3355/3661] Forecasting UHAL...
[2025-11-27T20:00:19.390304] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-11-27T20:00:19.390340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-11-27T20:00:19.401443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-11-27T20:00:19.401846] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-11-27T20:00:19.402686] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-11-27T20:00:19.402750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:19.402801] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:19.402847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:19.402931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:19.461614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:19.462484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:19.462600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:19.462649] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:19.590368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:19.590534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:19.590598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:19.590649] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:19.594160] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-11-27T20:00:19.594458] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-11-27T20:00:19.594624] [INFO ] [sig       ] UHAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:19.735932] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UHAL.txt
[2025-11-27T20:00:19.736115] [INFO ] [sig       ] [3355/3661] Completed UHAL in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:19.736190] [INFO ] [sig       ] [3356/3661] Forecasting UHG...
[2025-11-27T20:00:19.736275] [INFO ] [sig       ] Generating forecast for: UHG
[2025-11-27T20:00:19.736316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-11-27T20:00:19.747562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-11-27T20:00:19.747938] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-11-27T20:00:19.748880] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-11-27T20:00:19.748943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:19.748984] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:19.749023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:19.749104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:19.803266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:19.803970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:19.804057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:19.804099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:19.915527] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:19.915709] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T20:00:19.915758] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:19.915796] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:19.919006] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2025-11-27T20:00:19.919296] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-11-27T20:00:19.919429] [INFO ] [sig       ] UHG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:20.055421] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UHG.txt
[2025-11-27T20:00:20.055592] [INFO ] [sig       ] [3356/3661] Completed UHG in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:20.055642] [INFO ] [sig       ] [3357/3661] Forecasting UHS...
[2025-11-27T20:00:20.055679] [INFO ] [sig       ] Generating forecast for: UHS
[2025-11-27T20:00:20.055728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-11-27T20:00:20.067326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-11-27T20:00:20.067712] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-11-27T20:00:20.068653] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-11-27T20:00:20.068722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:20.068764] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:20.068812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:20.068910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:20.127783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:20.128466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:20.128556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:20.128622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:20.250505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:20.250692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:20.250742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:20.250779] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:20.254034] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-11-27T20:00:20.254308] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-11-27T20:00:20.254449] [INFO ] [sig       ] UHS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:20.390793] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UHS.txt
[2025-11-27T20:00:20.390930] [INFO ] [sig       ] [3357/3661] Completed UHS in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:20.390978] [INFO ] [sig       ] [3358/3661] Forecasting UI...
[2025-11-27T20:00:20.391018] [INFO ] [sig       ] Generating forecast for: UI
[2025-11-27T20:00:20.391055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-11-27T20:00:20.401606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-11-27T20:00:20.401867] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-11-27T20:00:20.402654] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-11-27T20:00:20.402716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:20.402756] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:20.402793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:20.402856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:20.457750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:20.458624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:20.458714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:20.458756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:20.573085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:20.573252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:20.573319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:20.573360] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:20.576589] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-11-27T20:00:20.576860] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-11-27T20:00:20.576996] [INFO ] [sig       ] UI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:20.712300] [INFO ] [LOCAL     ] Saved forecast: UI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UI.txt
[2025-11-27T20:00:20.712426] [INFO ] [sig       ] [3358/3661] Completed UI in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:20.712477] [INFO ] [sig       ] [3359/3661] Forecasting UIS...
[2025-11-27T20:00:20.712516] [INFO ] [sig       ] Generating forecast for: UIS
[2025-11-27T20:00:20.712583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-11-27T20:00:20.723420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-11-27T20:00:20.723696] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-11-27T20:00:20.724435] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-11-27T20:00:20.724497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:20.724538] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:20.724593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:20.724661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:20.779361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:20.779963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:20.780046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:20.780087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:20.901318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:20.901464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:20.901508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:20.901545] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:20.904720] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-11-27T20:00:20.904983] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-11-27T20:00:20.905111] [INFO ] [sig       ] UIS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:21.041795] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UIS.txt
[2025-11-27T20:00:21.041931] [INFO ] [sig       ] [3359/3661] Completed UIS in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:21.041979] [INFO ] [sig       ] [3360/3661] Forecasting UITB...
[2025-11-27T20:00:21.042017] [INFO ] [sig       ] Generating forecast for: UITB
[2025-11-27T20:00:21.042054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-11-27T20:00:21.053565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-11-27T20:00:21.053858] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-11-27T20:00:21.054631] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-11-27T20:00:21.054691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:21.054732] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:21.054772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:21.054835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:21.109862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:21.110472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:21.110558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:21.110624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:21.225016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:21.225186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:21.225234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:21.225271] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:21.228528] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=65.12%)
[2025-11-27T20:00:21.228822] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-11-27T20:00:21.228954] [INFO ] [sig       ] UITB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:21.364616] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UITB.txt
[2025-11-27T20:00:21.364761] [INFO ] [sig       ] [3360/3661] Completed UITB in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:21.364809] [INFO ] [sig       ] [3361/3661] Forecasting UL...
[2025-11-27T20:00:21.364847] [INFO ] [sig       ] Generating forecast for: UL
[2025-11-27T20:00:21.364902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-11-27T20:00:21.375378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-11-27T20:00:21.375705] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-11-27T20:00:21.376490] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-11-27T20:00:21.376563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:21.376645] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:21.376703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:21.376811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:21.431821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:21.432430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:21.432526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:21.432606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:21.557480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:21.557688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:21.557752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:21.557805] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:21.561258] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-11-27T20:00:21.561593] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-11-27T20:00:21.561758] [INFO ] [sig       ] UL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:21.699558] [INFO ] [LOCAL     ] Saved forecast: UL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UL.txt
[2025-11-27T20:00:21.699717] [INFO ] [sig       ] [3361/3661] Completed UL in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:21.699766] [INFO ] [sig       ] [3362/3661] Forecasting ULBI...
[2025-11-27T20:00:21.699802] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-11-27T20:00:21.699837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-11-27T20:00:21.710422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-11-27T20:00:21.710756] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-11-27T20:00:21.711534] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-11-27T20:00:21.711611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:21.711675] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:21.711725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:21.711801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:21.767601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:21.768209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:21.768295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:21.768336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:21.883715] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:21.883844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:21.883890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:21.883926] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:21.887103] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-11-27T20:00:21.887392] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-11-27T20:00:21.887520] [INFO ] [sig       ] ULBI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:22.023423] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ULBI.txt
[2025-11-27T20:00:22.023545] [INFO ] [sig       ] [3362/3661] Completed ULBI in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:22.023607] [INFO ] [sig       ] [3363/3661] Forecasting ULCC...
[2025-11-27T20:00:22.023647] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-11-27T20:00:22.023684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-11-27T20:00:22.034148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-11-27T20:00:22.034420] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-11-27T20:00:22.035220] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-11-27T20:00:22.035284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:22.035327] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:22.035364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:22.035429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:22.091745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:22.092368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:22.092471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:22.092517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:22.210852] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:22.211006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:22.211053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:22.211089] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:22.214257] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-11-27T20:00:22.214534] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-11-27T20:00:22.214678] [INFO ] [sig       ] ULCC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:22.349440] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ULCC.txt
[2025-11-27T20:00:22.349607] [INFO ] [sig       ] [3363/3661] Completed ULCC in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:22.349658] [INFO ] [sig       ] [3364/3661] Forecasting ULH...
[2025-11-27T20:00:22.349711] [INFO ] [sig       ] Generating forecast for: ULH
[2025-11-27T20:00:22.349751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-11-27T20:00:22.360144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-11-27T20:00:22.360428] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-11-27T20:00:22.361321] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-11-27T20:00:22.361394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:22.361444] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:22.361481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:22.361544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:22.416313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:22.417028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:22.417116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:22.417158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:22.537265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:22.537407] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T20:00:22.537459] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:22.537500] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:22.540683] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=80.15%)
[2025-11-27T20:00:22.540966] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-11-27T20:00:22.541102] [INFO ] [sig       ] ULH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:22.689914] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ULH.txt
[2025-11-27T20:00:22.690096] [INFO ] [sig       ] [3364/3661] Completed ULH in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.7m
[2025-11-27T20:00:22.690147] [INFO ] [sig       ] [3365/3661] Forecasting ULTA...
[2025-11-27T20:00:22.690185] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-11-27T20:00:22.690229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-11-27T20:00:22.702547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-11-27T20:00:22.702936] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-11-27T20:00:22.703744] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-11-27T20:00:22.703805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:22.703845] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:22.703887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:22.703968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:22.759888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:22.760820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:22.760918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:22.760962] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:22.873702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:22.873848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:22.873891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:22.873930] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:22.877071] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-11-27T20:00:22.877362] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-11-27T20:00:22.877499] [INFO ] [sig       ] ULTA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:23.011441] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ULTA.txt
[2025-11-27T20:00:23.011566] [INFO ] [sig       ] [3365/3661] Completed ULTA in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-11-27T20:00:23.011631] [INFO ] [sig       ] [3366/3661] Forecasting ULY...
[2025-11-27T20:00:23.011680] [INFO ] [sig       ] Generating forecast for: ULY
[2025-11-27T20:00:23.011733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-11-27T20:00:23.022493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-11-27T20:00:23.022825] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-11-27T20:00:23.023601] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-11-27T20:00:23.023663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:23.023704] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:23.023740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:23.023803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:23.077961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:23.078588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:23.078681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:23.078724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:23.191058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:23.191192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:23.191239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:23.191277] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:23.194407] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-11-27T20:00:23.194701] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-11-27T20:00:23.194845] [INFO ] [sig       ] ULY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:23.329744] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ULY.txt
[2025-11-27T20:00:23.329895] [INFO ] [sig       ] [3366/3661] Completed ULY in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-11-27T20:00:23.329944] [INFO ] [sig       ] [3367/3661] Forecasting UMBF...
[2025-11-27T20:00:23.330003] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-11-27T20:00:23.330042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-11-27T20:00:23.340685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-11-27T20:00:23.341006] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-11-27T20:00:23.341807] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-11-27T20:00:23.341878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:23.341934] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:23.341987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:23.342075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:23.396525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:23.397172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:23.397268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:23.397326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:23.515549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:23.515697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:23.515743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:23.515780] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:23.519003] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-11-27T20:00:23.519282] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-11-27T20:00:23.519427] [INFO ] [sig       ] UMBF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:23.653656] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UMBF.txt
[2025-11-27T20:00:23.653782] [INFO ] [sig       ] [3367/3661] Completed UMBF in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-11-27T20:00:23.653830] [INFO ] [sig       ] [3368/3661] Forecasting UMC...
[2025-11-27T20:00:23.653867] [INFO ] [sig       ] Generating forecast for: UMC
[2025-11-27T20:00:23.653903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-11-27T20:00:23.664552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-11-27T20:00:23.664862] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-11-27T20:00:23.665650] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-11-27T20:00:23.665712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:23.665754] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:23.665788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:23.665850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:23.721189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:23.721841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:23.721926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:23.721971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:23.847883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:23.848058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:23.848107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:23.848168] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:23.851609] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2025-11-27T20:00:23.851899] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-11-27T20:00:23.852040] [INFO ] [sig       ] UMC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:23.987524] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UMC.txt
[2025-11-27T20:00:23.987681] [INFO ] [sig       ] [3368/3661] Completed UMC in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-11-27T20:00:23.987732] [INFO ] [sig       ] [3369/3661] Forecasting UMH...
[2025-11-27T20:00:23.987783] [INFO ] [sig       ] Generating forecast for: UMH
[2025-11-27T20:00:23.987826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-11-27T20:00:23.998656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-11-27T20:00:23.998936] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-11-27T20:00:23.999744] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-11-27T20:00:23.999805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:23.999846] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:23.999883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:23.999945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:24.055232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:24.055861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:24.055945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:24.055986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:24.171781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:24.171943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:24.171990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:24.172041] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:24.175268] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-11-27T20:00:24.175553] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-11-27T20:00:24.175708] [INFO ] [sig       ] UMH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:24.317009] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UMH.txt
[2025-11-27T20:00:24.317183] [INFO ] [sig       ] [3369/3661] Completed UMH in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:24.317234] [INFO ] [sig       ] [3370/3661] Forecasting UMMA...
[2025-11-27T20:00:24.317274] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-11-27T20:00:24.317310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-11-27T20:00:24.328468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-11-27T20:00:24.328908] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-11-27T20:00:24.329794] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-11-27T20:00:24.329862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:24.329921] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:24.329979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:24.330077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:24.385849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:24.386746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:24.386850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:24.386912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:24.498827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:24.498987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:24.499064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:24.499125] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:24.502465] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=24.24%)
[2025-11-27T20:00:24.502780] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-11-27T20:00:24.502941] [INFO ] [sig       ] UMMA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:24.636245] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UMMA.txt
[2025-11-27T20:00:24.636402] [INFO ] [sig       ] [3370/3661] Completed UMMA in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:24.636481] [INFO ] [sig       ] [3371/3661] Forecasting UNCY...
[2025-11-27T20:00:24.636541] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-11-27T20:00:24.636637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-11-27T20:00:24.647541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-11-27T20:00:24.647919] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-11-27T20:00:24.648799] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-11-27T20:00:24.648864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:24.648905] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:24.648941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:24.649027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:24.705241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:24.705901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:24.705990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:24.706039] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:24.824630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:24.824778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:24.824825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:24.824861] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:24.828069] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-11-27T20:00:24.828378] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-11-27T20:00:24.828517] [INFO ] [sig       ] UNCY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:24.967735] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UNCY.txt
[2025-11-27T20:00:24.967915] [INFO ] [sig       ] [3371/3661] Completed UNCY in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:24.967972] [INFO ] [sig       ] [3372/3661] Forecasting UNF...
[2025-11-27T20:00:24.968040] [INFO ] [sig       ] Generating forecast for: UNF
[2025-11-27T20:00:24.968088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-11-27T20:00:24.979268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-11-27T20:00:24.979619] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-11-27T20:00:24.980442] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-11-27T20:00:24.980510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:24.980562] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:24.980657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:24.980731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:25.036607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:25.037258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:25.037346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:25.037398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:25.158895] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:25.159057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:25.159113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:25.159168] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:25.162440] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-11-27T20:00:25.162743] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-11-27T20:00:25.162884] [INFO ] [sig       ] UNF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:25.298254] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UNF.txt
[2025-11-27T20:00:25.298392] [INFO ] [sig       ] [3372/3661] Completed UNF in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:25.298441] [INFO ] [sig       ] [3373/3661] Forecasting UNFI...
[2025-11-27T20:00:25.298500] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-11-27T20:00:25.298598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-11-27T20:00:25.309207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-11-27T20:00:25.309547] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-11-27T20:00:25.310374] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-11-27T20:00:25.310447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:25.310503] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:25.310555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:25.310669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:25.367302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:25.368022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:25.368139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:25.368199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:25.489815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:25.489950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:25.490011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:25.490065] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:25.493260] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-11-27T20:00:25.493558] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-11-27T20:00:25.493717] [INFO ] [sig       ] UNFI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:25.629860] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UNFI.txt
[2025-11-27T20:00:25.629999] [INFO ] [sig       ] [3373/3661] Completed UNFI in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:25.630063] [INFO ] [sig       ] [3374/3661] Forecasting UNH...
[2025-11-27T20:00:25.630117] [INFO ] [sig       ] Generating forecast for: UNH
[2025-11-27T20:00:25.630193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-11-27T20:00:25.640975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-11-27T20:00:25.641277] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-11-27T20:00:25.642125] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-11-27T20:00:25.642196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:25.642249] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:25.642299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:25.642386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:25.698041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:25.698680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:25.698777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:25.698833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:25.813913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:25.814047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:25.814107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:25.814161] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:25.817366] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-11-27T20:00:25.817718] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-11-27T20:00:25.817868] [INFO ] [sig       ] UNH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:25.953987] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UNH.txt
[2025-11-27T20:00:25.954128] [INFO ] [sig       ] [3374/3661] Completed UNH in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:25.954191] [INFO ] [sig       ] [3375/3661] Forecasting UNM...
[2025-11-27T20:00:25.954246] [INFO ] [sig       ] Generating forecast for: UNM
[2025-11-27T20:00:25.954298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-11-27T20:00:25.965237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-11-27T20:00:25.965526] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-11-27T20:00:25.966346] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-11-27T20:00:25.966427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:25.966481] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:25.966529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:25.966633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:26.021989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:26.022852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:26.022956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:26.023011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:26.142665] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:26.142840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:26.142904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:26.142953] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:26.146266] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-11-27T20:00:26.146588] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-11-27T20:00:26.146719] [INFO ] [sig       ] UNM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:26.285985] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UNM.txt
[2025-11-27T20:00:26.286163] [INFO ] [sig       ] [3375/3661] Completed UNM in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:26.286212] [INFO ] [sig       ] [3376/3661] Forecasting UNMA...
[2025-11-27T20:00:26.286250] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-11-27T20:00:26.286307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-11-27T20:00:26.296787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-11-27T20:00:26.297153] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-11-27T20:00:26.297982] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-11-27T20:00:26.298047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:26.298088] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:26.298151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:26.298217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:26.355195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:26.356063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:26.356159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:26.356204] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:26.463162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:26.463338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:26.463401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:26.463454] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:26.466784] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=89.03%)
[2025-11-27T20:00:26.467076] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-11-27T20:00:26.467219] [INFO ] [sig       ] UNMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:26.605058] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UNMA.txt
[2025-11-27T20:00:26.605207] [INFO ] [sig       ] [3376/3661] Completed UNMA in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:26.605275] [INFO ] [sig       ] [3377/3661] Forecasting UNP...
[2025-11-27T20:00:26.605325] [INFO ] [sig       ] Generating forecast for: UNP
[2025-11-27T20:00:26.605393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-11-27T20:00:26.615873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-11-27T20:00:26.616166] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-11-27T20:00:26.616948] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-11-27T20:00:26.617011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:26.617052] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:26.617086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:26.617154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:26.671237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:26.671897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:26.671982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:26.672024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:26.788856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:26.788991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:26.789037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:26.789077] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:26.792190] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-11-27T20:00:26.792462] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-11-27T20:00:26.792606] [INFO ] [sig       ] UNP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:26.927441] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UNP.txt
[2025-11-27T20:00:26.927629] [INFO ] [sig       ] [3377/3661] Completed UNP in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:26.927681] [INFO ] [sig       ] [3378/3661] Forecasting UNTY...
[2025-11-27T20:00:26.927717] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-11-27T20:00:26.927774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-11-27T20:00:26.938361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-11-27T20:00:26.938776] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-11-27T20:00:26.939773] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-11-27T20:00:26.939843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:26.939904] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:26.939961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:26.940058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:26.995556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:26.996448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:26.996558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:26.996640] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:27.113186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:27.113371] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T20:00:27.113436] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:27.113493] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:27.116991] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-11-27T20:00:27.117363] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-11-27T20:00:27.117545] [INFO ] [sig       ] UNTY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:27.259138] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UNTY.txt
[2025-11-27T20:00:27.259308] [INFO ] [sig       ] [3378/3661] Completed UNTY in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:27.259380] [INFO ] [sig       ] [3379/3661] Forecasting UONE...
[2025-11-27T20:00:27.259457] [INFO ] [sig       ] Generating forecast for: UONE
[2025-11-27T20:00:27.259517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-11-27T20:00:27.270266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-11-27T20:00:27.270559] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-11-27T20:00:27.271369] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-11-27T20:00:27.271448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:27.271523] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:27.271612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:27.271711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:27.327250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:27.327903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:27.328001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:27.328064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:27.432029] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:27.432171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:27.432228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:27.432281] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:27.435592] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-11-27T20:00:27.435906] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-11-27T20:00:27.436069] [INFO ] [sig       ] UONE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:27.573392] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UONE.txt
[2025-11-27T20:00:27.573553] [INFO ] [sig       ] [3379/3661] Completed UONE in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:27.573661] [INFO ] [sig       ] [3380/3661] Forecasting UPBD...
[2025-11-27T20:00:27.573723] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-11-27T20:00:27.573784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-11-27T20:00:27.584838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-11-27T20:00:27.585141] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-11-27T20:00:27.585938] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-11-27T20:00:27.586010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:27.586067] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:27.586121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:27.586217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:27.641598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:27.642194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:27.642288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:27.642344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:27.762003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:27.762132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:27.762192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:27.762247] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:27.765360] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-11-27T20:00:27.765677] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-11-27T20:00:27.765820] [INFO ] [sig       ] UPBD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:27.901849] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UPBD.txt
[2025-11-27T20:00:27.902019] [INFO ] [sig       ] [3380/3661] Completed UPBD in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:27.902070] [INFO ] [sig       ] [3381/3661] Forecasting UPC...
[2025-11-27T20:00:27.902110] [INFO ] [sig       ] Generating forecast for: UPC
[2025-11-27T20:00:27.902171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-11-27T20:00:27.914163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-11-27T20:00:27.914510] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-11-27T20:00:27.915328] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-11-27T20:00:27.915393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:27.915433] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:27.915469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:27.915556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:27.970219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:27.971072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:27.971162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:27.971215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:28.083405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:28.083586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:28.083637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:28.083677] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:28.086923] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-11-27T20:00:28.087207] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-11-27T20:00:28.087348] [INFO ] [sig       ] UPC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:28.221225] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UPC.txt
[2025-11-27T20:00:28.221405] [INFO ] [sig       ] [3381/3661] Completed UPC in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:28.221470] [INFO ] [sig       ] [3382/3661] Forecasting UPLD...
[2025-11-27T20:00:28.221525] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-11-27T20:00:28.221600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-11-27T20:00:28.241936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-11-27T20:00:28.242355] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-11-27T20:00:28.243366] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-11-27T20:00:28.243438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:28.243499] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:28.243556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:28.243674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:28.303178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:28.304048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:28.304136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:28.304185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:28.422962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:28.423127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:28.423177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:28.423215] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:28.426461] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=66.75%)
[2025-11-27T20:00:28.426750] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-11-27T20:00:28.426885] [INFO ] [sig       ] UPLD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:28.561724] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UPLD.txt
[2025-11-27T20:00:28.561881] [INFO ] [sig       ] [3382/3661] Completed UPLD in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.6m
[2025-11-27T20:00:28.561930] [INFO ] [sig       ] [3383/3661] Forecasting UPS...
[2025-11-27T20:00:28.561967] [INFO ] [sig       ] Generating forecast for: UPS
[2025-11-27T20:00:28.562003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-11-27T20:00:28.572830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-11-27T20:00:28.573129] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-11-27T20:00:28.573906] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-11-27T20:00:28.573968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:28.574009] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:28.574045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:28.574107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:28.628407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:28.629165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:28.629253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:28.629289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:28.753315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:28.753477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:28.753534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:28.753601] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:28.756845] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-11-27T20:00:28.757118] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-11-27T20:00:28.757257] [INFO ] [sig       ] UPS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:28.893473] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UPS.txt
[2025-11-27T20:00:28.893606] [INFO ] [sig       ] [3383/3661] Completed UPS in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-11-27T20:00:28.893656] [INFO ] [sig       ] [3384/3661] Forecasting UPWK...
[2025-11-27T20:00:28.893691] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-11-27T20:00:28.893727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-11-27T20:00:28.905128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-11-27T20:00:28.905408] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-11-27T20:00:28.906212] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-11-27T20:00:28.906275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:28.906314] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:28.906348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:28.906442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:28.961221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:28.961862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:28.961946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:28.961984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:29.087266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:29.087398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:29.087439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:29.087477] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:29.090664] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-11-27T20:00:29.090947] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-11-27T20:00:29.091076] [INFO ] [sig       ] UPWK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:29.225798] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UPWK.txt
[2025-11-27T20:00:29.225917] [INFO ] [sig       ] [3384/3661] Completed UPWK in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-11-27T20:00:29.225965] [INFO ] [sig       ] [3385/3661] Forecasting UPXI...
[2025-11-27T20:00:29.225998] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-11-27T20:00:29.226034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-11-27T20:00:29.236410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-11-27T20:00:29.236720] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-11-27T20:00:29.237467] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-11-27T20:00:29.237534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:29.237594] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:29.237633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:29.237696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:29.292439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:29.293036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:29.293121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:29.293157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:29.409434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:29.409618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:29.409669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:29.409707] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:29.412932] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=34.39%)
[2025-11-27T20:00:29.413208] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-11-27T20:00:29.413347] [INFO ] [sig       ] UPXI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:29.547672] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UPXI.txt
[2025-11-27T20:00:29.547791] [INFO ] [sig       ] [3385/3661] Completed UPXI in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-11-27T20:00:29.547843] [INFO ] [sig       ] [3386/3661] Forecasting URBN...
[2025-11-27T20:00:29.547890] [INFO ] [sig       ] Generating forecast for: URBN
[2025-11-27T20:00:29.547954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-11-27T20:00:29.558150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-11-27T20:00:29.558443] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-11-27T20:00:29.559228] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-11-27T20:00:29.559290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:29.559341] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:29.559379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:29.559441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:29.614857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:29.615436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:29.615524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:29.615567] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:29.737702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:29.737839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:29.737879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:29.737915] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:29.741111] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=23.81%)
[2025-11-27T20:00:29.741397] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-11-27T20:00:29.741539] [INFO ] [sig       ] URBN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:29.879771] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/URBN.txt
[2025-11-27T20:00:29.879895] [INFO ] [sig       ] [3386/3661] Completed URBN in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-11-27T20:00:29.879942] [INFO ] [sig       ] [3387/3661] Forecasting URGN...
[2025-11-27T20:00:29.879978] [INFO ] [sig       ] Generating forecast for: URGN
[2025-11-27T20:00:29.880014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-11-27T20:00:29.890939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-11-27T20:00:29.891235] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-11-27T20:00:29.892224] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-11-27T20:00:29.892286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:29.892327] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:29.892361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:29.892419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:29.947422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:29.948019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:29.948103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:29.948160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:30.063645] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:30.063778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:30.063826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:30.063862] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:30.067062] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-11-27T20:00:30.067335] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-11-27T20:00:30.067474] [INFO ] [sig       ] URGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:30.201544] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/URGN.txt
[2025-11-27T20:00:30.201713] [INFO ] [sig       ] [3387/3661] Completed URGN in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:30.201762] [INFO ] [sig       ] [3388/3661] Forecasting URI...
[2025-11-27T20:00:30.201795] [INFO ] [sig       ] Generating forecast for: URI
[2025-11-27T20:00:30.201835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-11-27T20:00:30.212266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-11-27T20:00:30.212543] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-11-27T20:00:30.213311] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-11-27T20:00:30.213373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:30.213414] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:30.213449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:30.213510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:30.269068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:30.269694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:30.269778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:30.269819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:30.390931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:30.391068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:30.391114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:30.391146] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:30.394289] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-11-27T20:00:30.394564] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-11-27T20:00:30.394721] [INFO ] [sig       ] URI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:30.530324] [INFO ] [LOCAL     ] Saved forecast: URI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/URI.txt
[2025-11-27T20:00:30.530503] [INFO ] [sig       ] [3388/3661] Completed URI in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:30.530554] [INFO ] [sig       ] [3389/3661] Forecasting URNJ...
[2025-11-27T20:00:30.530621] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-11-27T20:00:30.530661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-11-27T20:00:30.541508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-11-27T20:00:30.541863] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-11-27T20:00:30.542730] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-11-27T20:00:30.542796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:30.542841] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:30.542885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:30.542950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:30.598078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:30.598713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:30.598799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:30.598841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:30.720425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:30.720542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:30.720604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:30.720640] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:30.723754] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-11-27T20:00:30.724032] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-11-27T20:00:30.724159] [INFO ] [sig       ] URNJ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:30.859912] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/URNJ.txt
[2025-11-27T20:00:30.860031] [INFO ] [sig       ] [3389/3661] Completed URNJ in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:30.860090] [INFO ] [sig       ] [3390/3661] Forecasting UROY...
[2025-11-27T20:00:30.860141] [INFO ] [sig       ] Generating forecast for: UROY
[2025-11-27T20:00:30.860203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-11-27T20:00:30.870433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-11-27T20:00:30.870727] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-11-27T20:00:30.871493] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-11-27T20:00:30.871555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:30.871621] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:30.871663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:30.871734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:30.926971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:30.927561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:30.927758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:30.927801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:31.053027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:31.053179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:31.053230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:31.053268] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:31.056452] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2025-11-27T20:00:31.056740] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-11-27T20:00:31.056892] [INFO ] [sig       ] UROY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:31.193074] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UROY.txt
[2025-11-27T20:00:31.193201] [INFO ] [sig       ] [3390/3661] Completed UROY in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:31.193249] [INFO ] [sig       ] [3391/3661] Forecasting USA...
[2025-11-27T20:00:31.193282] [INFO ] [sig       ] Generating forecast for: USA
[2025-11-27T20:00:31.193326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-11-27T20:00:31.203846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-11-27T20:00:31.204158] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-11-27T20:00:31.204969] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-11-27T20:00:31.205039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:31.205100] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:31.205157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:31.205256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:31.259926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:31.260528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:31.260643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:31.260703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:31.377203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:31.377341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:31.377407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:31.377466] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:31.380633] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-11-27T20:00:31.380927] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-11-27T20:00:31.381102] [INFO ] [sig       ] USA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:31.515322] [INFO ] [LOCAL     ] Saved forecast: USA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USA.txt
[2025-11-27T20:00:31.515453] [INFO ] [sig       ] [3391/3661] Completed USA in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:31.515518] [INFO ] [sig       ] [3392/3661] Forecasting USAC...
[2025-11-27T20:00:31.515599] [INFO ] [sig       ] Generating forecast for: USAC
[2025-11-27T20:00:31.515662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-11-27T20:00:31.526162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-11-27T20:00:31.526453] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-11-27T20:00:31.527233] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-11-27T20:00:31.527295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:31.527336] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:31.527369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:31.527439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:31.581959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:31.582537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:31.582637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:31.582686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:31.699521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:31.699654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:31.699703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:31.699746] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:31.702823] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-11-27T20:00:31.703095] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-11-27T20:00:31.703222] [INFO ] [sig       ] USAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:31.838265] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/USAC.txt
[2025-11-27T20:00:31.838462] [INFO ] [sig       ] [3392/3661] Completed USAC in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:31.838515] [INFO ] [sig       ] [3393/3661] Forecasting USB...
[2025-11-27T20:00:31.838590] [INFO ] [sig       ] Generating forecast for: USB
[2025-11-27T20:00:31.838634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-11-27T20:00:31.849686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-11-27T20:00:31.850018] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-11-27T20:00:31.850887] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-11-27T20:00:31.850960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:31.851025] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:31.851088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:31.851191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:31.905981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:31.906606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:31.906701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:31.906767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:32.025218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:32.025363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:32.025440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:32.025491] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:32.028810] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-11-27T20:00:32.029108] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-11-27T20:00:32.029271] [INFO ] [sig       ] USB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:32.163589] [INFO ] [LOCAL     ] Saved forecast: USB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USB.txt
[2025-11-27T20:00:32.163719] [INFO ] [sig       ] [3393/3661] Completed USB in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:32.163780] [INFO ] [sig       ] [3394/3661] Forecasting USCB...
[2025-11-27T20:00:32.163837] [INFO ] [sig       ] Generating forecast for: USCB
[2025-11-27T20:00:32.163894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-11-27T20:00:32.175941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-11-27T20:00:32.176349] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-11-27T20:00:32.177172] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-11-27T20:00:32.177237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:32.177279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:32.177314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:32.177377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:32.235804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:32.236854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:32.236955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:32.237000] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:32.361910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:32.362122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:32.362176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:32.362208] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:32.366110] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-11-27T20:00:32.366399] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-11-27T20:00:32.366538] [INFO ] [sig       ] USCB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:32.507978] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USCB.txt
[2025-11-27T20:00:32.508189] [INFO ] [sig       ] [3394/3661] Completed USCB in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:32.508251] [INFO ] [sig       ] [3395/3661] Forecasting USDX...
[2025-11-27T20:00:32.508291] [INFO ] [sig       ] Generating forecast for: USDX
[2025-11-27T20:00:32.508330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-11-27T20:00:32.520641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-11-27T20:00:32.521077] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-11-27T20:00:32.522037] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-11-27T20:00:32.522104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:32.522151] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:32.522201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:32.522271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:32.581991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:32.582816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:32.582935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:32.582980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:32.693533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:32.693732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:32.693785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:32.693820] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:32.697306] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-11-27T20:00:32.697610] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-11-27T20:00:32.697750] [INFO ] [sig       ] USDX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:32.841337] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/USDX.txt
[2025-11-27T20:00:32.841496] [INFO ] [sig       ] [3395/3661] Completed USDX in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:32.841548] [INFO ] [sig       ] [3396/3661] Forecasting USEA...
[2025-11-27T20:00:32.841620] [INFO ] [sig       ] Generating forecast for: USEA
[2025-11-27T20:00:32.841669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-11-27T20:00:32.853520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-11-27T20:00:32.853904] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-11-27T20:00:32.854729] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-11-27T20:00:32.854791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:32.854832] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:32.854878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:32.854959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:32.909491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:32.910112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:32.910200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:32.910236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:33.025802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:33.025976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:33.026042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:33.026101] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:33.029566] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=43.83%)
[2025-11-27T20:00:33.029872] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-11-27T20:00:33.030021] [INFO ] [sig       ] USEA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:33.169404] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USEA.txt
[2025-11-27T20:00:33.169549] [INFO ] [sig       ] [3396/3661] Completed USEA in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:33.169639] [INFO ] [sig       ] [3397/3661] Forecasting USFD...
[2025-11-27T20:00:33.169719] [INFO ] [sig       ] Generating forecast for: USFD
[2025-11-27T20:00:33.169838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-11-27T20:00:33.180887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-11-27T20:00:33.181232] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-11-27T20:00:33.182040] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-11-27T20:00:33.182106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:33.182170] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:33.182220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:33.182303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:33.245302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:33.246113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:33.246205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:33.246254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:33.374524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:33.374687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:33.374739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:33.374778] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:33.378215] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=50.90%)
[2025-11-27T20:00:33.378513] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-11-27T20:00:33.378680] [INFO ] [sig       ] USFD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:33.519003] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/USFD.txt
[2025-11-27T20:00:33.519158] [INFO ] [sig       ] [3397/3661] Completed USFD in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:33.519209] [INFO ] [sig       ] [3398/3661] Forecasting USGO...
[2025-11-27T20:00:33.519265] [INFO ] [sig       ] Generating forecast for: USGO
[2025-11-27T20:00:33.519304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-11-27T20:00:33.530263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-11-27T20:00:33.530671] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-11-27T20:00:33.531661] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-11-27T20:00:33.531725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:33.531779] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:33.531833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:33.531910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:33.589854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:33.590501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:33.590607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:33.590646] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:33.706147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:33.706324] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T20:00:33.706375] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:33.706413] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:33.709848] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-11-27T20:00:33.710146] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-11-27T20:00:33.710287] [INFO ] [sig       ] USGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:33.844010] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USGO.txt
[2025-11-27T20:00:33.844171] [INFO ] [sig       ] [3398/3661] Completed USGO in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:33.844221] [INFO ] [sig       ] [3399/3661] Forecasting USIG...
[2025-11-27T20:00:33.844260] [INFO ] [sig       ] Generating forecast for: USIG
[2025-11-27T20:00:33.844319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-11-27T20:00:33.856471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-11-27T20:00:33.856926] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-11-27T20:00:33.857754] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-11-27T20:00:33.857819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:33.857862] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:33.857901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:33.857966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:33.912823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:33.913663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:33.913762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:33.913808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:34.038590] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:34.038773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:34.038822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:34.038863] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:34.042083] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-11-27T20:00:34.042355] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-11-27T20:00:34.042492] [INFO ] [sig       ] USIG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:34.181161] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USIG.txt
[2025-11-27T20:00:34.181324] [INFO ] [sig       ] [3399/3661] Completed USIG in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:34.181372] [INFO ] [sig       ] [3400/3661] Forecasting USIO...
[2025-11-27T20:00:34.181413] [INFO ] [sig       ] Generating forecast for: USIO
[2025-11-27T20:00:34.181474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-11-27T20:00:34.192432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-11-27T20:00:34.192823] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-11-27T20:00:34.193612] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-11-27T20:00:34.193673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:34.193722] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:34.193759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:34.193823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:34.248265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:34.249030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:34.249119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:34.249162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:34.364381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:34.364555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:34.364621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:34.364661] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:34.367865] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-11-27T20:00:34.368156] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-11-27T20:00:34.368288] [INFO ] [sig       ] USIO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:34.502258] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/USIO.txt
[2025-11-27T20:00:34.502422] [INFO ] [sig       ] [3400/3661] Completed USIO in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.5m
[2025-11-27T20:00:34.502475] [INFO ] [sig       ] [3401/3661] Forecasting USLM...
[2025-11-27T20:00:34.502547] [INFO ] [sig       ] Generating forecast for: USLM
[2025-11-27T20:00:34.502610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-11-27T20:00:34.514464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-11-27T20:00:34.514806] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-11-27T20:00:34.515609] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-11-27T20:00:34.515670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:34.515710] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:34.515744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:34.515808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:34.570104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:34.570716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:34.570802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:34.570843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:34.687730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:34.687882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:34.687927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:34.687965] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:34.691215] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=68.27%)
[2025-11-27T20:00:34.691504] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-11-27T20:00:34.691667] [INFO ] [sig       ] USLM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:34.826042] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/USLM.txt
[2025-11-27T20:00:34.826179] [INFO ] [sig       ] [3401/3661] Completed USLM in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-11-27T20:00:34.826227] [INFO ] [sig       ] [3402/3661] Forecasting USMC...
[2025-11-27T20:00:34.826264] [INFO ] [sig       ] Generating forecast for: USMC
[2025-11-27T20:00:34.826301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-11-27T20:00:34.836710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-11-27T20:00:34.837009] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-11-27T20:00:34.837819] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-11-27T20:00:34.837880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:34.837920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:34.837966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:34.838040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:34.893100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:34.893830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:34.893917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:34.893960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:35.012529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:35.012692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:35.012753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:35.012805] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:35.016048] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-11-27T20:00:35.016341] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-11-27T20:00:35.016487] [INFO ] [sig       ] USMC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:35.154384] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USMC.txt
[2025-11-27T20:00:35.154533] [INFO ] [sig       ] [3402/3661] Completed USMC in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-11-27T20:00:35.154618] [INFO ] [sig       ] [3403/3661] Forecasting USOI...
[2025-11-27T20:00:35.154688] [INFO ] [sig       ] Generating forecast for: USOI
[2025-11-27T20:00:35.154750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-11-27T20:00:35.165487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-11-27T20:00:35.165842] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-11-27T20:00:35.166656] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-11-27T20:00:35.166719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:35.166769] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:35.166808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:35.166872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:35.221307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:35.222073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:35.222164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:35.222207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:35.341216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:35.341394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:35.341447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:35.341485] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:35.344818] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=60.79%)
[2025-11-27T20:00:35.345098] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-11-27T20:00:35.345234] [INFO ] [sig       ] USOI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:35.479515] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/USOI.txt
[2025-11-27T20:00:35.479680] [INFO ] [sig       ] [3403/3661] Completed USOI in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-11-27T20:00:35.479731] [INFO ] [sig       ] [3404/3661] Forecasting USOY...
[2025-11-27T20:00:35.479769] [INFO ] [sig       ] Generating forecast for: USOY
[2025-11-27T20:00:35.479808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-11-27T20:00:35.490765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-11-27T20:00:35.491074] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-11-27T20:00:35.491865] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-11-27T20:00:35.491927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:35.491975] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:35.492018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:35.492092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:35.549825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:35.550754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:35.550851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:35.550893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:35.665539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:35.665730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:35.665777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:35.665852] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:35.669259] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-11-27T20:00:35.669544] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-11-27T20:00:35.669702] [INFO ] [sig       ] USOY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:35.849299] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/USOY.txt
[2025-11-27T20:00:35.849461] [INFO ] [sig       ] [3404/3661] Completed USOY in 0.4s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-11-27T20:00:35.849509] [INFO ] [sig       ] [3405/3661] Forecasting USTB...
[2025-11-27T20:00:35.849547] [INFO ] [sig       ] Generating forecast for: USTB
[2025-11-27T20:00:35.849601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-11-27T20:00:35.860471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-11-27T20:00:35.860787] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-11-27T20:00:35.861554] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-11-27T20:00:35.861633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:35.861675] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:35.861709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:35.861774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:35.916419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:35.917186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:35.917276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:35.917318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:36.031930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:36.032097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:36.032145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:36.032181] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:36.035415] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-11-27T20:00:36.035720] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-11-27T20:00:36.035855] [INFO ] [sig       ] USTB: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:36.171187] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USTB.txt
[2025-11-27T20:00:36.171339] [INFO ] [sig       ] [3405/3661] Completed USTB in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:36.171389] [INFO ] [sig       ] [3406/3661] Forecasting USVM...
[2025-11-27T20:00:36.171429] [INFO ] [sig       ] Generating forecast for: USVM
[2025-11-27T20:00:36.171469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-11-27T20:00:36.182864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-11-27T20:00:36.183250] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-11-27T20:00:36.184168] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-11-27T20:00:36.184233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:36.184277] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:36.184315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:36.184424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:36.240824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:36.241469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:36.241588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:36.241642] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:36.356636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:36.356798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:36.356845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:36.356880] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:36.360215] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-11-27T20:00:36.360513] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-11-27T20:00:36.360692] [INFO ] [sig       ] USVM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:36.497966] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/USVM.txt
[2025-11-27T20:00:36.498146] [INFO ] [sig       ] [3406/3661] Completed USVM in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:36.498226] [INFO ] [sig       ] [3407/3661] Forecasting USXF...
[2025-11-27T20:00:36.498279] [INFO ] [sig       ] Generating forecast for: USXF
[2025-11-27T20:00:36.498414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-11-27T20:00:36.508968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-11-27T20:00:36.509255] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-11-27T20:00:36.510038] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-11-27T20:00:36.510100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:36.510140] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:36.510175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:36.510236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:36.565004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:36.565608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:36.565704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:36.565746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:36.680414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:36.680597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:36.680645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:36.680684] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:36.683924] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2025-11-27T20:00:36.684198] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-11-27T20:00:36.684328] [INFO ] [sig       ] USXF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:36.819091] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/USXF.txt
[2025-11-27T20:00:36.819223] [INFO ] [sig       ] [3407/3661] Completed USXF in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:36.819270] [INFO ] [sig       ] [3408/3661] Forecasting UTEN...
[2025-11-27T20:00:36.819308] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-11-27T20:00:36.819344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-11-27T20:00:36.829764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-11-27T20:00:36.830067] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-11-27T20:00:36.830876] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-11-27T20:00:36.830949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:36.831015] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:36.831088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:36.831197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:36.887566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:36.888289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:36.888389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:36.888456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:37.008744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:37.008917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:37.009000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:37.009061] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:37.012325] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=41.26%)
[2025-11-27T20:00:37.012632] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-11-27T20:00:37.012786] [INFO ] [sig       ] UTEN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:37.149887] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UTEN.txt
[2025-11-27T20:00:37.150068] [INFO ] [sig       ] [3408/3661] Completed UTEN in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:37.150153] [INFO ] [sig       ] [3409/3661] Forecasting UTF...
[2025-11-27T20:00:37.150233] [INFO ] [sig       ] Generating forecast for: UTF
[2025-11-27T20:00:37.150282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-11-27T20:00:37.160969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-11-27T20:00:37.161248] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-11-27T20:00:37.162083] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-11-27T20:00:37.162155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:37.162214] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:37.162271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:37.162367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:37.218768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:37.219433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:37.219531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:37.219612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:37.337886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:37.338062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:37.338154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:37.338214] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:37.341606] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-11-27T20:00:37.341922] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-11-27T20:00:37.342089] [INFO ] [sig       ] UTF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:37.479014] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UTF.txt
[2025-11-27T20:00:37.479163] [INFO ] [sig       ] [3409/3661] Completed UTF in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:37.479229] [INFO ] [sig       ] [3410/3661] Forecasting UTI...
[2025-11-27T20:00:37.479307] [INFO ] [sig       ] Generating forecast for: UTI
[2025-11-27T20:00:37.479369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-11-27T20:00:37.490322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-11-27T20:00:37.490664] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-11-27T20:00:37.491509] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-11-27T20:00:37.491596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:37.491663] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:37.491718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:37.491816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:37.547642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:37.548383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:37.548488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:37.548546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:37.670695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:37.670843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:37.670910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:37.670976] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:37.674160] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-11-27T20:00:37.674473] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-11-27T20:00:37.674651] [INFO ] [sig       ] UTI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:37.811887] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UTI.txt
[2025-11-27T20:00:37.812042] [INFO ] [sig       ] [3410/3661] Completed UTI in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:37.812109] [INFO ] [sig       ] [3411/3661] Forecasting UTL...
[2025-11-27T20:00:37.812185] [INFO ] [sig       ] Generating forecast for: UTL
[2025-11-27T20:00:37.812244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-11-27T20:00:37.823243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-11-27T20:00:37.823548] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-11-27T20:00:37.824383] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-11-27T20:00:37.824454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:37.824524] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:37.824610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:37.824681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:37.880672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:37.881283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:37.881370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:37.881408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:37.997203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:37.997352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:37.997400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:37.997443] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:38.000813] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2025-11-27T20:00:38.001103] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-11-27T20:00:38.001244] [INFO ] [sig       ] UTL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:38.134930] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UTL.txt
[2025-11-27T20:00:38.135076] [INFO ] [sig       ] [3411/3661] Completed UTL in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:38.135139] [INFO ] [sig       ] [3412/3661] Forecasting UTMD...
[2025-11-27T20:00:38.135192] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-11-27T20:00:38.135253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-11-27T20:00:38.146045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-11-27T20:00:38.146369] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-11-27T20:00:38.147173] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-11-27T20:00:38.147237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:38.147279] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:38.147315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:38.147379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:38.201802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:38.202401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:38.202486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:38.202527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:38.316115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:38.316254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:38.316302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:38.316339] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:38.319590] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=72.11%)
[2025-11-27T20:00:38.319871] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-11-27T20:00:38.320007] [INFO ] [sig       ] UTMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:38.455309] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UTMD.txt
[2025-11-27T20:00:38.455452] [INFO ] [sig       ] [3412/3661] Completed UTMD in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:38.455502] [INFO ] [sig       ] [3413/3661] Forecasting UTWO...
[2025-11-27T20:00:38.455540] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-11-27T20:00:38.455593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-11-27T20:00:38.465704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-11-27T20:00:38.465986] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-11-27T20:00:38.466774] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-11-27T20:00:38.466836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:38.466877] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:38.466911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:38.467005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:38.522188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:38.522844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:38.522929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:38.522970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:38.642229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:38.642374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:38.642421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:38.642461] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:38.645859] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-11-27T20:00:38.646165] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-11-27T20:00:38.646302] [INFO ] [sig       ] UTWO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:38.782018] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UTWO.txt
[2025-11-27T20:00:38.782173] [INFO ] [sig       ] [3413/3661] Completed UTWO in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:38.782229] [INFO ] [sig       ] [3414/3661] Forecasting UTZ...
[2025-11-27T20:00:38.782265] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-11-27T20:00:38.782312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-11-27T20:00:38.793428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-11-27T20:00:38.793768] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-11-27T20:00:38.794600] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-11-27T20:00:38.794665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:38.794707] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:38.794763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:38.794896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:38.851473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:38.852155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:38.852243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:38.852279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:38.965930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:38.966062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:38.966110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:38.966145] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:38.969461] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-11-27T20:00:38.969785] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-11-27T20:00:38.969958] [INFO ] [sig       ] UTZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:39.105479] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UTZ.txt
[2025-11-27T20:00:39.105628] [INFO ] [sig       ] [3414/3661] Completed UTZ in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:39.105677] [INFO ] [sig       ] [3415/3661] Forecasting UVE...
[2025-11-27T20:00:39.105714] [INFO ] [sig       ] Generating forecast for: UVE
[2025-11-27T20:00:39.105753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-11-27T20:00:39.116345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-11-27T20:00:39.116642] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-11-27T20:00:39.117456] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-11-27T20:00:39.117521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:39.117563] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:39.117631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:39.117725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:39.173125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:39.173766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:39.173851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:39.173892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:39.290341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:39.290489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:39.290536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:39.290593] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:39.293910] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-11-27T20:00:39.294210] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-11-27T20:00:39.294347] [INFO ] [sig       ] UVE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:39.429232] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UVE.txt
[2025-11-27T20:00:39.429421] [INFO ] [sig       ] [3415/3661] Completed UVE in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:39.429472] [INFO ] [sig       ] [3416/3661] Forecasting UVSP...
[2025-11-27T20:00:39.429508] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-11-27T20:00:39.429567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-11-27T20:00:39.440468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-11-27T20:00:39.440867] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-11-27T20:00:39.441743] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-11-27T20:00:39.441807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:39.441849] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:39.441894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:39.441970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:39.501862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:39.502790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:39.502885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:39.502937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:39.623544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:39.623762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:39.623841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:39.623902] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:39.627312] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-11-27T20:00:39.627636] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-11-27T20:00:39.627794] [INFO ] [sig       ] UVSP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:39.765046] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UVSP.txt
[2025-11-27T20:00:39.765217] [INFO ] [sig       ] [3416/3661] Completed UVSP in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:39.765268] [INFO ] [sig       ] [3417/3661] Forecasting UWMC...
[2025-11-27T20:00:39.765315] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-11-27T20:00:39.765364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-11-27T20:00:39.776093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-11-27T20:00:39.776449] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-11-27T20:00:39.777243] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-11-27T20:00:39.777307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:39.777348] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:39.777383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:39.777445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:39.833099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:39.833990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:39.834086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:39.834128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:39.953522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:39.953702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:39.953754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:39.953788] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:39.957093] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=36.37%)
[2025-11-27T20:00:39.957371] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-11-27T20:00:39.957503] [INFO ] [sig       ] UWMC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:40.093040] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UWMC.txt
[2025-11-27T20:00:40.093195] [INFO ] [sig       ] [3417/3661] Completed UWMC in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:40.093243] [INFO ] [sig       ] [3418/3661] Forecasting UXIN...
[2025-11-27T20:00:40.093280] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-11-27T20:00:40.093316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-11-27T20:00:40.103515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-11-27T20:00:40.103838] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-11-27T20:00:40.104632] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-11-27T20:00:40.104693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:40.104733] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:40.104767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:40.104832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:40.160048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:40.160795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:40.160889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:40.160931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:40.273890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:40.274045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:40.274100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:40.274137] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:40.277315] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-11-27T20:00:40.277634] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-11-27T20:00:40.277769] [INFO ] [sig       ] UXIN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:40.412741] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UXIN.txt
[2025-11-27T20:00:40.412900] [INFO ] [sig       ] [3418/3661] Completed UXIN in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.4m
[2025-11-27T20:00:40.412950] [INFO ] [sig       ] [3419/3661] Forecasting UYLD...
[2025-11-27T20:00:40.412990] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-11-27T20:00:40.413029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-11-27T20:00:40.423689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-11-27T20:00:40.423983] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-11-27T20:00:40.424785] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-11-27T20:00:40.424850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:40.424892] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:40.424930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:40.425007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:40.480633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:40.481471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:40.481560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:40.481627] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:40.591286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:40.591449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:40.591500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:40.591537] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:40.594870] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-11-27T20:00:40.595151] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-11-27T20:00:40.595292] [INFO ] [sig       ] UYLD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:40.728813] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/UYLD.txt
[2025-11-27T20:00:40.728990] [INFO ] [sig       ] [3419/3661] Completed UYLD in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-11-27T20:00:40.729038] [INFO ] [sig       ] [3420/3661] Forecasting UZE...
[2025-11-27T20:00:40.729084] [INFO ] [sig       ] Generating forecast for: UZE
[2025-11-27T20:00:40.729132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-11-27T20:00:40.740115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-11-27T20:00:40.740471] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-11-27T20:00:40.741268] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-11-27T20:00:40.741331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:40.741380] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:40.741424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:40.741503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:40.797807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:40.798759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:40.798855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:40.798900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:40.912776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:40.912959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:40.913013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:40.913052] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:40.916392] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=34.31%)
[2025-11-27T20:00:40.916683] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-11-27T20:00:40.916809] [INFO ] [sig       ] UZE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:41.051332] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/UZE.txt
[2025-11-27T20:00:41.051474] [INFO ] [sig       ] [3420/3661] Completed UZE in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-11-27T20:00:41.051522] [INFO ] [sig       ] [3421/3661] Forecasting VAC...
[2025-11-27T20:00:41.051560] [INFO ] [sig       ] Generating forecast for: VAC
[2025-11-27T20:00:41.051615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-11-27T20:00:41.062168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-11-27T20:00:41.062460] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-11-27T20:00:41.063230] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-11-27T20:00:41.063303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:41.063345] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:41.063382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:41.063447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:41.118524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:41.119136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:41.119222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:41.119263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:41.239087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:41.239264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:41.239316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:41.239357] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:41.242803] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2025-11-27T20:00:41.243097] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-11-27T20:00:41.243236] [INFO ] [sig       ] VAC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:41.384447] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VAC.txt
[2025-11-27T20:00:41.384590] [INFO ] [sig       ] [3421/3661] Completed VAC in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-11-27T20:00:41.384645] [INFO ] [sig       ] [3422/3661] Forecasting VAL...
[2025-11-27T20:00:41.384679] [INFO ] [sig       ] Generating forecast for: VAL
[2025-11-27T20:00:41.384738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-11-27T20:00:41.395843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-11-27T20:00:41.396166] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-11-27T20:00:41.396993] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-11-27T20:00:41.397056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:41.397099] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:41.397135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:41.397199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:41.453953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:41.454599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:41.454688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:41.454729] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:41.574012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:41.574157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:41.574205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:41.574246] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:41.577463] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=55.95%)
[2025-11-27T20:00:41.577750] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-11-27T20:00:41.577886] [INFO ] [sig       ] VAL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:41.722693] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VAL.txt
[2025-11-27T20:00:41.722841] [INFO ] [sig       ] [3422/3661] Completed VAL in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-11-27T20:00:41.722890] [INFO ] [sig       ] [3423/3661] Forecasting VALE...
[2025-11-27T20:00:41.722926] [INFO ] [sig       ] Generating forecast for: VALE
[2025-11-27T20:00:41.722965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-11-27T20:00:41.733863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-11-27T20:00:41.734145] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-11-27T20:00:41.734954] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-11-27T20:00:41.735016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:41.735057] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:41.735102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:41.735182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:41.791331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:41.791980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:41.792066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:41.792119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:41.917390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:41.917562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:41.917631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:41.917669] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:41.921046] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2025-11-27T20:00:41.921347] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-11-27T20:00:41.921484] [INFO ] [sig       ] VALE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:42.058038] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VALE.txt
[2025-11-27T20:00:42.058224] [INFO ] [sig       ] [3423/3661] Completed VALE in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:42.058284] [INFO ] [sig       ] [3424/3661] Forecasting VALN...
[2025-11-27T20:00:42.058401] [INFO ] [sig       ] Generating forecast for: VALN
[2025-11-27T20:00:42.058446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-11-27T20:00:42.069155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-11-27T20:00:42.069494] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-11-27T20:00:42.070277] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-11-27T20:00:42.070338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:42.070378] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:42.070414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:42.070478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:42.125917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:42.126591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:42.126679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:42.126723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:42.236292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:42.236455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:42.236503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:42.236541] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:42.239843] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-11-27T20:00:42.240126] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-11-27T20:00:42.240261] [INFO ] [sig       ] VALN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:42.378369] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VALN.txt
[2025-11-27T20:00:42.378527] [INFO ] [sig       ] [3424/3661] Completed VALN in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:42.378599] [INFO ] [sig       ] [3425/3661] Forecasting VANI...
[2025-11-27T20:00:42.378641] [INFO ] [sig       ] Generating forecast for: VANI
[2025-11-27T20:00:42.378699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-11-27T20:00:42.389818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-11-27T20:00:42.390139] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-11-27T20:00:42.390903] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-11-27T20:00:42.390974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:42.391017] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:42.391047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:42.391112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:42.448466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:42.449241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:42.449334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:42.449378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:42.568856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:42.569030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:42.569080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:42.569116] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:42.572414] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-11-27T20:00:42.572713] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-11-27T20:00:42.572861] [INFO ] [sig       ] VANI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:42.714284] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VANI.txt
[2025-11-27T20:00:42.714452] [INFO ] [sig       ] [3425/3661] Completed VANI in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:42.714500] [INFO ] [sig       ] [3426/3661] Forecasting VBF...
[2025-11-27T20:00:42.714561] [INFO ] [sig       ] Generating forecast for: VBF
[2025-11-27T20:00:42.714617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-11-27T20:00:42.726201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-11-27T20:00:42.726505] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-11-27T20:00:42.727292] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-11-27T20:00:42.727357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:42.727401] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:42.727440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:42.727508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:42.785262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:42.785999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:42.786090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:42.786133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:42.905303] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:42.905467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:42.905515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:42.905565] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:42.908876] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-11-27T20:00:42.909181] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-11-27T20:00:42.909343] [INFO ] [sig       ] VBF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:43.043638] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VBF.txt
[2025-11-27T20:00:43.043786] [INFO ] [sig       ] [3426/3661] Completed VBF in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:43.043834] [INFO ] [sig       ] [3427/3661] Forecasting VBNK...
[2025-11-27T20:00:43.043877] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-11-27T20:00:43.043914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-11-27T20:00:43.054977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-11-27T20:00:43.055248] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-11-27T20:00:43.056059] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-11-27T20:00:43.056124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:43.056165] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:43.056212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:43.056288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:43.114938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:43.115689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:43.115780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:43.115825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:43.234602] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:43.234773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:43.234825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:43.234868] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:43.238262] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=81.73%)
[2025-11-27T20:00:43.238561] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-11-27T20:00:43.238713] [INFO ] [sig       ] VBNK: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:43.373693] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VBNK.txt
[2025-11-27T20:00:43.373848] [INFO ] [sig       ] [3427/3661] Completed VBNK in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:43.373906] [INFO ] [sig       ] [3428/3661] Forecasting VC...
[2025-11-27T20:00:43.373966] [INFO ] [sig       ] Generating forecast for: VC
[2025-11-27T20:00:43.374023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-11-27T20:00:43.385513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-11-27T20:00:43.385864] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-11-27T20:00:43.386682] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-11-27T20:00:43.386744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:43.386784] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:43.386821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:43.386886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:43.442362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:43.443286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:43.443384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:43.443434] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:43.564385] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:43.564564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:43.564647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:43.564689] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:43.567969] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-11-27T20:00:43.568256] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-11-27T20:00:43.568386] [INFO ] [sig       ] VC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:43.707343] [INFO ] [LOCAL     ] Saved forecast: VC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VC.txt
[2025-11-27T20:00:43.707540] [INFO ] [sig       ] [3428/3661] Completed VC in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:43.707611] [INFO ] [sig       ] [3429/3661] Forecasting VCEL...
[2025-11-27T20:00:43.707655] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-11-27T20:00:43.707717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-11-27T20:00:43.719895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-11-27T20:00:43.720293] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-11-27T20:00:43.721150] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-11-27T20:00:43.721217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:43.721265] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:43.721304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:43.721371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:43.780178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:43.781011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:43.781107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:43.781153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:43.897945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:43.898104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:43.898174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:43.898215] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:43.901430] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=37.09%)
[2025-11-27T20:00:43.901721] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-11-27T20:00:43.901855] [INFO ] [sig       ] VCEL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:44.037062] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VCEL.txt
[2025-11-27T20:00:44.037208] [INFO ] [sig       ] [3429/3661] Completed VCEL in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:44.037257] [INFO ] [sig       ] [3430/3661] Forecasting VCIG...
[2025-11-27T20:00:44.037297] [INFO ] [sig       ] Generating forecast for: VCIG
[2025-11-27T20:00:44.037334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCIG' from 'https://tdm.silogroup.org/data/derivative_storage/VCIG.csv'.
[2025-11-27T20:00:44.051489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCIG'.
[2025-11-27T20:00:44.051995] [INFO ] [FORECASTER] Starting predict_future for VCIG
[2025-11-27T20:00:44.052883] [DEBUG] [LOCAL     ] No optimal features file found for VCIG: ./output/feature-sets/VCIG.txt
[2025-11-27T20:00:44.052948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:44.052985] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:44.053031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:44.053112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:44.107882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:44.108643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:44.108733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:44.108772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:44.217991] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:44.218195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:44.218246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:44.218279] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:44.221559] [DEBUG] [FORECASTER] VCIG: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-11-27T20:00:44.221877] [INFO ] [FORECASTER] Completed predict_future for VCIG
[2025-11-27T20:00:44.222044] [INFO ] [sig       ] VCIG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:44.356735] [INFO ] [LOCAL     ] Saved forecast: VCIG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VCIG.txt
[2025-11-27T20:00:44.356906] [INFO ] [sig       ] [3430/3661] Completed VCIG in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:44.356965] [INFO ] [sig       ] [3431/3661] Forecasting VCRB...
[2025-11-27T20:00:44.357005] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-11-27T20:00:44.357050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-11-27T20:00:44.368429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-11-27T20:00:44.368764] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-11-27T20:00:44.369604] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-11-27T20:00:44.369666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:44.369707] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:44.369743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:44.369841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:44.426462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:44.427139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:44.427229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:44.427275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:44.547906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:44.548070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:44.548135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:44.548174] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:44.551584] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-11-27T20:00:44.551876] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-11-27T20:00:44.552016] [INFO ] [sig       ] VCRB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:44.698120] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VCRB.txt
[2025-11-27T20:00:44.698273] [INFO ] [sig       ] [3431/3661] Completed VCRB in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:44.698321] [INFO ] [sig       ] [3432/3661] Forecasting VCSH...
[2025-11-27T20:00:44.698358] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-11-27T20:00:44.698394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-11-27T20:00:44.709142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-11-27T20:00:44.709425] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-11-27T20:00:44.710225] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-11-27T20:00:44.710290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:44.710342] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:44.710381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:44.710474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:44.765838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:44.766482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:44.766597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:44.766643] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:44.889183] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:44.889343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:44.889391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:44.889426] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:44.892655] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-11-27T20:00:44.892950] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-11-27T20:00:44.893089] [INFO ] [sig       ] VCSH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:45.028785] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VCSH.txt
[2025-11-27T20:00:45.028990] [INFO ] [sig       ] [3432/3661] Completed VCSH in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:45.029051] [INFO ] [sig       ] [3433/3661] Forecasting VECO...
[2025-11-27T20:00:45.029100] [INFO ] [sig       ] Generating forecast for: VECO
[2025-11-27T20:00:45.029172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-11-27T20:00:45.039996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-11-27T20:00:45.040357] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-11-27T20:00:45.041186] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-11-27T20:00:45.041248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:45.041289] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:45.041325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:45.041446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:45.097017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:45.097918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:45.098011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:45.098071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:45.217453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:45.217646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:45.217703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:45.217763] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:45.221160] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-11-27T20:00:45.221464] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-11-27T20:00:45.221635] [INFO ] [sig       ] VECO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:45.358544] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VECO.txt
[2025-11-27T20:00:45.358728] [INFO ] [sig       ] [3433/3661] Completed VECO in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:45.358778] [INFO ] [sig       ] [3434/3661] Forecasting VEEE...
[2025-11-27T20:00:45.358819] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-11-27T20:00:45.358860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-11-27T20:00:45.370821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-11-27T20:00:45.371182] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-11-27T20:00:45.371969] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-11-27T20:00:45.372030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:45.372071] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:45.372106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:45.372168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:45.428195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:45.428874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:45.428979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:45.429037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:45.545362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:45.545540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:45.545607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:45.545647] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:45.548994] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-11-27T20:00:45.549277] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-11-27T20:00:45.549412] [INFO ] [sig       ] VEEE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:45.684316] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VEEE.txt
[2025-11-27T20:00:45.684470] [INFO ] [sig       ] [3434/3661] Completed VEEE in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:45.684518] [INFO ] [sig       ] [3435/3661] Forecasting VEL...
[2025-11-27T20:00:45.684557] [INFO ] [sig       ] Generating forecast for: VEL
[2025-11-27T20:00:45.684618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-11-27T20:00:45.696154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-11-27T20:00:45.696489] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-11-27T20:00:45.697415] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-11-27T20:00:45.697478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:45.697518] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:45.697553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:45.697640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:45.753052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:45.753656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:45.753742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:45.753784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:45.876482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:45.876665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:45.876714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:45.876752] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:45.879989] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=67.46%)
[2025-11-27T20:00:45.880271] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-11-27T20:00:45.880400] [INFO ] [sig       ] VEL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:46.018263] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VEL.txt
[2025-11-27T20:00:46.018410] [INFO ] [sig       ] [3435/3661] Completed VEL in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:46.018457] [INFO ] [sig       ] [3436/3661] Forecasting VEON...
[2025-11-27T20:00:46.018504] [INFO ] [sig       ] Generating forecast for: VEON
[2025-11-27T20:00:46.018540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-11-27T20:00:46.029485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-11-27T20:00:46.029830] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-11-27T20:00:46.030658] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-11-27T20:00:46.030730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:46.030774] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:46.030828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:46.030906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:46.087284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:46.087981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:46.088082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:46.088148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:46.209567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:46.209765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:46.209830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:46.209881] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:46.213310] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=34.50%)
[2025-11-27T20:00:46.213631] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-11-27T20:00:46.213781] [INFO ] [sig       ] VEON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:46.349231] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VEON.txt
[2025-11-27T20:00:46.349388] [INFO ] [sig       ] [3436/3661] Completed VEON in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.3m
[2025-11-27T20:00:46.349439] [INFO ] [sig       ] [3437/3661] Forecasting VERA...
[2025-11-27T20:00:46.349478] [INFO ] [sig       ] Generating forecast for: VERA
[2025-11-27T20:00:46.349517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-11-27T20:00:46.360715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-11-27T20:00:46.361036] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-11-27T20:00:46.361826] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-11-27T20:00:46.361889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:46.361929] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:46.361966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:46.362029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:46.417508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:46.418435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:46.418528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:46.418566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:46.534487] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:46.534690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:46.534742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:46.534780] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:46.538354] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-11-27T20:00:46.538688] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-11-27T20:00:46.538859] [INFO ] [sig       ] VERA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:46.691940] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VERA.txt
[2025-11-27T20:00:46.692144] [INFO ] [sig       ] [3437/3661] Completed VERA in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-11-27T20:00:46.692212] [INFO ] [sig       ] [3438/3661] Forecasting VERI...
[2025-11-27T20:00:46.692268] [INFO ] [sig       ] Generating forecast for: VERI
[2025-11-27T20:00:46.692320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-11-27T20:00:46.703412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-11-27T20:00:46.703821] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-11-27T20:00:46.704643] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-11-27T20:00:46.704706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:46.704756] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:46.704799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:46.704877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:46.761546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:46.762205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:46.762296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:46.762351] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:46.880276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:46.880445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:46.880502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:46.880537] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:46.883799] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-11-27T20:00:46.884087] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-11-27T20:00:46.884230] [INFO ] [sig       ] VERI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:47.020917] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VERI.txt
[2025-11-27T20:00:47.021287] [INFO ] [sig       ] [3438/3661] Completed VERI in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-11-27T20:00:47.021336] [INFO ] [sig       ] [3439/3661] Forecasting VERO...
[2025-11-27T20:00:47.021379] [INFO ] [sig       ] Generating forecast for: VERO
[2025-11-27T20:00:47.021449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-11-27T20:00:47.033447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-11-27T20:00:47.033862] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-11-27T20:00:47.034690] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-11-27T20:00:47.034753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:47.034795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:47.034835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:47.034899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:47.092566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:47.093448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:47.093540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:47.093604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:47.214363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:47.214542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:47.214607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:47.214664] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:47.218173] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-11-27T20:00:47.218498] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-11-27T20:00:47.218662] [INFO ] [sig       ] VERO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:47.381068] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VERO.txt
[2025-11-27T20:00:47.381239] [INFO ] [sig       ] [3439/3661] Completed VERO in 0.4s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-11-27T20:00:47.381291] [INFO ] [sig       ] [3440/3661] Forecasting VERX...
[2025-11-27T20:00:47.381330] [INFO ] [sig       ] Generating forecast for: VERX
[2025-11-27T20:00:47.381398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-11-27T20:00:47.394676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-11-27T20:00:47.395109] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-11-27T20:00:47.396127] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-11-27T20:00:47.396204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:47.396257] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:47.396303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:47.396396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:47.460870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:47.461747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:47.461844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:47.461891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:47.582888] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:47.583059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:47.583108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:47.583146] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:47.586432] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-11-27T20:00:47.586744] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-11-27T20:00:47.586888] [INFO ] [sig       ] VERX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:47.724238] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VERX.txt
[2025-11-27T20:00:47.724406] [INFO ] [sig       ] [3440/3661] Completed VERX in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-11-27T20:00:47.724456] [INFO ] [sig       ] [3441/3661] Forecasting VFC...
[2025-11-27T20:00:47.724514] [INFO ] [sig       ] Generating forecast for: VFC
[2025-11-27T20:00:47.724551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-11-27T20:00:47.735324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-11-27T20:00:47.735677] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-11-27T20:00:47.736439] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-11-27T20:00:47.736500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:47.736541] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:47.736599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:47.736664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:47.792001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:47.792795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:47.792901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:47.792944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:47.913667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:47.913843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:47.913895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:47.913932] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:47.917182] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=38.69%)
[2025-11-27T20:00:47.917456] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-11-27T20:00:47.917607] [INFO ] [sig       ] VFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:48.051862] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VFC.txt
[2025-11-27T20:00:48.052009] [INFO ] [sig       ] [3441/3661] Completed VFC in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:48.052057] [INFO ] [sig       ] [3442/3661] Forecasting VFF...
[2025-11-27T20:00:48.052096] [INFO ] [sig       ] Generating forecast for: VFF
[2025-11-27T20:00:48.052133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-11-27T20:00:48.062540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-11-27T20:00:48.062865] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-11-27T20:00:48.063636] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-11-27T20:00:48.063698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:48.063739] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:48.063774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:48.063839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:48.118255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:48.119108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:48.119199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:48.119242] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:48.236898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:48.237083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:48.237132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:48.237171] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:48.240539] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-11-27T20:00:48.240830] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-11-27T20:00:48.240963] [INFO ] [sig       ] VFF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:48.377657] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VFF.txt
[2025-11-27T20:00:48.377802] [INFO ] [sig       ] [3442/3661] Completed VFF in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:48.377858] [INFO ] [sig       ] [3443/3661] Forecasting VFLO...
[2025-11-27T20:00:48.377904] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-11-27T20:00:48.377948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-11-27T20:00:48.388537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-11-27T20:00:48.388856] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-11-27T20:00:48.389654] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-11-27T20:00:48.389715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:48.389756] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:48.389798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:48.389910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:48.446655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:48.447405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:48.447495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:48.447548] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:48.573256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:48.573426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:48.573485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:48.573534] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:48.576866] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-11-27T20:00:48.577152] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-11-27T20:00:48.577292] [INFO ] [sig       ] VFLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:48.722172] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VFLO.txt
[2025-11-27T20:00:48.722319] [INFO ] [sig       ] [3443/3661] Completed VFLO in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:48.722368] [INFO ] [sig       ] [3444/3661] Forecasting VFS...
[2025-11-27T20:00:48.722407] [INFO ] [sig       ] Generating forecast for: VFS
[2025-11-27T20:00:48.722461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-11-27T20:00:48.733056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-11-27T20:00:48.733365] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-11-27T20:00:48.734189] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-11-27T20:00:48.734252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:48.734292] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:48.734328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:48.734391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:48.791043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:48.791736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:48.791827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:48.791873] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:48.909511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:48.909685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:48.909736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:48.909778] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:48.913011] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-11-27T20:00:48.913289] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-11-27T20:00:48.913421] [INFO ] [sig       ] VFS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:49.048874] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VFS.txt
[2025-11-27T20:00:49.049046] [INFO ] [sig       ] [3444/3661] Completed VFS in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:49.049139] [INFO ] [sig       ] [3445/3661] Forecasting VGI...
[2025-11-27T20:00:49.049215] [INFO ] [sig       ] Generating forecast for: VGI
[2025-11-27T20:00:49.049273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-11-27T20:00:49.060505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-11-27T20:00:49.060887] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-11-27T20:00:49.061716] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-11-27T20:00:49.061780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:49.061824] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:49.061869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:49.061945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:49.120282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:49.120959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:49.121077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:49.121138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:49.242389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:49.242566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:49.242630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:49.242670] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:49.245911] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-11-27T20:00:49.246212] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-11-27T20:00:49.246349] [INFO ] [sig       ] VGI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:49.383205] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VGI.txt
[2025-11-27T20:00:49.383353] [INFO ] [sig       ] [3445/3661] Completed VGI in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:49.383401] [INFO ] [sig       ] [3446/3661] Forecasting VGM...
[2025-11-27T20:00:49.383441] [INFO ] [sig       ] Generating forecast for: VGM
[2025-11-27T20:00:49.383478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-11-27T20:00:49.393870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-11-27T20:00:49.394162] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-11-27T20:00:49.394956] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-11-27T20:00:49.395018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:49.395064] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:49.395111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:49.395187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:49.451225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:49.451906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:49.451997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:49.452047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:49.572381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:49.572538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:49.572605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:49.572643] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:49.575951] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=58.49%)
[2025-11-27T20:00:49.576244] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-11-27T20:00:49.576379] [INFO ] [sig       ] VGM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:49.711560] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VGM.txt
[2025-11-27T20:00:49.711765] [INFO ] [sig       ] [3446/3661] Completed VGM in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:49.711873] [INFO ] [sig       ] [3447/3661] Forecasting VGSH...
[2025-11-27T20:00:49.711929] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-11-27T20:00:49.711993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-11-27T20:00:49.722645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-11-27T20:00:49.722954] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-11-27T20:00:49.723766] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-11-27T20:00:49.723828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:49.723871] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:49.723909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:49.723977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:49.784276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:49.784993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:49.785086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:49.785129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:49.905316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:49.905481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:49.905530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:49.905584] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:49.908853] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=38.19%)
[2025-11-27T20:00:49.909138] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-11-27T20:00:49.909277] [INFO ] [sig       ] VGSH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:50.047982] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VGSH.txt
[2025-11-27T20:00:50.048139] [INFO ] [sig       ] [3447/3661] Completed VGSH in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:50.048191] [INFO ] [sig       ] [3448/3661] Forecasting VICI...
[2025-11-27T20:00:50.048225] [INFO ] [sig       ] Generating forecast for: VICI
[2025-11-27T20:00:50.048262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-11-27T20:00:50.059279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-11-27T20:00:50.059599] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-11-27T20:00:50.060382] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-11-27T20:00:50.060446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:50.060490] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:50.060528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:50.060612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:50.119095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:50.119771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:50.119859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:50.119897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:50.242780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:50.242941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:50.242992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:50.243037] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:50.246363] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-11-27T20:00:50.246657] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-11-27T20:00:50.246788] [INFO ] [sig       ] VICI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:50.385833] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VICI.txt
[2025-11-27T20:00:50.386012] [INFO ] [sig       ] [3448/3661] Completed VICI in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:50.386067] [INFO ] [sig       ] [3449/3661] Forecasting VIGI...
[2025-11-27T20:00:50.386099] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-11-27T20:00:50.386163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-11-27T20:00:50.397619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-11-27T20:00:50.397993] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-11-27T20:00:50.398833] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-11-27T20:00:50.398897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:50.398956] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:50.399029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:50.399151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:50.456727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:50.457614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:50.457713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:50.457772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:50.574623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:50.574788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:50.574857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:50.574913] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:50.578268] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-11-27T20:00:50.578595] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-11-27T20:00:50.578760] [INFO ] [sig       ] VIGI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:50.714485] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VIGI.txt
[2025-11-27T20:00:50.714665] [INFO ] [sig       ] [3449/3661] Completed VIGI in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:50.714751] [INFO ] [sig       ] [3450/3661] Forecasting VINP...
[2025-11-27T20:00:50.714812] [INFO ] [sig       ] Generating forecast for: VINP
[2025-11-27T20:00:50.714879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-11-27T20:00:50.725891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-11-27T20:00:50.726252] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-11-27T20:00:50.727071] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-11-27T20:00:50.727143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:50.727204] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:50.727260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:50.727358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:50.783230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:50.783919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:50.784033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:50.784111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:50.899566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:50.899754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:50.899820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:50.899880] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:50.903247] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-11-27T20:00:50.903554] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-11-27T20:00:50.903738] [INFO ] [sig       ] VINP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:51.039229] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VINP.txt
[2025-11-27T20:00:51.039387] [INFO ] [sig       ] [3450/3661] Completed VINP in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:51.039457] [INFO ] [sig       ] [3451/3661] Forecasting VIPS...
[2025-11-27T20:00:51.039537] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-11-27T20:00:51.039612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-11-27T20:00:51.050591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-11-27T20:00:51.050898] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-11-27T20:00:51.051727] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-11-27T20:00:51.051790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:51.051843] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:51.051901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:51.051999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:51.107749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:51.108418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:51.108507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:51.108558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:51.228623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:51.228794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:51.228857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:51.228912] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:51.232171] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-11-27T20:00:51.232490] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-11-27T20:00:51.232661] [INFO ] [sig       ] VIPS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:51.369642] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VIPS.txt
[2025-11-27T20:00:51.369802] [INFO ] [sig       ] [3451/3661] Completed VIPS in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:51.369870] [INFO ] [sig       ] [3452/3661] Forecasting VIRC...
[2025-11-27T20:00:51.369928] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-11-27T20:00:51.369991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-11-27T20:00:51.380509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-11-27T20:00:51.380798] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-11-27T20:00:51.381551] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-11-27T20:00:51.381628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:51.381671] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:51.381707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:51.381769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:51.437354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:51.437979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:51.438081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:51.438154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:51.556893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:51.557018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:51.557063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:51.557101] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:51.560298] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-11-27T20:00:51.560589] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-11-27T20:00:51.560734] [INFO ] [sig       ] VIRC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:51.697032] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VIRC.txt
[2025-11-27T20:00:51.697166] [INFO ] [sig       ] [3452/3661] Completed VIRC in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:51.697214] [INFO ] [sig       ] [3453/3661] Forecasting VITL...
[2025-11-27T20:00:51.697252] [INFO ] [sig       ] Generating forecast for: VITL
[2025-11-27T20:00:51.697288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-11-27T20:00:51.707987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-11-27T20:00:51.708289] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-11-27T20:00:51.709076] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-11-27T20:00:51.709151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:51.709200] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:51.709236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:51.709299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:51.764477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:51.765078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:51.765162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:51.765202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:51.886727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:51.886872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:51.886920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:51.886955] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:51.890279] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=19.03%)
[2025-11-27T20:00:51.890553] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-11-27T20:00:51.890721] [INFO ] [sig       ] VITL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:52.031829] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VITL.txt
[2025-11-27T20:00:52.031980] [INFO ] [sig       ] [3453/3661] Completed VITL in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:52.032030] [INFO ] [sig       ] [3454/3661] Forecasting VKQ...
[2025-11-27T20:00:52.032070] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-11-27T20:00:52.032128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-11-27T20:00:52.043489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-11-27T20:00:52.043910] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-11-27T20:00:52.044793] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-11-27T20:00:52.044858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:52.044894] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:52.044937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:52.045012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:52.102457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:52.103366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:52.103463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:52.103505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:52.235472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:52.235680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:52.235757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:52.235817] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:52.239326] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-11-27T20:00:52.239677] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-11-27T20:00:52.239848] [INFO ] [sig       ] VKQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:52.376840] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VKQ.txt
[2025-11-27T20:00:52.376984] [INFO ] [sig       ] [3454/3661] Completed VKQ in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.2m
[2025-11-27T20:00:52.377031] [INFO ] [sig       ] [3455/3661] Forecasting VKTX...
[2025-11-27T20:00:52.377068] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-11-27T20:00:52.377103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-11-27T20:00:52.387241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-11-27T20:00:52.387532] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-11-27T20:00:52.388337] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-11-27T20:00:52.388399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:52.388440] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:52.388477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:52.388539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:52.443032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:52.443647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:52.443732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:52.443774] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:52.562168] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:52.562319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:52.562367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:52.562404] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:52.565625] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-11-27T20:00:52.565914] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-11-27T20:00:52.566070] [INFO ] [sig       ] VKTX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:52.700808] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VKTX.txt
[2025-11-27T20:00:52.700967] [INFO ] [sig       ] [3455/3661] Completed VKTX in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-11-27T20:00:52.701017] [INFO ] [sig       ] [3456/3661] Forecasting VLGEA...
[2025-11-27T20:00:52.701060] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-11-27T20:00:52.701097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-11-27T20:00:52.711661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-11-27T20:00:52.711956] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-11-27T20:00:52.712742] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-11-27T20:00:52.712812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:52.712855] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:52.712897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:52.713007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:52.768472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:52.769149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:52.769250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:52.769298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:52.891242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:52.891365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:52.891411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:52.891449] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:52.894646] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-11-27T20:00:52.894929] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-11-27T20:00:52.895058] [INFO ] [sig       ] VLGEA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:53.029797] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VLGEA.txt
[2025-11-27T20:00:53.029924] [INFO ] [sig       ] [3456/3661] Completed VLGEA in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-11-27T20:00:53.029971] [INFO ] [sig       ] [3457/3661] Forecasting VLN...
[2025-11-27T20:00:53.030010] [INFO ] [sig       ] Generating forecast for: VLN
[2025-11-27T20:00:53.030047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-11-27T20:00:53.040238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-11-27T20:00:53.040531] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-11-27T20:00:53.041319] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-11-27T20:00:53.041382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:53.041422] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:53.041458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:53.041520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:53.096414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:53.097024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:53.097110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:53.097153] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:53.211778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:53.211933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:53.211981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:53.212016] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:53.215202] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=84.68%)
[2025-11-27T20:00:53.215469] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-11-27T20:00:53.215619] [INFO ] [sig       ] VLN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:53.350813] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VLN.txt
[2025-11-27T20:00:53.350961] [INFO ] [sig       ] [3457/3661] Completed VLN in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-11-27T20:00:53.351013] [INFO ] [sig       ] [3458/3661] Forecasting VLO...
[2025-11-27T20:00:53.351052] [INFO ] [sig       ] Generating forecast for: VLO
[2025-11-27T20:00:53.351089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-11-27T20:00:53.361822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-11-27T20:00:53.362099] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-11-27T20:00:53.362872] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-11-27T20:00:53.362935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:53.362977] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:53.363012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:53.363075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:53.418924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:53.419680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:53.419770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:53.419812] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:53.541943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:53.542094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:53.542141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:53.542178] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:53.545425] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-11-27T20:00:53.545730] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-11-27T20:00:53.545861] [INFO ] [sig       ] VLO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:53.681741] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VLO.txt
[2025-11-27T20:00:53.681871] [INFO ] [sig       ] [3458/3661] Completed VLO in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-11-27T20:00:53.681918] [INFO ] [sig       ] [3459/3661] Forecasting VLRS...
[2025-11-27T20:00:53.681956] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-11-27T20:00:53.681993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-11-27T20:00:53.693843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-11-27T20:00:53.694210] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-11-27T20:00:53.695029] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-11-27T20:00:53.695093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:53.695137] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:53.695173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:53.695238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:53.752144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:53.752891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:53.752981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:53.753019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:53.873668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:53.873839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:53.873887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:53.873929] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:53.877185] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-11-27T20:00:53.877456] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-11-27T20:00:53.877606] [INFO ] [sig       ] VLRS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:54.013151] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VLRS.txt
[2025-11-27T20:00:54.013331] [INFO ] [sig       ] [3459/3661] Completed VLRS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:54.013383] [INFO ] [sig       ] [3460/3661] Forecasting VLTO...
[2025-11-27T20:00:54.013417] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-11-27T20:00:54.013451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-11-27T20:00:54.025392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-11-27T20:00:54.025744] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-11-27T20:00:54.026537] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-11-27T20:00:54.026619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:54.026661] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:54.026696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:54.026760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:54.082485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:54.083195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:54.083289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:54.083332] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:54.207113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:54.207285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:54.207334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:54.207372] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:54.210669] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=49.88%)
[2025-11-27T20:00:54.210952] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-11-27T20:00:54.211097] [INFO ] [sig       ] VLTO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:54.350956] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VLTO.txt
[2025-11-27T20:00:54.351116] [INFO ] [sig       ] [3460/3661] Completed VLTO in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:54.351171] [INFO ] [sig       ] [3461/3661] Forecasting VLY...
[2025-11-27T20:00:54.351210] [INFO ] [sig       ] Generating forecast for: VLY
[2025-11-27T20:00:54.351266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-11-27T20:00:54.362249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-11-27T20:00:54.362554] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-11-27T20:00:54.363367] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-11-27T20:00:54.363430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:54.363471] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:54.363507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:54.363597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:54.421758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:54.422801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:54.422901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:54.422946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:54.543854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:54.544035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:54.544092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:54.544138] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:54.547550] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=47.09%)
[2025-11-27T20:00:54.547868] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-11-27T20:00:54.548004] [INFO ] [sig       ] VLY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:54.682630] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VLY.txt
[2025-11-27T20:00:54.682793] [INFO ] [sig       ] [3461/3661] Completed VLY in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:54.682843] [INFO ] [sig       ] [3462/3661] Forecasting VMBS...
[2025-11-27T20:00:54.682884] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-11-27T20:00:54.682922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-11-27T20:00:54.694542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-11-27T20:00:54.694931] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-11-27T20:00:54.695734] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-11-27T20:00:54.695797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:54.695838] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:54.695872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:54.695936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:54.751341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:54.752220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:54.752319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:54.752360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:54.873057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:54.873236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:54.873287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:54.873320] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:54.876529] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-11-27T20:00:54.876824] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-11-27T20:00:54.876956] [INFO ] [sig       ] VMBS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:55.012085] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VMBS.txt
[2025-11-27T20:00:55.012218] [INFO ] [sig       ] [3462/3661] Completed VMBS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:55.012265] [INFO ] [sig       ] [3463/3661] Forecasting VMD...
[2025-11-27T20:00:55.012321] [INFO ] [sig       ] Generating forecast for: VMD
[2025-11-27T20:00:55.012359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-11-27T20:00:55.022622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-11-27T20:00:55.022902] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-11-27T20:00:55.023661] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-11-27T20:00:55.023723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:55.023762] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:55.023799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:55.023861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:55.078856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:55.079639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:55.079727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:55.079770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:55.196434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:55.196604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:55.196657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:55.196689] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:55.199885] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-11-27T20:00:55.200194] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-11-27T20:00:55.200337] [INFO ] [sig       ] VMD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:55.336869] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VMD.txt
[2025-11-27T20:00:55.337031] [INFO ] [sig       ] [3463/3661] Completed VMD in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:55.337094] [INFO ] [sig       ] [3464/3661] Forecasting VMI...
[2025-11-27T20:00:55.337172] [INFO ] [sig       ] Generating forecast for: VMI
[2025-11-27T20:00:55.337227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-11-27T20:00:55.351016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-11-27T20:00:55.351623] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-11-27T20:00:55.352396] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-11-27T20:00:55.352460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:55.352501] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:55.352531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:55.352617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:55.409098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:55.409755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:55.409842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:55.409885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:55.531484] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:55.531650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:55.531702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:55.531742] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:55.535066] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=13.16%)
[2025-11-27T20:00:55.535349] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-11-27T20:00:55.535485] [INFO ] [sig       ] VMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:55.670767] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VMI.txt
[2025-11-27T20:00:55.670894] [INFO ] [sig       ] [3464/3661] Completed VMI in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:55.670942] [INFO ] [sig       ] [3465/3661] Forecasting VMO...
[2025-11-27T20:00:55.670978] [INFO ] [sig       ] Generating forecast for: VMO
[2025-11-27T20:00:55.671013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-11-27T20:00:55.681748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-11-27T20:00:55.682044] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-11-27T20:00:55.682837] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-11-27T20:00:55.682900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:55.682943] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:55.682981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:55.683045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:55.738863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:55.739510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:55.739613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:55.739659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:55.859594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:55.859763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:55.859811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:55.859847] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:55.863065] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-11-27T20:00:55.863375] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-11-27T20:00:55.863507] [INFO ] [sig       ] VMO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:56.001896] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VMO.txt
[2025-11-27T20:00:56.002037] [INFO ] [sig       ] [3465/3661] Completed VMO in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:56.002084] [INFO ] [sig       ] [3466/3661] Forecasting VNDA...
[2025-11-27T20:00:56.002123] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-11-27T20:00:56.002160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-11-27T20:00:56.012733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-11-27T20:00:56.013050] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-11-27T20:00:56.013839] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-11-27T20:00:56.013901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:56.013941] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:56.013978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:56.014040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:56.068706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:56.069300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:56.069385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:56.069427] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:56.184830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:56.184970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:56.185015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:56.185051] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:56.188202] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-11-27T20:00:56.188470] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-11-27T20:00:56.188623] [INFO ] [sig       ] VNDA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:56.323344] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VNDA.txt
[2025-11-27T20:00:56.323471] [INFO ] [sig       ] [3466/3661] Completed VNDA in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:56.323516] [INFO ] [sig       ] [3467/3661] Forecasting VNO...
[2025-11-27T20:00:56.323552] [INFO ] [sig       ] Generating forecast for: VNO
[2025-11-27T20:00:56.323603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-11-27T20:00:56.334234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-11-27T20:00:56.334526] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-11-27T20:00:56.335305] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-11-27T20:00:56.335367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:56.335417] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:56.335455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:56.335518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:56.390994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:56.391603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:56.391688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:56.391730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:56.512068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:56.512227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:56.512276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:56.512312] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:56.515703] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-11-27T20:00:56.515978] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-11-27T20:00:56.516122] [INFO ] [sig       ] VNO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:56.650266] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VNO.txt
[2025-11-27T20:00:56.650406] [INFO ] [sig       ] [3467/3661] Completed VNO in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:56.650454] [INFO ] [sig       ] [3468/3661] Forecasting VNOM...
[2025-11-27T20:00:56.650496] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-11-27T20:00:56.650535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-11-27T20:00:56.660759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-11-27T20:00:56.661057] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-11-27T20:00:56.661837] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-11-27T20:00:56.661899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:56.661939] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:56.661975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:56.662042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:56.716430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:56.717039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:56.717125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:56.717166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:56.837414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:56.837564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:56.837627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:56.837668] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:56.840874] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=99.94%)
[2025-11-27T20:00:56.841142] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-11-27T20:00:56.841274] [INFO ] [sig       ] VNOM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:56.974331] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VNOM.txt
[2025-11-27T20:00:56.974459] [INFO ] [sig       ] [3468/3661] Completed VNOM in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:56.974513] [INFO ] [sig       ] [3469/3661] Forecasting VNQI...
[2025-11-27T20:00:56.974553] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-11-27T20:00:56.974611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-11-27T20:00:56.988319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-11-27T20:00:56.989034] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-11-27T20:00:56.990117] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-11-27T20:00:56.990191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:56.990240] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:56.990281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:56.990349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:57.058662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:57.059944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:57.060067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:57.060117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:57.185242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:57.185467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:57.185523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:57.185562] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:57.189328] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-11-27T20:00:57.189651] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-11-27T20:00:57.189798] [INFO ] [sig       ] VNQI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:57.324133] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VNQI.txt
[2025-11-27T20:00:57.324312] [INFO ] [sig       ] [3469/3661] Completed VNQI in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:57.324365] [INFO ] [sig       ] [3470/3661] Forecasting VOC...
[2025-11-27T20:00:57.324398] [INFO ] [sig       ] Generating forecast for: VOC
[2025-11-27T20:00:57.324438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-11-27T20:00:57.335514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-11-27T20:00:57.335984] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-11-27T20:00:57.336816] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-11-27T20:00:57.336881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:57.336921] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:57.336957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:57.337021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:57.392802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:57.393617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:57.393709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:57.393758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:57.509405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:57.509608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:57.509660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:57.509693] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:57.513025] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-11-27T20:00:57.513304] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-11-27T20:00:57.513447] [INFO ] [sig       ] VOC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:57.652963] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VOC.txt
[2025-11-27T20:00:57.653100] [INFO ] [sig       ] [3470/3661] Completed VOC in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:57.653158] [INFO ] [sig       ] [3471/3661] Forecasting VOD...
[2025-11-27T20:00:57.653197] [INFO ] [sig       ] Generating forecast for: VOD
[2025-11-27T20:00:57.653238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-11-27T20:00:57.665700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-11-27T20:00:57.666106] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-11-27T20:00:57.667150] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-11-27T20:00:57.667231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:57.667284] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:57.667330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:57.667422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:57.736610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:57.737626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:57.737728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:57.737771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:57.854047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:57.854239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:57.854290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:57.854329] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:57.857667] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=23.40%)
[2025-11-27T20:00:57.857956] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-11-27T20:00:57.858100] [INFO ] [sig       ] VOD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:57.992093] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VOD.txt
[2025-11-27T20:00:57.992232] [INFO ] [sig       ] [3471/3661] Completed VOD in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:57.992276] [INFO ] [sig       ] [3472/3661] Forecasting VONE...
[2025-11-27T20:00:57.992317] [INFO ] [sig       ] Generating forecast for: VONE
[2025-11-27T20:00:57.992350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-11-27T20:00:58.003805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-11-27T20:00:58.004120] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-11-27T20:00:58.004950] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-11-27T20:00:58.005013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:58.005050] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:58.005096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:58.005172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:58.060028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:58.060697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:58.060791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:58.060831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:58.180135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:58.180309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:58.180372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:58.180413] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:58.183793] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=38.90%)
[2025-11-27T20:00:58.184086] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-11-27T20:00:58.184267] [INFO ] [sig       ] VONE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:58.323146] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VONE.txt
[2025-11-27T20:00:58.323302] [INFO ] [sig       ] [3472/3661] Completed VONE in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.1m
[2025-11-27T20:00:58.323354] [INFO ] [sig       ] [3473/3661] Forecasting VONG...
[2025-11-27T20:00:58.323393] [INFO ] [sig       ] Generating forecast for: VONG
[2025-11-27T20:00:58.323431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-11-27T20:00:58.334405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-11-27T20:00:58.334731] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-11-27T20:00:58.335521] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-11-27T20:00:58.335609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:58.335652] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:58.335688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:58.335752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:58.391644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:58.392299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:58.392390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:58.392432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:58.518496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:58.518697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:58.518751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:58.518783] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:58.522233] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-11-27T20:00:58.522524] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-11-27T20:00:58.522682] [INFO ] [sig       ] VONG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:58.665909] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VONG.txt
[2025-11-27T20:00:58.666072] [INFO ] [sig       ] [3473/3661] Completed VONG in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.0m
[2025-11-27T20:00:58.666130] [INFO ] [sig       ] [3474/3661] Forecasting VOTE...
[2025-11-27T20:00:58.666164] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-11-27T20:00:58.666202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-11-27T20:00:58.677217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-11-27T20:00:58.677556] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-11-27T20:00:58.678382] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-11-27T20:00:58.678447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:58.678488] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:58.678525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:58.678608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:58.733684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:58.734301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:58.734397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:58.734440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:58.850481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:58.850626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:58.850674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:58.850730] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:58.853843] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-11-27T20:00:58.854116] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-11-27T20:00:58.854246] [INFO ] [sig       ] VOTE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:58.987187] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VOTE.txt
[2025-11-27T20:00:58.987312] [INFO ] [sig       ] [3474/3661] Completed VOTE in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.0m
[2025-11-27T20:00:58.987361] [INFO ] [sig       ] [3475/3661] Forecasting VPG...
[2025-11-27T20:00:58.987402] [INFO ] [sig       ] Generating forecast for: VPG
[2025-11-27T20:00:58.987441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-11-27T20:00:58.998473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-11-27T20:00:58.998788] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-11-27T20:00:58.999554] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-11-27T20:00:58.999637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:58.999680] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:58.999717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:58.999781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:59.054292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:59.054900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:59.054987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:59.055029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:59.174085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:59.174229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:59.174275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:59.174314] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:59.177501] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-11-27T20:00:59.177793] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-11-27T20:00:59.177925] [INFO ] [sig       ] VPG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:59.312001] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VPG.txt
[2025-11-27T20:00:59.312159] [INFO ] [sig       ] [3475/3661] Completed VPG in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.0m
[2025-11-27T20:00:59.312219] [INFO ] [sig       ] [3476/3661] Forecasting VPLS...
[2025-11-27T20:00:59.312261] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-11-27T20:00:59.312336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-11-27T20:00:59.323174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-11-27T20:00:59.323464] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-11-27T20:00:59.324246] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-11-27T20:00:59.324309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:59.324349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:59.324385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:59.324448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:59.378867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:59.379475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:59.379595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:59.379640] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:59.497826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:59.497978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:59.498026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:59.498064] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:59.501372] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=50.45%)
[2025-11-27T20:00:59.501664] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-11-27T20:00:59.501802] [INFO ] [sig       ] VPLS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:00:59.636908] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VPLS.txt
[2025-11-27T20:00:59.637039] [INFO ] [sig       ] [3476/3661] Completed VPLS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.0m
[2025-11-27T20:00:59.637081] [INFO ] [sig       ] [3477/3661] Forecasting VRA...
[2025-11-27T20:00:59.637120] [INFO ] [sig       ] Generating forecast for: VRA
[2025-11-27T20:00:59.637155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-11-27T20:00:59.647631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-11-27T20:00:59.647927] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-11-27T20:00:59.648724] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-11-27T20:00:59.648786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:59.648826] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:59.648860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:59.648923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:00:59.704189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:00:59.704809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:00:59.704895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:00:59.704937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:00:59.827495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:00:59.827670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:00:59.827726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:00:59.827762] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:00:59.831068] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=22.42%)
[2025-11-27T20:00:59.831346] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-11-27T20:00:59.831488] [INFO ] [sig       ] VRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:00:59.966601] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VRA.txt
[2025-11-27T20:00:59.966733] [INFO ] [sig       ] [3477/3661] Completed VRA in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 1.0m
[2025-11-27T20:00:59.966781] [INFO ] [sig       ] [3478/3661] Forecasting VRCA...
[2025-11-27T20:00:59.966817] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-11-27T20:00:59.966853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-11-27T20:00:59.977232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-11-27T20:00:59.977527] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-11-27T20:00:59.978397] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-11-27T20:00:59.978463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:00:59.978506] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:00:59.978553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:00:59.978639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:00.034421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:00.035034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:00.035124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:00.035166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:00.152532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:00.152697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:00.152744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:00.152781] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:00.155958] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2025-11-27T20:01:00.156233] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-11-27T20:01:00.156374] [INFO ] [sig       ] VRCA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:00.291835] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VRCA.txt
[2025-11-27T20:01:00.291981] [INFO ] [sig       ] [3478/3661] Completed VRCA in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 1.0m
[2025-11-27T20:01:00.292043] [INFO ] [sig       ] [3479/3661] Forecasting VRDN...
[2025-11-27T20:01:00.292078] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-11-27T20:01:00.292118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-11-27T20:01:00.302461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-11-27T20:01:00.302766] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-11-27T20:01:00.303552] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-11-27T20:01:00.303633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:00.303674] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:00.303710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:00.303804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:00.358952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:00.359605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:00.359691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:00.359743] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:00.479555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:00.479721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:00.479765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:00.479795] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:00.483054] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2025-11-27T20:01:00.483332] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-11-27T20:01:00.483457] [INFO ] [sig       ] VRDN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:00.620022] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VRDN.txt
[2025-11-27T20:01:00.620166] [INFO ] [sig       ] [3479/3661] Completed VRDN in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 1.0m
[2025-11-27T20:01:00.620214] [INFO ] [sig       ] [3480/3661] Forecasting VRE...
[2025-11-27T20:01:00.620253] [INFO ] [sig       ] Generating forecast for: VRE
[2025-11-27T20:01:00.620312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-11-27T20:01:00.631031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-11-27T20:01:00.631332] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-11-27T20:01:00.632153] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-11-27T20:01:00.632217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:00.632258] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:00.632294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:00.632354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:00.686874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:00.687498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:00.687605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:00.687650] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:00.804726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:00.804901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:00.804950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:00.804988] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:00.808237] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-11-27T20:01:00.808519] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-11-27T20:01:00.808671] [INFO ] [sig       ] VRE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:00.950231] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VRE.txt
[2025-11-27T20:01:00.950417] [INFO ] [sig       ] [3480/3661] Completed VRE in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 1.0m
[2025-11-27T20:01:00.950494] [INFO ] [sig       ] [3481/3661] Forecasting VREX...
[2025-11-27T20:01:00.950532] [INFO ] [sig       ] Generating forecast for: VREX
[2025-11-27T20:01:00.950584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-11-27T20:01:00.963802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-11-27T20:01:00.964261] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-11-27T20:01:00.965325] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-11-27T20:01:00.965405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:00.965459] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:00.965507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:00.965613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:01.026109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:01.027014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:01.027107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:01.027151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:01.146262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:01.146448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:01.146506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:01.146544] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:01.150075] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=52.98%)
[2025-11-27T20:01:01.150418] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-11-27T20:01:01.150618] [INFO ] [sig       ] VREX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:01.299702] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VREX.txt
[2025-11-27T20:01:01.299891] [INFO ] [sig       ] [3481/3661] Completed VREX in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 1.0m
[2025-11-27T20:01:01.299944] [INFO ] [sig       ] [3482/3661] Forecasting VRIG...
[2025-11-27T20:01:01.299986] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-11-27T20:01:01.300063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-11-27T20:01:01.311345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-11-27T20:01:01.311688] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-11-27T20:01:01.312455] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-11-27T20:01:01.312517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:01.312559] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:01.312615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:01.312680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:01.366846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:01.367442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:01.367531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:01.367568] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:01.463861] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:01.464019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:01.464066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:01.464100] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:01.467234] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-11-27T20:01:01.467504] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-11-27T20:01:01.467659] [INFO ] [sig       ] VRIG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:01.601072] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VRIG.txt
[2025-11-27T20:01:01.601218] [INFO ] [sig       ] [3482/3661] Completed VRIG in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 59.8s
[2025-11-27T20:01:01.601267] [INFO ] [sig       ] [3483/3661] Forecasting VRNS...
[2025-11-27T20:01:01.601306] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-11-27T20:01:01.601360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-11-27T20:01:01.611556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-11-27T20:01:01.611864] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-11-27T20:01:01.612627] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-11-27T20:01:01.612688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:01.612728] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:01.612762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:01.612826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:01.670121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:01.670801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:01.670894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:01.670940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:01.793972] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:01.794146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:01.794193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:01.794230] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:01.797476] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=30.92%)
[2025-11-27T20:01:01.797761] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-11-27T20:01:01.797889] [INFO ] [sig       ] VRNS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:01.933057] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VRNS.txt
[2025-11-27T20:01:01.933204] [INFO ] [sig       ] [3483/3661] Completed VRNS in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 59.4s
[2025-11-27T20:01:01.933261] [INFO ] [sig       ] [3484/3661] Forecasting VRRM...
[2025-11-27T20:01:01.933299] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-11-27T20:01:01.933349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-11-27T20:01:01.943867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-11-27T20:01:01.944173] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-11-27T20:01:01.944985] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-11-27T20:01:01.945051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:01.945102] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:01.945147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:01.945225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:01.999887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:02.000639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:02.000729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:02.000771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:02.118651] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:02.118786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:02.118839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:02.118887] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:02.122064] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2025-11-27T20:01:02.122354] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-11-27T20:01:02.122497] [INFO ] [sig       ] VRRM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:02.256441] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VRRM.txt
[2025-11-27T20:01:02.256655] [INFO ] [sig       ] [3484/3661] Completed VRRM in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 59.1s
[2025-11-27T20:01:02.256742] [INFO ] [sig       ] [3485/3661] Forecasting VRSK...
[2025-11-27T20:01:02.256789] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-11-27T20:01:02.256838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-11-27T20:01:02.267497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-11-27T20:01:02.267854] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-11-27T20:01:02.268717] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-11-27T20:01:02.268777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:02.268818] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:02.268852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:02.268915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:02.323809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:02.324643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:02.324734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:02.324777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:02.446417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:02.446791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:02.446840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:02.446894] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:02.450469] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-11-27T20:01:02.450758] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-11-27T20:01:02.450896] [INFO ] [sig       ] VRSK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:02.585627] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VRSK.txt
[2025-11-27T20:01:02.585807] [INFO ] [sig       ] [3485/3661] Completed VRSK in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 58.8s
[2025-11-27T20:01:02.585865] [INFO ] [sig       ] [3486/3661] Forecasting VRSN...
[2025-11-27T20:01:02.585906] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-11-27T20:01:02.585970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-11-27T20:01:02.599778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-11-27T20:01:02.600155] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-11-27T20:01:02.601216] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-11-27T20:01:02.601294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:02.601360] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:02.601412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:02.601507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:02.661385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:02.662026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:02.662113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:02.662149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:02.783337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:02.783491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:02.783539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:02.783591] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:02.786775] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2025-11-27T20:01:02.787046] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-11-27T20:01:02.787177] [INFO ] [sig       ] VRSN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:02.922292] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VRSN.txt
[2025-11-27T20:01:02.922474] [INFO ] [sig       ] [3486/3661] Completed VRSN in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 58.4s
[2025-11-27T20:01:02.922538] [INFO ] [sig       ] [3487/3661] Forecasting VRTS...
[2025-11-27T20:01:02.922615] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-11-27T20:01:02.922694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-11-27T20:01:02.933793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-11-27T20:01:02.934186] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-11-27T20:01:02.935029] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-11-27T20:01:02.935099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:02.935154] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:02.935207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:02.935297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:02.990244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:02.991065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:02.991163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:02.991233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:03.116012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:03.116182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:03.116244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:03.116298] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:03.119598] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-11-27T20:01:03.119888] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-11-27T20:01:03.120046] [INFO ] [sig       ] VRTS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:03.254272] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VRTS.txt
[2025-11-27T20:01:03.254403] [INFO ] [sig       ] [3487/3661] Completed VRTS in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 58.1s
[2025-11-27T20:01:03.254451] [INFO ] [sig       ] [3488/3661] Forecasting VRTX...
[2025-11-27T20:01:03.254487] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-11-27T20:01:03.254522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-11-27T20:01:03.265423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-11-27T20:01:03.265760] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-11-27T20:01:03.266611] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-11-27T20:01:03.266672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:03.266727] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:03.266785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:03.266883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:03.322164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:03.322850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:03.322938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:03.322988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:03.443697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:03.443840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:03.443888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:03.443921] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:03.447168] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=60.07%)
[2025-11-27T20:01:03.447442] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-11-27T20:01:03.447586] [INFO ] [sig       ] VRTX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:03.582437] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VRTX.txt
[2025-11-27T20:01:03.582587] [INFO ] [sig       ] [3488/3661] Completed VRTX in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 57.8s
[2025-11-27T20:01:03.582647] [INFO ] [sig       ] [3489/3661] Forecasting VS...
[2025-11-27T20:01:03.582681] [INFO ] [sig       ] Generating forecast for: VS
[2025-11-27T20:01:03.582731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-11-27T20:01:03.592986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-11-27T20:01:03.593300] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-11-27T20:01:03.594082] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-11-27T20:01:03.594144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:03.594185] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:03.594221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:03.594295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:03.650340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:03.651054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:03.651140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:03.651177] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:03.761592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:03.761751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:03.761800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:03.761835] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:03.765066] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=37.22%)
[2025-11-27T20:01:03.765341] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-11-27T20:01:03.765479] [INFO ] [sig       ] VS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:03.916600] [INFO ] [LOCAL     ] Saved forecast: VS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VS.txt
[2025-11-27T20:01:03.916775] [INFO ] [sig       ] [3489/3661] Completed VS in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 57.4s
[2025-11-27T20:01:03.916833] [INFO ] [sig       ] [3490/3661] Forecasting VSCO...
[2025-11-27T20:01:03.916900] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-11-27T20:01:03.916947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-11-27T20:01:03.927362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-11-27T20:01:03.927722] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-11-27T20:01:03.928556] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-11-27T20:01:03.928634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:03.928686] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:03.928731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:03.928808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:04.001454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:04.002390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:04.002496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:04.002542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:04.118694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:04.118867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:04.118916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:04.118954] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:04.122248] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-11-27T20:01:04.122564] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-11-27T20:01:04.122729] [INFO ] [sig       ] VSCO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:04.261381] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VSCO.txt
[2025-11-27T20:01:04.261556] [INFO ] [sig       ] [3490/3661] Completed VSCO in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 57.1s
[2025-11-27T20:01:04.261637] [INFO ] [sig       ] [3491/3661] Forecasting VSDA...
[2025-11-27T20:01:04.261743] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-11-27T20:01:04.261783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-11-27T20:01:04.274097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-11-27T20:01:04.274484] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-11-27T20:01:04.275303] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-11-27T20:01:04.275387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:04.275449] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:04.275507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:04.275627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:04.334138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:04.335132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:04.335260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:04.335349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:04.445429] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:04.445677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:04.445746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:04.445798] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:04.449232] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=33.92%)
[2025-11-27T20:01:04.449618] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-11-27T20:01:04.449792] [INFO ] [sig       ] VSDA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:04.587852] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VSDA.txt
[2025-11-27T20:01:04.588022] [INFO ] [sig       ] [3491/3661] Completed VSDA in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 56.8s
[2025-11-27T20:01:04.588073] [INFO ] [sig       ] [3492/3661] Forecasting VSEC...
[2025-11-27T20:01:04.588127] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-11-27T20:01:04.588168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-11-27T20:01:04.599787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-11-27T20:01:04.600169] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-11-27T20:01:04.600981] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-11-27T20:01:04.601044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:04.601090] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:04.601122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:04.601191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:04.665919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:04.666783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:04.666875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:04.666920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:04.789323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:04.789518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:04.789585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:04.789627] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:04.792936] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-11-27T20:01:04.793211] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-11-27T20:01:04.793344] [INFO ] [sig       ] VSEC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:04.927518] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VSEC.txt
[2025-11-27T20:01:04.927677] [INFO ] [sig       ] [3492/3661] Completed VSEC in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 56.4s
[2025-11-27T20:01:04.927728] [INFO ] [sig       ] [3493/3661] Forecasting VSH...
[2025-11-27T20:01:04.927766] [INFO ] [sig       ] Generating forecast for: VSH
[2025-11-27T20:01:04.927805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-11-27T20:01:04.938848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-11-27T20:01:04.939120] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-11-27T20:01:04.939890] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-11-27T20:01:04.939952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:04.939988] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:04.940025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:04.940097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:04.994988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:04.995734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:04.995822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:04.995865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:05.117793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:05.117971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:05.118021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:05.118060] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:05.121385] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-11-27T20:01:05.121693] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-11-27T20:01:05.121826] [INFO ] [sig       ] VSH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:05.257893] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VSH.txt
[2025-11-27T20:01:05.258076] [INFO ] [sig       ] [3493/3661] Completed VSH in 0.3s | 3.00 sym/s | Total: 19.4m | ETA: 56.1s
[2025-11-27T20:01:05.258140] [INFO ] [sig       ] [3494/3661] Forecasting VSTM...
[2025-11-27T20:01:05.258205] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-11-27T20:01:05.258250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-11-27T20:01:05.277902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-11-27T20:01:05.278301] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-11-27T20:01:05.279122] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-11-27T20:01:05.279188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:05.279232] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:05.279270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:05.279335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:05.334959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:05.335596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:05.335685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:05.335727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:05.458734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:05.458904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:05.458956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:05.458996] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:05.462372] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-11-27T20:01:05.462700] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-11-27T20:01:05.462847] [INFO ] [sig       ] VSTM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:05.599455] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VSTM.txt
[2025-11-27T20:01:05.599637] [INFO ] [sig       ] [3494/3661] Completed VSTM in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 55.8s
[2025-11-27T20:01:05.599690] [INFO ] [sig       ] [3495/3661] Forecasting VSTS...
[2025-11-27T20:01:05.599754] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-11-27T20:01:05.599797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-11-27T20:01:05.611480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-11-27T20:01:05.611893] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-11-27T20:01:05.612776] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-11-27T20:01:05.612841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:05.612885] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:05.612921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:05.613009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:05.669017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:05.669761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:05.669856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:05.669901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:05.796654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:05.796876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:05.796950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:05.797003] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:05.800515] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-11-27T20:01:05.800863] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-11-27T20:01:05.801036] [INFO ] [sig       ] VSTS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:05.938757] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VSTS.txt
[2025-11-27T20:01:05.938964] [INFO ] [sig       ] [3495/3661] Completed VSTS in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 55.4s
[2025-11-27T20:01:05.939037] [INFO ] [sig       ] [3496/3661] Forecasting VTC...
[2025-11-27T20:01:05.939086] [INFO ] [sig       ] Generating forecast for: VTC
[2025-11-27T20:01:05.939157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-11-27T20:01:05.955263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-11-27T20:01:05.955750] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-11-27T20:01:05.956876] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-11-27T20:01:05.956956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:05.957011] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:05.957061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:05.957155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:06.023786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:06.024657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:06.024751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:06.024797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:06.141726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:06.141906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:06.141958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:06.142000] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:06.145314] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-11-27T20:01:06.145653] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-11-27T20:01:06.145796] [INFO ] [sig       ] VTC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:06.285660] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTC.txt
[2025-11-27T20:01:06.285864] [INFO ] [sig       ] [3496/3661] Completed VTC in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 55.1s
[2025-11-27T20:01:06.285922] [INFO ] [sig       ] [3497/3661] Forecasting VTEX...
[2025-11-27T20:01:06.285985] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-11-27T20:01:06.286031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-11-27T20:01:06.298027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-11-27T20:01:06.298438] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-11-27T20:01:06.299265] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-11-27T20:01:06.299330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:06.299372] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:06.299408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:06.299475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:06.356435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:06.357321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:06.357421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:06.357469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:06.476797] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:06.476977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:06.477032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:06.477075] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:06.480452] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-11-27T20:01:06.480749] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-11-27T20:01:06.480882] [INFO ] [sig       ] VTEX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:06.614122] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VTEX.txt
[2025-11-27T20:01:06.614279] [INFO ] [sig       ] [3497/3661] Completed VTEX in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 54.8s
[2025-11-27T20:01:06.614330] [INFO ] [sig       ] [3498/3661] Forecasting VTGN...
[2025-11-27T20:01:06.614370] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-11-27T20:01:06.614410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-11-27T20:01:06.625948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-11-27T20:01:06.626255] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-11-27T20:01:06.627040] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-11-27T20:01:06.627103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:06.627146] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:06.627182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:06.627245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:06.681479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:06.682320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:06.682413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:06.682456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:06.800345] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:06.800526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:06.800592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:06.800630] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:06.803863] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-11-27T20:01:06.804134] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-11-27T20:01:06.804265] [INFO ] [sig       ] VTGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:06.941344] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTGN.txt
[2025-11-27T20:01:06.941521] [INFO ] [sig       ] [3498/3661] Completed VTGN in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 54.4s
[2025-11-27T20:01:06.941595] [INFO ] [sig       ] [3499/3661] Forecasting VTIP...
[2025-11-27T20:01:06.941633] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-11-27T20:01:06.941672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-11-27T20:01:06.958903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-11-27T20:01:06.959289] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-11-27T20:01:06.960104] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-11-27T20:01:06.960169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:06.960213] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:06.960250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:06.960314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:07.017346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:07.018346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:07.018461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:07.018517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:07.139746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:07.139917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:07.139966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:07.140010] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:07.143288] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-11-27T20:01:07.143594] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-11-27T20:01:07.143722] [INFO ] [sig       ] VTIP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:07.277981] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTIP.txt
[2025-11-27T20:01:07.278161] [INFO ] [sig       ] [3499/3661] Completed VTIP in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 54.1s
[2025-11-27T20:01:07.278212] [INFO ] [sig       ] [3500/3661] Forecasting VTLE...
[2025-11-27T20:01:07.278253] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-11-27T20:01:07.278290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-11-27T20:01:07.313415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-11-27T20:01:07.313756] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-11-27T20:01:07.314520] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-11-27T20:01:07.314603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:07.314647] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:07.314684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:07.314748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:07.369360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:07.370015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:07.370102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:07.370146] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:07.487783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:07.487946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:07.487994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:07.488034] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:07.491395] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-11-27T20:01:07.491691] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-11-27T20:01:07.491824] [INFO ] [sig       ] VTLE: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:07.634221] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VTLE.txt
[2025-11-27T20:01:07.634376] [INFO ] [sig       ] [3500/3661] Completed VTLE in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 53.8s
[2025-11-27T20:01:07.634432] [INFO ] [sig       ] [3501/3661] Forecasting VTMX...
[2025-11-27T20:01:07.634471] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-11-27T20:01:07.634529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-11-27T20:01:07.645454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-11-27T20:01:07.645751] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-11-27T20:01:07.646515] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-11-27T20:01:07.646594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:07.646637] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:07.646674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:07.646739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:07.705838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:07.706474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:07.706563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:07.706625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:07.829583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:07.829758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:07.829809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:07.829849] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:07.833150] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-11-27T20:01:07.833432] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-11-27T20:01:07.833570] [INFO ] [sig       ] VTMX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:07.972818] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTMX.txt
[2025-11-27T20:01:07.972998] [INFO ] [sig       ] [3501/3661] Completed VTMX in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 53.4s
[2025-11-27T20:01:07.973049] [INFO ] [sig       ] [3502/3661] Forecasting VTN...
[2025-11-27T20:01:07.973085] [INFO ] [sig       ] Generating forecast for: VTN
[2025-11-27T20:01:07.973148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-11-27T20:01:07.994505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-11-27T20:01:07.995005] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-11-27T20:01:07.996168] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-11-27T20:01:07.996269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:07.996338] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:07.996398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:07.996720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:08.083293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:08.084405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:08.084532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:08.084616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:08.223863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:08.224087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:08.224168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:08.224233] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:08.229627] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=80.58%)
[2025-11-27T20:01:08.230211] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-11-27T20:01:08.230451] [INFO ] [sig       ] VTN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:08.410380] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VTN.txt
[2025-11-27T20:01:08.410589] [INFO ] [sig       ] [3502/3661] Completed VTN in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 53.1s
[2025-11-27T20:01:08.410640] [INFO ] [sig       ] [3503/3661] Forecasting VTOL...
[2025-11-27T20:01:08.410700] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-11-27T20:01:08.410746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-11-27T20:01:08.423917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-11-27T20:01:08.424449] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-11-27T20:01:08.425456] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-11-27T20:01:08.425526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:08.425588] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:08.425632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:08.425701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:08.506844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:08.507855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:08.507981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:08.508029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:08.639034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:08.639234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:08.639312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:08.639370] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:08.643276] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-11-27T20:01:08.643764] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-11-27T20:01:08.643987] [INFO ] [sig       ] VTOL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:08.853949] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VTOL.txt
[2025-11-27T20:01:08.854195] [INFO ] [sig       ] [3503/3661] Completed VTOL in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 52.8s
[2025-11-27T20:01:08.854291] [INFO ] [sig       ] [3504/3661] Forecasting VTRS...
[2025-11-27T20:01:08.854355] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-11-27T20:01:08.854411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-11-27T20:01:08.867298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-11-27T20:01:08.867709] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-11-27T20:01:08.868590] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-11-27T20:01:08.868656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:08.868696] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:08.868725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:08.868786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:08.924050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:08.925006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:08.925125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:08.925190] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:09.066337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:09.066513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:09.066567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:09.066627] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:09.070193] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=33.25%)
[2025-11-27T20:01:09.070556] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-11-27T20:01:09.070732] [INFO ] [sig       ] VTRS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:09.220057] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTRS.txt
[2025-11-27T20:01:09.220224] [INFO ] [sig       ] [3504/3661] Completed VTRS in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 52.4s
[2025-11-27T20:01:09.220275] [INFO ] [sig       ] [3505/3661] Forecasting VTS...
[2025-11-27T20:01:09.220316] [INFO ] [sig       ] Generating forecast for: VTS
[2025-11-27T20:01:09.220377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-11-27T20:01:09.231527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-11-27T20:01:09.232047] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-11-27T20:01:09.232866] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-11-27T20:01:09.232941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:09.232991] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:09.233030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:09.233095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:09.289358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:09.289986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:09.290074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:09.290117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:09.404318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:09.404459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:09.404509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:09.404548] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:09.407930] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-11-27T20:01:09.408233] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-11-27T20:01:09.408369] [INFO ] [sig       ] VTS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:09.551189] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VTS.txt
[2025-11-27T20:01:09.551330] [INFO ] [sig       ] [3505/3661] Completed VTS in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 52.1s
[2025-11-27T20:01:09.551386] [INFO ] [sig       ] [3506/3661] Forecasting VTSI...
[2025-11-27T20:01:09.551428] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-11-27T20:01:09.551487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-11-27T20:01:09.561993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-11-27T20:01:09.562332] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-11-27T20:01:09.563164] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-11-27T20:01:09.563229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:09.563272] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:09.563308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:09.563372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:09.620295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:09.620954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:09.621042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:09.621080] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:09.740332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:09.740498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:09.740557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:09.740613] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:09.743972] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=40.51%)
[2025-11-27T20:01:09.744257] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-11-27T20:01:09.744393] [INFO ] [sig       ] VTSI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:09.880824] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTSI.txt
[2025-11-27T20:01:09.880998] [INFO ] [sig       ] [3506/3661] Completed VTSI in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 51.8s
[2025-11-27T20:01:09.881048] [INFO ] [sig       ] [3507/3661] Forecasting VTWG...
[2025-11-27T20:01:09.881085] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-11-27T20:01:09.881125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-11-27T20:01:09.894420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-11-27T20:01:09.894775] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-11-27T20:01:09.895536] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-11-27T20:01:09.895617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:09.895658] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:09.895693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:09.895754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:09.950123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:09.950993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:09.951112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:09.951160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:10.070380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:10.070553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:10.070617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:10.070656] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:10.073896] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=40.83%)
[2025-11-27T20:01:10.074192] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-11-27T20:01:10.074326] [INFO ] [sig       ] VTWG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:10.208691] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTWG.txt
[2025-11-27T20:01:10.208878] [INFO ] [sig       ] [3507/3661] Completed VTWG in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 51.4s
[2025-11-27T20:01:10.208966] [INFO ] [sig       ] [3508/3661] Forecasting VTWO...
[2025-11-27T20:01:10.209053] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-11-27T20:01:10.209114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-11-27T20:01:10.220104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-11-27T20:01:10.220470] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-11-27T20:01:10.221333] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-11-27T20:01:10.221406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:10.221470] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:10.221530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:10.221649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:10.277675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:10.278570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:10.278697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:10.278763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:10.395655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:10.395830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:10.395880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:10.395928] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:10.399215] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-11-27T20:01:10.399546] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-11-27T20:01:10.399743] [INFO ] [sig       ] VTWO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:10.540382] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTWO.txt
[2025-11-27T20:01:10.540558] [INFO ] [sig       ] [3508/3661] Completed VTWO in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 51.1s
[2025-11-27T20:01:10.540624] [INFO ] [sig       ] [3509/3661] Forecasting VTYX...
[2025-11-27T20:01:10.540679] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-11-27T20:01:10.540715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-11-27T20:01:10.552677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-11-27T20:01:10.553022] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-11-27T20:01:10.553815] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-11-27T20:01:10.553876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:10.553917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:10.553954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:10.554022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:10.609079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:10.609932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:10.610023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:10.610065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:10.727288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:10.727450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:10.727516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:10.727555] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:10.730890] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=38.36%)
[2025-11-27T20:01:10.731162] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-11-27T20:01:10.731296] [INFO ] [sig       ] VTYX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:10.872448] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VTYX.txt
[2025-11-27T20:01:10.872622] [INFO ] [sig       ] [3509/3661] Completed VTYX in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 50.8s
[2025-11-27T20:01:10.872674] [INFO ] [sig       ] [3510/3661] Forecasting VUZI...
[2025-11-27T20:01:10.872715] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-11-27T20:01:10.872770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-11-27T20:01:10.883705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-11-27T20:01:10.883983] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-11-27T20:01:10.884780] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-11-27T20:01:10.884842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:10.884884] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:10.884921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:10.884983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:10.940586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:10.941369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:10.941466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:10.941512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:11.059681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:11.059847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:11.059897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:11.059931] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:11.063163] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-11-27T20:01:11.063442] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-11-27T20:01:11.063603] [INFO ] [sig       ] VUZI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:11.201132] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VUZI.txt
[2025-11-27T20:01:11.201279] [INFO ] [sig       ] [3510/3661] Completed VUZI in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 50.4s
[2025-11-27T20:01:11.201328] [INFO ] [sig       ] [3511/3661] Forecasting VVOS...
[2025-11-27T20:01:11.201367] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-11-27T20:01:11.201405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-11-27T20:01:11.211805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-11-27T20:01:11.212122] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-11-27T20:01:11.212980] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-11-27T20:01:11.213055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:11.213107] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:11.213151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:11.213218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:11.271860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:11.272687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:11.272780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:11.272829] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:11.389838] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:11.390004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:11.390056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:11.390095] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:11.393509] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-11-27T20:01:11.393814] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-11-27T20:01:11.393952] [INFO ] [sig       ] VVOS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:11.543607] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VVOS.txt
[2025-11-27T20:01:11.543760] [INFO ] [sig       ] [3511/3661] Completed VVOS in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 50.1s
[2025-11-27T20:01:11.543817] [INFO ] [sig       ] [3512/3661] Forecasting VVX...
[2025-11-27T20:01:11.543862] [INFO ] [sig       ] Generating forecast for: VVX
[2025-11-27T20:01:11.543904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-11-27T20:01:11.554772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-11-27T20:01:11.555066] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-11-27T20:01:11.555911] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-11-27T20:01:11.555976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:11.556018] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:11.556056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:11.556129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:11.613466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:11.614127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:11.614215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:11.614259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:11.738668] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:11.738827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:11.738876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:11.738912] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:11.742321] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=27.66%)
[2025-11-27T20:01:11.742637] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-11-27T20:01:11.742779] [INFO ] [sig       ] VVX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:11.883364] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VVX.txt
[2025-11-27T20:01:11.883538] [INFO ] [sig       ] [3512/3661] Completed VVX in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 49.8s
[2025-11-27T20:01:11.883609] [INFO ] [sig       ] [3513/3661] Forecasting VWOB...
[2025-11-27T20:01:11.883676] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-11-27T20:01:11.883720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-11-27T20:01:11.894124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-11-27T20:01:11.894421] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-11-27T20:01:11.895245] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-11-27T20:01:11.895310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:11.895362] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:11.895403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:11.895469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:11.953260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:11.953985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:11.954075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:11.954114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:12.078139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:12.078305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:12.078357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:12.078397] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:12.081841] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=60.91%)
[2025-11-27T20:01:12.082131] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-11-27T20:01:12.082272] [INFO ] [sig       ] VWOB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:12.221853] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VWOB.txt
[2025-11-27T20:01:12.222027] [INFO ] [sig       ] [3513/3661] Completed VWOB in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 49.4s
[2025-11-27T20:01:12.222086] [INFO ] [sig       ] [3514/3661] Forecasting VXUS...
[2025-11-27T20:01:12.222158] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-11-27T20:01:12.222200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-11-27T20:01:12.232676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-11-27T20:01:12.232972] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-11-27T20:01:12.233794] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-11-27T20:01:12.233857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:12.233901] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:12.233938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:12.234002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:12.293265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:12.293990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:12.294080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:12.294127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:12.417502] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:12.417701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:12.417752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:12.417790] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:12.421225] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-11-27T20:01:12.421536] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-11-27T20:01:12.421696] [INFO ] [sig       ] VXUS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:12.566324] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VXUS.txt
[2025-11-27T20:01:12.566526] [INFO ] [sig       ] [3514/3661] Completed VXUS in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 49.1s
[2025-11-27T20:01:12.566608] [INFO ] [sig       ] [3515/3661] Forecasting VYMI...
[2025-11-27T20:01:12.566655] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-11-27T20:01:12.566697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-11-27T20:01:12.576733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-11-27T20:01:12.577068] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-11-27T20:01:12.577923] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-11-27T20:01:12.577992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:12.578053] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:12.578130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:12.578230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:12.635552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:12.636369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:12.636474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:12.636545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:12.756297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:12.756466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:12.756519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:12.756559] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:12.760073] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-11-27T20:01:12.760366] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-11-27T20:01:12.760504] [INFO ] [sig       ] VYMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:12.906399] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VYMI.txt
[2025-11-27T20:01:12.906589] [INFO ] [sig       ] [3515/3661] Completed VYMI in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 48.8s
[2025-11-27T20:01:12.906640] [INFO ] [sig       ] [3516/3661] Forecasting VYX...
[2025-11-27T20:01:12.906700] [INFO ] [sig       ] Generating forecast for: VYX
[2025-11-27T20:01:12.906738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-11-27T20:01:12.916951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-11-27T20:01:12.917304] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-11-27T20:01:12.918160] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-11-27T20:01:12.918224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:12.918273] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:12.918319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:12.918399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:12.973397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:12.974160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:12.974257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:12.974306] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:13.094599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:13.094772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:13.094824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:13.094873] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:13.098142] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=84.44%)
[2025-11-27T20:01:13.098428] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-11-27T20:01:13.098599] [INFO ] [sig       ] VYX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:13.236452] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/VYX.txt
[2025-11-27T20:01:13.236628] [INFO ] [sig       ] [3516/3661] Completed VYX in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 48.4s
[2025-11-27T20:01:13.236727] [INFO ] [sig       ] [3517/3661] Forecasting VZ...
[2025-11-27T20:01:13.236799] [INFO ] [sig       ] Generating forecast for: VZ
[2025-11-27T20:01:13.236861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-11-27T20:01:13.247093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-11-27T20:01:13.247418] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-11-27T20:01:13.248261] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-11-27T20:01:13.248326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:13.248366] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:13.248396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:13.248455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:13.307320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:13.308139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:13.308248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:13.308305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:13.436456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:13.436655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:13.436721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:13.436770] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:13.440308] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-11-27T20:01:13.440625] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-11-27T20:01:13.440774] [INFO ] [sig       ] VZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:13.583670] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/VZ.txt
[2025-11-27T20:01:13.583835] [INFO ] [sig       ] [3517/3661] Completed VZ in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 48.1s
[2025-11-27T20:01:13.583897] [INFO ] [sig       ] [3518/3661] Forecasting WAB...
[2025-11-27T20:01:13.583947] [INFO ] [sig       ] Generating forecast for: WAB
[2025-11-27T20:01:13.584005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-11-27T20:01:13.594142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-11-27T20:01:13.594459] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-11-27T20:01:13.595282] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-11-27T20:01:13.595344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:13.595386] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:13.595420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:13.595497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:13.653263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:13.654023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:13.654114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:13.654169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:13.772192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:13.772355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:13.772403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:13.772439] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:13.775776] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-11-27T20:01:13.776065] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-11-27T20:01:13.776210] [INFO ] [sig       ] WAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:13.910302] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WAB.txt
[2025-11-27T20:01:13.910472] [INFO ] [sig       ] [3518/3661] Completed WAB in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 47.8s
[2025-11-27T20:01:13.910525] [INFO ] [sig       ] [3519/3661] Forecasting WABC...
[2025-11-27T20:01:13.910563] [INFO ] [sig       ] Generating forecast for: WABC
[2025-11-27T20:01:13.910646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-11-27T20:01:13.920431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-11-27T20:01:13.920756] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-11-27T20:01:13.921526] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-11-27T20:01:13.921607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:13.921661] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:13.921710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:13.921789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:13.976793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:13.977441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:13.977536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:13.977603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:14.092874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:14.093037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:14.093085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:14.093122] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:14.096386] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=52.61%)
[2025-11-27T20:01:14.096683] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-11-27T20:01:14.096822] [INFO ] [sig       ] WABC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:14.238015] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WABC.txt
[2025-11-27T20:01:14.238174] [INFO ] [sig       ] [3519/3661] Completed WABC in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 47.4s
[2025-11-27T20:01:14.238224] [INFO ] [sig       ] [3520/3661] Forecasting WAFD...
[2025-11-27T20:01:14.238263] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-11-27T20:01:14.238308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-11-27T20:01:14.248819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-11-27T20:01:14.249138] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-11-27T20:01:14.249919] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-11-27T20:01:14.249981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:14.250022] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:14.250056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:14.250118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:14.306835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:14.307450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:14.307539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:14.307600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:14.425430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:14.425621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:14.425671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:14.425726] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:14.429077] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2025-11-27T20:01:14.429348] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-11-27T20:01:14.429477] [INFO ] [sig       ] WAFD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:14.565949] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WAFD.txt
[2025-11-27T20:01:14.566099] [INFO ] [sig       ] [3520/3661] Completed WAFD in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 47.1s
[2025-11-27T20:01:14.566147] [INFO ] [sig       ] [3521/3661] Forecasting WAFDP...
[2025-11-27T20:01:14.566182] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-11-27T20:01:14.566219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-11-27T20:01:14.576388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-11-27T20:01:14.576721] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-11-27T20:01:14.577484] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-11-27T20:01:14.577546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:14.577612] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:14.577650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:14.577715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:14.632669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:14.633545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:14.633656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:14.633703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:14.744809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:14.744987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:14.745035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:14.745073] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:14.748359] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-11-27T20:01:14.748680] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-11-27T20:01:14.748822] [INFO ] [sig       ] WAFDP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:14.883512] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WAFDP.txt
[2025-11-27T20:01:14.883674] [INFO ] [sig       ] [3521/3661] Completed WAFDP in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 46.8s
[2025-11-27T20:01:14.883723] [INFO ] [sig       ] [3522/3661] Forecasting WAL...
[2025-11-27T20:01:14.883780] [INFO ] [sig       ] Generating forecast for: WAL
[2025-11-27T20:01:14.883821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-11-27T20:01:14.893665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-11-27T20:01:14.893920] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-11-27T20:01:14.894685] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-11-27T20:01:14.894745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:14.894785] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:14.894820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:14.894883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:14.949916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:14.950992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:14.951110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:14.951156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:15.071433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:15.071587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:15.071636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:15.071676] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:15.074857] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=30.02%)
[2025-11-27T20:01:15.075131] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-11-27T20:01:15.075263] [INFO ] [sig       ] WAL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:15.209075] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WAL.txt
[2025-11-27T20:01:15.209212] [INFO ] [sig       ] [3522/3661] Completed WAL in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 46.4s
[2025-11-27T20:01:15.209259] [INFO ] [sig       ] [3523/3661] Forecasting WALD...
[2025-11-27T20:01:15.209297] [INFO ] [sig       ] Generating forecast for: WALD
[2025-11-27T20:01:15.209335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-11-27T20:01:15.219419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-11-27T20:01:15.219691] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-11-27T20:01:15.220449] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-11-27T20:01:15.220510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:15.220551] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:15.220605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:15.220676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:15.276823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:15.277478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:15.277590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:15.277640] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:15.398348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:15.398516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:15.398582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:15.398625] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:15.401922] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-11-27T20:01:15.402201] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-11-27T20:01:15.402332] [INFO ] [sig       ] WALD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:15.539607] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WALD.txt
[2025-11-27T20:01:15.539755] [INFO ] [sig       ] [3523/3661] Completed WALD in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 46.1s
[2025-11-27T20:01:15.539803] [INFO ] [sig       ] [3524/3661] Forecasting WASH...
[2025-11-27T20:01:15.539840] [INFO ] [sig       ] Generating forecast for: WASH
[2025-11-27T20:01:15.539875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-11-27T20:01:15.553903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-11-27T20:01:15.554214] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-11-27T20:01:15.555008] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-11-27T20:01:15.555069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:15.555109] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:15.555156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:15.555221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:15.609727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:15.610331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:15.610417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:15.610459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:15.726189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:15.726343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:15.726390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:15.726425] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:15.729703] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-11-27T20:01:15.729976] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-11-27T20:01:15.730104] [INFO ] [sig       ] WASH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:15.865195] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WASH.txt
[2025-11-27T20:01:15.865337] [INFO ] [sig       ] [3524/3661] Completed WASH in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 45.8s
[2025-11-27T20:01:15.865385] [INFO ] [sig       ] [3525/3661] Forecasting WAVE...
[2025-11-27T20:01:15.865426] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-11-27T20:01:15.865465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-11-27T20:01:15.876263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-11-27T20:01:15.876674] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-11-27T20:01:15.877506] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-11-27T20:01:15.877602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:15.877666] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:15.877716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:15.877804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:15.938073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:15.938971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:15.939074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:15.939130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:16.048986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:16.049139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:16.049188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:16.049237] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:16.052686] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-11-27T20:01:16.052973] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-11-27T20:01:16.053117] [INFO ] [sig       ] WAVE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:16.188338] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WAVE.txt
[2025-11-27T20:01:16.188474] [INFO ] [sig       ] [3525/3661] Completed WAVE in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 45.4s
[2025-11-27T20:01:16.188522] [INFO ] [sig       ] [3526/3661] Forecasting WAY...
[2025-11-27T20:01:16.188557] [INFO ] [sig       ] Generating forecast for: WAY
[2025-11-27T20:01:16.188613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-11-27T20:01:16.199144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-11-27T20:01:16.199482] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-11-27T20:01:16.200291] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-11-27T20:01:16.200354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:16.200394] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:16.200429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:16.200493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:16.255055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:16.255662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:16.255749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:16.255790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:16.377209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:16.377379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:16.377427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:16.377464] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:16.380708] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-11-27T20:01:16.380976] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-11-27T20:01:16.381103] [INFO ] [sig       ] WAY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:16.516804] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WAY.txt
[2025-11-27T20:01:16.516937] [INFO ] [sig       ] [3526/3661] Completed WAY in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 45.1s
[2025-11-27T20:01:16.516979] [INFO ] [sig       ] [3527/3661] Forecasting WB...
[2025-11-27T20:01:16.517020] [INFO ] [sig       ] Generating forecast for: WB
[2025-11-27T20:01:16.517063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-11-27T20:01:16.527706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-11-27T20:01:16.528091] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-11-27T20:01:16.528925] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-11-27T20:01:16.528988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:16.529028] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:16.529064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:16.529129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:16.583796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:16.584623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:16.584715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:16.584757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:16.708522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:16.708707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:16.708758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:16.708797] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:16.712043] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2025-11-27T20:01:16.712315] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-11-27T20:01:16.712445] [INFO ] [sig       ] WB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:16.845969] [INFO ] [LOCAL     ] Saved forecast: WB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WB.txt
[2025-11-27T20:01:16.846154] [INFO ] [sig       ] [3527/3661] Completed WB in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 44.7s
[2025-11-27T20:01:16.846206] [INFO ] [sig       ] [3528/3661] Forecasting WBD...
[2025-11-27T20:01:16.846239] [INFO ] [sig       ] Generating forecast for: WBD
[2025-11-27T20:01:16.846302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-11-27T20:01:16.856973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-11-27T20:01:16.857304] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-11-27T20:01:16.858088] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-11-27T20:01:16.858194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:16.858238] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:16.858275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:16.858337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:16.912453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:16.913204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:16.913294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:16.913341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:17.034039] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:17.034203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:17.034251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:17.034287] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:17.037506] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-11-27T20:01:17.037795] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-11-27T20:01:17.037928] [INFO ] [sig       ] WBD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:17.170201] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WBD.txt
[2025-11-27T20:01:17.170351] [INFO ] [sig       ] [3528/3661] Completed WBD in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 44.4s
[2025-11-27T20:01:17.170400] [INFO ] [sig       ] [3529/3661] Forecasting WBS...
[2025-11-27T20:01:17.170438] [INFO ] [sig       ] Generating forecast for: WBS
[2025-11-27T20:01:17.170476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-11-27T20:01:17.180111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-11-27T20:01:17.180396] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-11-27T20:01:17.181185] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-11-27T20:01:17.181247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:17.181289] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:17.181323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:17.181386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:17.235592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:17.236205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:17.236292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:17.236333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:17.355945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:17.356110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:17.356159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:17.356197] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:17.359426] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-11-27T20:01:17.359746] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-11-27T20:01:17.359888] [INFO ] [sig       ] WBS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:17.496487] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WBS.txt
[2025-11-27T20:01:17.496662] [INFO ] [sig       ] [3529/3661] Completed WBS in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 44.1s
[2025-11-27T20:01:17.496724] [INFO ] [sig       ] [3530/3661] Forecasting WBTN...
[2025-11-27T20:01:17.496771] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-11-27T20:01:17.496813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-11-27T20:01:17.506781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-11-27T20:01:17.507093] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-11-27T20:01:17.507932] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-11-27T20:01:17.507997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:17.508039] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:17.508077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:17.508159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:17.563411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:17.564103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:17.564192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:17.564236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:17.685268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:17.685443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:17.685491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:17.685529] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:17.688813] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-11-27T20:01:17.689087] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-11-27T20:01:17.689219] [INFO ] [sig       ] WBTN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:17.823478] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WBTN.txt
[2025-11-27T20:01:17.823650] [INFO ] [sig       ] [3530/3661] Completed WBTN in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 43.7s
[2025-11-27T20:01:17.823706] [INFO ] [sig       ] [3531/3661] Forecasting WBX...
[2025-11-27T20:01:17.823746] [INFO ] [sig       ] Generating forecast for: WBX
[2025-11-27T20:01:17.823787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-11-27T20:01:17.836742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-11-27T20:01:17.837473] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-11-27T20:01:17.838543] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-11-27T20:01:17.838629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:17.838700] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:17.838740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:17.838817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:17.894939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:17.896061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:17.896197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:17.896244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:18.020754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:18.021038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:18.021171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:18.021216] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:18.025235] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-11-27T20:01:18.025554] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-11-27T20:01:18.025730] [INFO ] [sig       ] WBX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:18.166893] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WBX.txt
[2025-11-27T20:01:18.167159] [INFO ] [sig       ] [3531/3661] Completed WBX in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 43.4s
[2025-11-27T20:01:18.167247] [INFO ] [sig       ] [3532/3661] Forecasting WCC...
[2025-11-27T20:01:18.167284] [INFO ] [sig       ] Generating forecast for: WCC
[2025-11-27T20:01:18.167333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-11-27T20:01:18.179601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-11-27T20:01:18.180144] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-11-27T20:01:18.181123] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-11-27T20:01:18.181191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:18.181236] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:18.181274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:18.181346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:18.243076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:18.244243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:18.244352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:18.244398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:18.371909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:18.372163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:18.372221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:18.372255] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:18.376228] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-11-27T20:01:18.376546] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-11-27T20:01:18.376718] [INFO ] [sig       ] WCC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:18.519045] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WCC.txt
[2025-11-27T20:01:18.519278] [INFO ] [sig       ] [3532/3661] Completed WCC in 0.4s | 2.99 sym/s | Total: 19.7m | ETA: 43.1s
[2025-11-27T20:01:18.519358] [INFO ] [sig       ] [3533/3661] Forecasting WCLD...
[2025-11-27T20:01:18.519406] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-11-27T20:01:18.519457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-11-27T20:01:18.531389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-11-27T20:01:18.531808] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-11-27T20:01:18.532632] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-11-27T20:01:18.532693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:18.532734] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:18.532768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:18.532830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:18.587483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:18.588364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:18.588458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:18.588501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:18.706006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:18.706184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:18.706234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:18.706271] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:18.709588] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-11-27T20:01:18.709887] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-11-27T20:01:18.710017] [INFO ] [sig       ] WCLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:18.847519] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WCLD.txt
[2025-11-27T20:01:18.847696] [INFO ] [sig       ] [3533/3661] Completed WCLD in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 42.7s
[2025-11-27T20:01:18.847746] [INFO ] [sig       ] [3534/3661] Forecasting WD...
[2025-11-27T20:01:18.847785] [INFO ] [sig       ] Generating forecast for: WD
[2025-11-27T20:01:18.847848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-11-27T20:01:18.858603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-11-27T20:01:18.858919] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-11-27T20:01:18.859712] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-11-27T20:01:18.859774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:18.859816] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:18.859853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:18.859917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:18.914123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:18.914726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:18.914815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:18.914857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:19.029097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:19.029275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:19.029324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:19.029361] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:19.032648] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-11-27T20:01:19.032929] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-11-27T20:01:19.033065] [INFO ] [sig       ] WD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:19.167657] [INFO ] [LOCAL     ] Saved forecast: WD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WD.txt
[2025-11-27T20:01:19.167840] [INFO ] [sig       ] [3534/3661] Completed WD in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 42.4s
[2025-11-27T20:01:19.167905] [INFO ] [sig       ] [3535/3661] Forecasting WDAY...
[2025-11-27T20:01:19.167980] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-11-27T20:01:19.168032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-11-27T20:01:19.178356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-11-27T20:01:19.178693] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-11-27T20:01:19.179461] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-11-27T20:01:19.179523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:19.179564] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:19.179621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:19.179688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:19.236141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:19.236792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:19.236879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:19.236921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:19.353593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:19.353745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:19.353791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:19.353825] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:19.356998] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=24.85%)
[2025-11-27T20:01:19.357272] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-11-27T20:01:19.357402] [INFO ] [sig       ] WDAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:19.538912] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WDAY.txt
[2025-11-27T20:01:19.539093] [INFO ] [sig       ] [3535/3661] Completed WDAY in 0.4s | 2.99 sym/s | Total: 19.7m | ETA: 42.1s
[2025-11-27T20:01:19.539148] [INFO ] [sig       ] [3536/3661] Forecasting WDC...
[2025-11-27T20:01:19.539185] [INFO ] [sig       ] Generating forecast for: WDC
[2025-11-27T20:01:19.539239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-11-27T20:01:19.549064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-11-27T20:01:19.549354] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-11-27T20:01:19.550122] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-11-27T20:01:19.550183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:19.550224] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:19.550258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:19.550320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:19.604969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:19.605649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:19.605736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:19.605778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:19.730477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:19.730675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:19.730744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:19.730804] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:19.734291] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-11-27T20:01:19.734639] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-11-27T20:01:19.734807] [INFO ] [sig       ] WDC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:19.873004] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WDC.txt
[2025-11-27T20:01:19.873203] [INFO ] [sig       ] [3536/3661] Completed WDC in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 41.7s
[2025-11-27T20:01:19.873279] [INFO ] [sig       ] [3537/3661] Forecasting WDFC...
[2025-11-27T20:01:19.873352] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-11-27T20:01:19.873408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-11-27T20:01:19.883798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-11-27T20:01:19.884122] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-11-27T20:01:19.884948] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-11-27T20:01:19.885031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:19.885093] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:19.885151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:19.885247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:19.940089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:19.940940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:19.941036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:19.941097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:20.057019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:20.057171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:20.057219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:20.057253] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:20.060447] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-11-27T20:01:20.060736] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-11-27T20:01:20.060875] [INFO ] [sig       ] WDFC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:20.196707] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WDFC.txt
[2025-11-27T20:01:20.196854] [INFO ] [sig       ] [3537/3661] Completed WDFC in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 41.4s
[2025-11-27T20:01:20.196902] [INFO ] [sig       ] [3538/3661] Forecasting WDH...
[2025-11-27T20:01:20.196938] [INFO ] [sig       ] Generating forecast for: WDH
[2025-11-27T20:01:20.196974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-11-27T20:01:20.207631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-11-27T20:01:20.207908] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-11-27T20:01:20.208734] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-11-27T20:01:20.208797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:20.208838] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:20.208875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:20.208937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:20.264007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:20.264881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:20.264983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:20.265026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:20.381040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:20.381205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:20.381253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:20.381291] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:20.384507] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-11-27T20:01:20.384800] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-11-27T20:01:20.384928] [INFO ] [sig       ] WDH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:20.521186] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WDH.txt
[2025-11-27T20:01:20.521366] [INFO ] [sig       ] [3538/3661] Completed WDH in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 41.1s
[2025-11-27T20:01:20.521417] [INFO ] [sig       ] [3539/3661] Forecasting WDI...
[2025-11-27T20:01:20.521457] [INFO ] [sig       ] Generating forecast for: WDI
[2025-11-27T20:01:20.521494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-11-27T20:01:20.531788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-11-27T20:01:20.532050] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-11-27T20:01:20.532817] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-11-27T20:01:20.532879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:20.532920] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:20.532956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:20.533020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:20.591118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:20.591791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:20.591884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:20.591928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:20.711561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:20.711737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:20.711787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:20.711824] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:20.715032] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=40.91%)
[2025-11-27T20:01:20.715308] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-11-27T20:01:20.715438] [INFO ] [sig       ] WDI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:20.851372] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WDI.txt
[2025-11-27T20:01:20.851520] [INFO ] [sig       ] [3539/3661] Completed WDI in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 40.7s
[2025-11-27T20:01:20.851586] [INFO ] [sig       ] [3540/3661] Forecasting WDS...
[2025-11-27T20:01:20.851625] [INFO ] [sig       ] Generating forecast for: WDS
[2025-11-27T20:01:20.851664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-11-27T20:01:20.862276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-11-27T20:01:20.862617] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-11-27T20:01:20.863372] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-11-27T20:01:20.863434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:20.863476] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:20.863512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:20.863595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:20.918953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:20.919818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:20.919906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:20.919949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:21.039635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:21.039795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:21.039842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:21.039879] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:21.043098] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=65.93%)
[2025-11-27T20:01:21.043376] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-11-27T20:01:21.043506] [INFO ] [sig       ] WDS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:21.176670] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WDS.txt
[2025-11-27T20:01:21.176807] [INFO ] [sig       ] [3540/3661] Completed WDS in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 40.4s
[2025-11-27T20:01:21.176861] [INFO ] [sig       ] [3541/3661] Forecasting WEA...
[2025-11-27T20:01:21.176900] [INFO ] [sig       ] Generating forecast for: WEA
[2025-11-27T20:01:21.176936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-11-27T20:01:21.187591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-11-27T20:01:21.187904] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-11-27T20:01:21.188727] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-11-27T20:01:21.188793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:21.188835] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:21.188869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:21.188934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:21.244125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:21.244746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:21.244833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:21.244875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:21.351869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:21.352020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:21.352063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:21.352102] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:21.355291] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=61.07%)
[2025-11-27T20:01:21.355584] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-11-27T20:01:21.355715] [INFO ] [sig       ] WEA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:21.489678] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WEA.txt
[2025-11-27T20:01:21.489845] [INFO ] [sig       ] [3541/3661] Completed WEA in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 40.1s
[2025-11-27T20:01:21.489894] [INFO ] [sig       ] [3542/3661] Forecasting WEC...
[2025-11-27T20:01:21.489934] [INFO ] [sig       ] Generating forecast for: WEC
[2025-11-27T20:01:21.489971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-11-27T20:01:21.500483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-11-27T20:01:21.500809] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-11-27T20:01:21.501622] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-11-27T20:01:21.501690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:21.501752] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:21.501809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:21.501906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:21.557455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:21.558141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:21.558236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:21.558293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:21.681148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:21.681323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:21.681401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:21.681457] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:21.684853] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-11-27T20:01:21.685165] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-11-27T20:01:21.685338] [INFO ] [sig       ] WEC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:21.818880] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WEC.txt
[2025-11-27T20:01:21.819037] [INFO ] [sig       ] [3542/3661] Completed WEC in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 39.7s
[2025-11-27T20:01:21.819115] [INFO ] [sig       ] [3543/3661] Forecasting WEN...
[2025-11-27T20:01:21.819169] [INFO ] [sig       ] Generating forecast for: WEN
[2025-11-27T20:01:21.819243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-11-27T20:01:21.829314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-11-27T20:01:21.829642] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-11-27T20:01:21.830394] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-11-27T20:01:21.830456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:21.830498] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:21.830535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:21.830618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:21.886857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:21.887454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:21.887540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:21.887614] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:22.005633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:22.005794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:22.005842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:22.005879] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:22.009093] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-11-27T20:01:22.009365] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-11-27T20:01:22.009494] [INFO ] [sig       ] WEN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:22.144403] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WEN.txt
[2025-11-27T20:01:22.144543] [INFO ] [sig       ] [3543/3661] Completed WEN in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 39.4s
[2025-11-27T20:01:22.144605] [INFO ] [sig       ] [3544/3661] Forecasting WERN...
[2025-11-27T20:01:22.144651] [INFO ] [sig       ] Generating forecast for: WERN
[2025-11-27T20:01:22.144683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-11-27T20:01:22.154709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-11-27T20:01:22.155073] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-11-27T20:01:22.155911] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-11-27T20:01:22.155976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:22.156019] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:22.156055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:22.156120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:22.212873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:22.213472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:22.213559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:22.213621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:22.326913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:22.327063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:22.327110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:22.327164] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:22.330416] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-11-27T20:01:22.330713] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-11-27T20:01:22.330854] [INFO ] [sig       ] WERN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:22.465993] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WERN.txt
[2025-11-27T20:01:22.466136] [INFO ] [sig       ] [3544/3661] Completed WERN in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 39.1s
[2025-11-27T20:01:22.466184] [INFO ] [sig       ] [3545/3661] Forecasting WES...
[2025-11-27T20:01:22.466241] [INFO ] [sig       ] Generating forecast for: WES
[2025-11-27T20:01:22.466307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-11-27T20:01:22.476083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-11-27T20:01:22.476368] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-11-27T20:01:22.477207] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-11-27T20:01:22.477270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:22.477314] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:22.477355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:22.477420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:22.533621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:22.534291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:22.534379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:22.534421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:22.652482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:22.652686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:22.652761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:22.652813] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:22.656325] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=27.66%)
[2025-11-27T20:01:22.656643] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-11-27T20:01:22.656798] [INFO ] [sig       ] WES: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:22.794879] [INFO ] [LOCAL     ] Saved forecast: WES	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WES.txt
[2025-11-27T20:01:22.795026] [INFO ] [sig       ] [3545/3661] Completed WES in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 38.7s
[2025-11-27T20:01:22.795107] [INFO ] [sig       ] [3546/3661] Forecasting WEX...
[2025-11-27T20:01:22.795163] [INFO ] [sig       ] Generating forecast for: WEX
[2025-11-27T20:01:22.795218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-11-27T20:01:22.805815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-11-27T20:01:22.806111] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-11-27T20:01:22.806966] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-11-27T20:01:22.807031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:22.807074] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:22.807111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:22.807178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:22.864120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:22.864782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:22.864882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:22.864925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:22.985664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:22.985871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:22.985938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:22.985990] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:22.989316] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-11-27T20:01:22.989627] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-11-27T20:01:22.989777] [INFO ] [sig       ] WEX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:23.123204] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WEX.txt
[2025-11-27T20:01:23.123371] [INFO ] [sig       ] [3546/3661] Completed WEX in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 38.4s
[2025-11-27T20:01:23.123437] [INFO ] [sig       ] [3547/3661] Forecasting WEYS...
[2025-11-27T20:01:23.123510] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-11-27T20:01:23.123563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-11-27T20:01:23.133382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-11-27T20:01:23.133765] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-11-27T20:01:23.134591] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-11-27T20:01:23.134658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:23.134701] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:23.134739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:23.134803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:23.190118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:23.190839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:23.190926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:23.190968] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:23.292767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:23.292931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:23.292978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:23.293016] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:23.296242] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-11-27T20:01:23.296516] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-11-27T20:01:23.296672] [INFO ] [sig       ] WEYS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:23.436394] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WEYS.txt
[2025-11-27T20:01:23.436591] [INFO ] [sig       ] [3547/3661] Completed WEYS in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 38.1s
[2025-11-27T20:01:23.436655] [INFO ] [sig       ] [3548/3661] Forecasting WF...
[2025-11-27T20:01:23.436727] [INFO ] [sig       ] Generating forecast for: WF
[2025-11-27T20:01:23.436784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-11-27T20:01:23.446943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-11-27T20:01:23.447271] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-11-27T20:01:23.448096] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-11-27T20:01:23.448181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:23.448233] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:23.448289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:23.448369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:23.504468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:23.505181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:23.505271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:23.505310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:23.628309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:23.628474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:23.628524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:23.628561] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:23.631921] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=34.38%)
[2025-11-27T20:01:23.632214] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-11-27T20:01:23.632352] [INFO ] [sig       ] WF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:23.767113] [INFO ] [LOCAL     ] Saved forecast: WF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WF.txt
[2025-11-27T20:01:23.767272] [INFO ] [sig       ] [3548/3661] Completed WF in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 37.7s
[2025-11-27T20:01:23.767322] [INFO ] [sig       ] [3549/3661] Forecasting WFC...
[2025-11-27T20:01:23.767360] [INFO ] [sig       ] Generating forecast for: WFC
[2025-11-27T20:01:23.767399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-11-27T20:01:23.777780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-11-27T20:01:23.778055] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-11-27T20:01:23.778874] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-11-27T20:01:23.778944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:23.778983] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:23.779016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:23.779077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:23.834251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:23.834927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:23.835014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:23.835056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:23.957343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:23.957517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:23.957565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:23.957620] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:23.960904] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=19.13%)
[2025-11-27T20:01:23.961174] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-11-27T20:01:23.961304] [INFO ] [sig       ] WFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:24.097070] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WFC.txt
[2025-11-27T20:01:24.097215] [INFO ] [sig       ] [3549/3661] Completed WFC in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 37.4s
[2025-11-27T20:01:24.097262] [INFO ] [sig       ] [3550/3661] Forecasting WFG...
[2025-11-27T20:01:24.097299] [INFO ] [sig       ] Generating forecast for: WFG
[2025-11-27T20:01:24.097336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-11-27T20:01:24.107043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-11-27T20:01:24.107314] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-11-27T20:01:24.108094] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-11-27T20:01:24.110961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:24.111005] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:24.111041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:24.111110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:24.166785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:24.167445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:24.167538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:24.167602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:24.291935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:24.292111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:24.292166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:24.292202] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:24.295450] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=52.24%)
[2025-11-27T20:01:24.295747] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-11-27T20:01:24.295887] [INFO ] [sig       ] WFG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:24.433292] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WFG.txt
[2025-11-27T20:01:24.433466] [INFO ] [sig       ] [3550/3661] Completed WFG in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 37.1s
[2025-11-27T20:01:24.433512] [INFO ] [sig       ] [3551/3661] Forecasting WFRD...
[2025-11-27T20:01:24.433552] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-11-27T20:01:24.433637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-11-27T20:01:24.444310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-11-27T20:01:24.444710] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-11-27T20:01:24.445491] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-11-27T20:01:24.445554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:24.445623] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:24.445659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:24.445724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:24.500918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:24.501764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:24.501854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:24.501896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:24.616042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:24.616206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:24.616253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:24.616291] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:24.619552] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-11-27T20:01:24.619847] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-11-27T20:01:24.619979] [INFO ] [sig       ] WFRD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:24.759464] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WFRD.txt
[2025-11-27T20:01:24.759665] [INFO ] [sig       ] [3551/3661] Completed WFRD in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 36.7s
[2025-11-27T20:01:24.759751] [INFO ] [sig       ] [3552/3661] Forecasting WGMI...
[2025-11-27T20:01:24.759814] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-11-27T20:01:24.759857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-11-27T20:01:24.769840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-11-27T20:01:24.770148] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-11-27T20:01:24.770920] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-11-27T20:01:24.770981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:24.771024] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:24.771060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:24.771123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:24.826681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:24.827535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:24.827669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:24.827713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:24.945980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:24.946153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:24.946201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:24.946236] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:24.949472] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-11-27T20:01:24.949763] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-11-27T20:01:24.949904] [INFO ] [sig       ] WGMI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:25.088728] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WGMI.txt
[2025-11-27T20:01:25.088925] [INFO ] [sig       ] [3552/3661] Completed WGMI in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 36.4s
[2025-11-27T20:01:25.088982] [INFO ] [sig       ] [3553/3661] Forecasting WGO...
[2025-11-27T20:01:25.089025] [INFO ] [sig       ] Generating forecast for: WGO
[2025-11-27T20:01:25.089064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-11-27T20:01:25.099312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-11-27T20:01:25.099695] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-11-27T20:01:25.100506] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-11-27T20:01:25.100595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:25.100638] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:25.100675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:25.100758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:25.155925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:25.156768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:25.156862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:25.156909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:25.276614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:25.276787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:25.276832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:25.276873] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:25.280368] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-11-27T20:01:25.280723] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-11-27T20:01:25.280886] [INFO ] [sig       ] WGO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:25.419104] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WGO.txt
[2025-11-27T20:01:25.419248] [INFO ] [sig       ] [3553/3661] Completed WGO in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 36.1s
[2025-11-27T20:01:25.419311] [INFO ] [sig       ] [3554/3661] Forecasting WGS...
[2025-11-27T20:01:25.419360] [INFO ] [sig       ] Generating forecast for: WGS
[2025-11-27T20:01:25.419431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-11-27T20:01:25.429192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-11-27T20:01:25.429488] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-11-27T20:01:25.430282] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-11-27T20:01:25.430347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:25.430391] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:25.430428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:25.430493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:25.485487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:25.486108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:25.486201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:25.486247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:25.604857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:25.604996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:25.605044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:25.605082] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:25.608283] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-11-27T20:01:25.608561] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-11-27T20:01:25.608707] [INFO ] [sig       ] WGS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:25.747295] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WGS.txt
[2025-11-27T20:01:25.747429] [INFO ] [sig       ] [3554/3661] Completed WGS in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 35.7s
[2025-11-27T20:01:25.747476] [INFO ] [sig       ] [3555/3661] Forecasting WH...
[2025-11-27T20:01:25.747511] [INFO ] [sig       ] Generating forecast for: WH
[2025-11-27T20:01:25.747547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-11-27T20:01:25.757517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-11-27T20:01:25.757836] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-11-27T20:01:25.758690] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-11-27T20:01:25.758762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:25.758827] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:25.758885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:25.758980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:25.817040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:25.817713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:25.817820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:25.817885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:25.941872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:25.942018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:25.942082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:25.942139] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:25.945375] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=46.87%)
[2025-11-27T20:01:25.945701] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-11-27T20:01:25.945867] [INFO ] [sig       ] WH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:26.087004] [INFO ] [LOCAL     ] Saved forecast: WH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WH.txt
[2025-11-27T20:01:26.087165] [INFO ] [sig       ] [3555/3661] Completed WH in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 35.4s
[2025-11-27T20:01:26.087252] [INFO ] [sig       ] [3556/3661] Forecasting WHD...
[2025-11-27T20:01:26.087329] [INFO ] [sig       ] Generating forecast for: WHD
[2025-11-27T20:01:26.087392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-11-27T20:01:26.097377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-11-27T20:01:26.097710] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-11-27T20:01:26.098540] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-11-27T20:01:26.098631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:26.098685] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:26.098735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:26.098824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:26.155459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:26.156097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:26.156194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:26.156249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:26.278632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:26.278811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:26.278859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:26.278897] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:26.282167] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-11-27T20:01:26.282464] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-11-27T20:01:26.282630] [INFO ] [sig       ] WHD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:26.422222] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WHD.txt
[2025-11-27T20:01:26.422389] [INFO ] [sig       ] [3556/3661] Completed WHD in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 35.1s
[2025-11-27T20:01:26.422439] [INFO ] [sig       ] [3557/3661] Forecasting WHF...
[2025-11-27T20:01:26.422478] [INFO ] [sig       ] Generating forecast for: WHF
[2025-11-27T20:01:26.422521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-11-27T20:01:26.433124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-11-27T20:01:26.433536] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-11-27T20:01:26.434366] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-11-27T20:01:26.434431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:26.434473] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:26.434509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:26.434603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:26.492166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:26.493094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:26.493197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:26.493243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:26.612042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:26.612234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:26.612287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:26.612328] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:26.615905] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-11-27T20:01:26.616287] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-11-27T20:01:26.616442] [INFO ] [sig       ] WHF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:26.757217] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WHF.txt
[2025-11-27T20:01:26.757406] [INFO ] [sig       ] [3557/3661] Completed WHF in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 34.7s
[2025-11-27T20:01:26.757458] [INFO ] [sig       ] [3558/3661] Forecasting WHG...
[2025-11-27T20:01:26.757498] [INFO ] [sig       ] Generating forecast for: WHG
[2025-11-27T20:01:26.757614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-11-27T20:01:26.769281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-11-27T20:01:26.769732] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-11-27T20:01:26.770614] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-11-27T20:01:26.770681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:26.770725] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:26.770760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:26.770825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:26.828008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:26.828915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:26.829023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:26.829066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:26.932651] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:26.932817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:26.932877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:26.932918] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:26.936243] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-11-27T20:01:26.936542] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-11-27T20:01:26.936702] [INFO ] [sig       ] WHG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:27.071295] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WHG.txt
[2025-11-27T20:01:27.071462] [INFO ] [sig       ] [3558/3661] Completed WHG in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 34.4s
[2025-11-27T20:01:27.071514] [INFO ] [sig       ] [3559/3661] Forecasting WIA...
[2025-11-27T20:01:27.071555] [INFO ] [sig       ] Generating forecast for: WIA
[2025-11-27T20:01:27.071617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-11-27T20:01:27.082041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-11-27T20:01:27.082361] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-11-27T20:01:27.083154] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-11-27T20:01:27.083217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:27.083259] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:27.083294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:27.083355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:27.139456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:27.140230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:27.140327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:27.140375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:27.255411] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:27.255600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:27.255648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:27.255706] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:27.259103] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=44.51%)
[2025-11-27T20:01:27.259390] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-11-27T20:01:27.259527] [INFO ] [sig       ] WIA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:27.402841] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WIA.txt
[2025-11-27T20:01:27.403017] [INFO ] [sig       ] [3559/3661] Completed WIA in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 34.1s
[2025-11-27T20:01:27.403069] [INFO ] [sig       ] [3560/3661] Forecasting WIMI...
[2025-11-27T20:01:27.403129] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-11-27T20:01:27.403162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-11-27T20:01:27.414131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-11-27T20:01:27.414441] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-11-27T20:01:27.415238] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-11-27T20:01:27.415302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:27.415345] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:27.415383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:27.415450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:27.469666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:27.470292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:27.470381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:27.470425] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:27.586208] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:27.586386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:27.586437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:27.586476] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:27.589754] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=53.95%)
[2025-11-27T20:01:27.590057] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-11-27T20:01:27.590188] [INFO ] [sig       ] WIMI: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:27.727052] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WIMI.txt
[2025-11-27T20:01:27.727248] [INFO ] [sig       ] [3560/3661] Completed WIMI in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 33.7s
[2025-11-27T20:01:27.727321] [INFO ] [sig       ] [3561/3661] Forecasting WINA...
[2025-11-27T20:01:27.727364] [INFO ] [sig       ] Generating forecast for: WINA
[2025-11-27T20:01:27.727398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-11-27T20:01:27.738786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-11-27T20:01:27.739261] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-11-27T20:01:27.740191] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-11-27T20:01:27.740276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:27.740320] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:27.740361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:27.740439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:27.797699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:27.798527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:27.798635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:27.798685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:27.915218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:27.915396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:27.915445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:27.915480] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:27.918751] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-11-27T20:01:27.919051] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-11-27T20:01:27.919227] [INFO ] [sig       ] WINA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:28.054967] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WINA.txt
[2025-11-27T20:01:28.055152] [INFO ] [sig       ] [3561/3661] Completed WINA in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 33.4s
[2025-11-27T20:01:28.055221] [INFO ] [sig       ] [3562/3661] Forecasting WING...
[2025-11-27T20:01:28.055304] [INFO ] [sig       ] Generating forecast for: WING
[2025-11-27T20:01:28.055370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-11-27T20:01:28.068745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-11-27T20:01:28.069079] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-11-27T20:01:28.069957] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-11-27T20:01:28.070021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:28.070063] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:28.070101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:28.070214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:28.127413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:28.128463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:28.128564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:28.128645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:28.246775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:28.246937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:28.246988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:28.247024] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:28.251740] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=55.92%)
[2025-11-27T20:01:28.252081] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-11-27T20:01:28.252243] [INFO ] [sig       ] WING: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:28.391319] [INFO ] [LOCAL     ] Saved forecast: WING	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WING.txt
[2025-11-27T20:01:28.391566] [INFO ] [sig       ] [3562/3661] Completed WING in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 33.1s
[2025-11-27T20:01:28.391699] [INFO ] [sig       ] [3563/3661] Forecasting WINN...
[2025-11-27T20:01:28.391760] [INFO ] [sig       ] Generating forecast for: WINN
[2025-11-27T20:01:28.391809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-11-27T20:01:28.401930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-11-27T20:01:28.402219] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-11-27T20:01:28.403010] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-11-27T20:01:28.403074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:28.403115] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:28.403151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:28.403216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:28.460081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:28.460766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:28.460862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:28.460909] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:28.582393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:28.582553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:28.582618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:28.582659] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:28.586044] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-11-27T20:01:28.586332] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-11-27T20:01:28.586459] [INFO ] [sig       ] WINN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:28.726832] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WINN.txt
[2025-11-27T20:01:28.727015] [INFO ] [sig       ] [3563/3661] Completed WINN in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 32.7s
[2025-11-27T20:01:28.727066] [INFO ] [sig       ] [3564/3661] Forecasting WIX...
[2025-11-27T20:01:28.727120] [INFO ] [sig       ] Generating forecast for: WIX
[2025-11-27T20:01:28.727155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-11-27T20:01:28.737646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-11-27T20:01:28.737956] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-11-27T20:01:28.738759] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-11-27T20:01:28.738823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:28.738870] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:28.738914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:28.738991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:28.794202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:28.794921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:28.795009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:28.795052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:28.917809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:28.918000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:28.918050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:28.918090] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:28.921443] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=77.25%)
[2025-11-27T20:01:28.921740] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-11-27T20:01:28.921874] [INFO ] [sig       ] WIX: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:29.065817] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WIX.txt
[2025-11-27T20:01:29.065982] [INFO ] [sig       ] [3564/3661] Completed WIX in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 32.4s
[2025-11-27T20:01:29.066040] [INFO ] [sig       ] [3565/3661] Forecasting WK...
[2025-11-27T20:01:29.066081] [INFO ] [sig       ] Generating forecast for: WK
[2025-11-27T20:01:29.066125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-11-27T20:01:29.077559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-11-27T20:01:29.077923] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-11-27T20:01:29.078745] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-11-27T20:01:29.078808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:29.078855] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:29.078901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:29.078980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:29.136560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:29.137454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:29.137548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:29.137611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:29.254761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:29.254930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:29.254980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:29.255016] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:29.258361] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-11-27T20:01:29.258660] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-11-27T20:01:29.258796] [INFO ] [sig       ] WK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:29.403477] [INFO ] [LOCAL     ] Saved forecast: WK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WK.txt
[2025-11-27T20:01:29.403645] [INFO ] [sig       ] [3565/3661] Completed WK in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 32.1s
[2025-11-27T20:01:29.403697] [INFO ] [sig       ] [3566/3661] Forecasting WKC...
[2025-11-27T20:01:29.403737] [INFO ] [sig       ] Generating forecast for: WKC
[2025-11-27T20:01:29.403775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-11-27T20:01:29.414673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-11-27T20:01:29.415011] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-11-27T20:01:29.415828] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-11-27T20:01:29.415892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:29.415935] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:29.415971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:29.416034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:29.482387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:29.483279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:29.483377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:29.483420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:29.602906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:29.603083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:29.603132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:29.603168] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:29.606437] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-11-27T20:01:29.606736] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-11-27T20:01:29.606893] [INFO ] [sig       ] WKC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:29.746105] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WKC.txt
[2025-11-27T20:01:29.746273] [INFO ] [sig       ] [3566/3661] Completed WKC in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 31.7s
[2025-11-27T20:01:29.746325] [INFO ] [sig       ] [3567/3661] Forecasting WKEY...
[2025-11-27T20:01:29.746367] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-11-27T20:01:29.746423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-11-27T20:01:29.756988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-11-27T20:01:29.757300] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-11-27T20:01:29.758103] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-11-27T20:01:29.758190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:29.758231] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:29.758261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:29.758328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:29.813169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:29.813775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:29.813861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:29.813903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:29.929860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:29.930021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:29.930066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:29.930102] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:29.933318] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=43.78%)
[2025-11-27T20:01:29.933606] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-11-27T20:01:29.933736] [INFO ] [sig       ] WKEY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:30.078737] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WKEY.txt
[2025-11-27T20:01:30.078983] [INFO ] [sig       ] [3567/3661] Completed WKEY in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 31.4s
[2025-11-27T20:01:30.079053] [INFO ] [sig       ] [3568/3661] Forecasting WKSP...
[2025-11-27T20:01:30.079107] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-11-27T20:01:30.079183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-11-27T20:01:30.090355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-11-27T20:01:30.090769] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-11-27T20:01:30.091602] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-11-27T20:01:30.091664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:30.091706] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:30.091746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:30.091826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:30.147823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:30.148764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:30.148859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:30.148896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:30.267592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:30.267752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:30.267819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:30.267859] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:30.271110] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=96.55%)
[2025-11-27T20:01:30.271387] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-11-27T20:01:30.271519] [INFO ] [sig       ] WKSP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:30.412072] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WKSP.txt
[2025-11-27T20:01:30.412223] [INFO ] [sig       ] [3568/3661] Completed WKSP in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 31.1s
[2025-11-27T20:01:30.412276] [INFO ] [sig       ] [3569/3661] Forecasting WLDN...
[2025-11-27T20:01:30.412316] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-11-27T20:01:30.412356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-11-27T20:01:30.423457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-11-27T20:01:30.423842] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-11-27T20:01:30.424699] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-11-27T20:01:30.424762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:30.424805] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:30.424843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:30.424908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:30.497550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:30.498497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:30.498623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:30.498684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:30.621660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:30.621826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:30.621876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:30.621915] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:30.625339] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2025-11-27T20:01:30.625628] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-11-27T20:01:30.625760] [INFO ] [sig       ] WLDN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:30.762823] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WLDN.txt
[2025-11-27T20:01:30.762955] [INFO ] [sig       ] [3569/3661] Completed WLDN in 0.4s | 2.99 sym/s | Total: 19.9m | ETA: 30.7s
[2025-11-27T20:01:30.763009] [INFO ] [sig       ] [3570/3661] Forecasting WLDS...
[2025-11-27T20:01:30.763049] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-11-27T20:01:30.763087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-11-27T20:01:30.772984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-11-27T20:01:30.773248] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-11-27T20:01:30.774035] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-11-27T20:01:30.774099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:30.774141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:30.774177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:30.774240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:30.830838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:30.831466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:30.831724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:30.831777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:30.950224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:30.950374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:30.950421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:30.950454] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:30.953649] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-11-27T20:01:30.953930] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-11-27T20:01:30.954087] [INFO ] [sig       ] WLDS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:31.088896] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WLDS.txt
[2025-11-27T20:01:31.089049] [INFO ] [sig       ] [3570/3661] Completed WLDS in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 30.4s
[2025-11-27T20:01:31.089108] [INFO ] [sig       ] [3571/3661] Forecasting WLFC...
[2025-11-27T20:01:31.089146] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-11-27T20:01:31.089204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-11-27T20:01:31.100012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-11-27T20:01:31.100340] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-11-27T20:01:31.101145] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-11-27T20:01:31.101209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:31.101252] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:31.101288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:31.101350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:31.155743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:31.156356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:31.156446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:31.156483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:31.277148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:31.277322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:31.277372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:31.277410] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:31.280784] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-11-27T20:01:31.281066] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-11-27T20:01:31.281200] [INFO ] [sig       ] WLFC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:31.421711] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WLFC.txt
[2025-11-27T20:01:31.422089] [INFO ] [sig       ] [3571/3661] Completed WLFC in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 30.1s
[2025-11-27T20:01:31.422179] [INFO ] [sig       ] [3572/3661] Forecasting WLK...
[2025-11-27T20:01:31.422241] [INFO ] [sig       ] Generating forecast for: WLK
[2025-11-27T20:01:31.422304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-11-27T20:01:31.436380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-11-27T20:01:31.436882] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-11-27T20:01:31.437961] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-11-27T20:01:31.438038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:31.438125] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:31.438181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:31.438274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:31.496563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:31.497492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:31.497606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:31.497653] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:31.616847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:31.617028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:31.617080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:31.617119] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:31.620521] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=40.98%)
[2025-11-27T20:01:31.620837] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-11-27T20:01:31.620981] [INFO ] [sig       ] WLK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:31.760133] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WLK.txt
[2025-11-27T20:01:31.760282] [INFO ] [sig       ] [3572/3661] Completed WLK in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 29.7s
[2025-11-27T20:01:31.760331] [INFO ] [sig       ] [3573/3661] Forecasting WLKP...
[2025-11-27T20:01:31.760370] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-11-27T20:01:31.760408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-11-27T20:01:31.771543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-11-27T20:01:31.771924] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-11-27T20:01:31.772777] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-11-27T20:01:31.772849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:31.772905] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:31.772959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:31.773045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:31.829620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:31.830407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:31.830508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:31.830565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:31.947869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:31.948046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:31.948130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:31.948185] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:31.951570] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-11-27T20:01:31.951886] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-11-27T20:01:31.952043] [INFO ] [sig       ] WLKP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:32.088723] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WLKP.txt
[2025-11-27T20:01:32.088873] [INFO ] [sig       ] [3573/3661] Completed WLKP in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 29.4s
[2025-11-27T20:01:32.088942] [INFO ] [sig       ] [3574/3661] Forecasting WMG...
[2025-11-27T20:01:32.089007] [INFO ] [sig       ] Generating forecast for: WMG
[2025-11-27T20:01:32.089094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-11-27T20:01:32.099192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-11-27T20:01:32.099477] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-11-27T20:01:32.100265] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-11-27T20:01:32.100327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:32.100368] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:32.100403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:32.100466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:32.156346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:32.157002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:32.157089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:32.157136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:32.276553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:32.276708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:32.276756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:32.276793] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:32.279969] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-11-27T20:01:32.280248] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-11-27T20:01:32.280376] [INFO ] [sig       ] WMG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:32.418337] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WMG.txt
[2025-11-27T20:01:32.418481] [INFO ] [sig       ] [3574/3661] Completed WMG in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 29.1s
[2025-11-27T20:01:32.418530] [INFO ] [sig       ] [3575/3661] Forecasting WMK...
[2025-11-27T20:01:32.418566] [INFO ] [sig       ] Generating forecast for: WMK
[2025-11-27T20:01:32.418624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-11-27T20:01:32.428335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-11-27T20:01:32.428628] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-11-27T20:01:32.429376] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-11-27T20:01:32.429437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:32.429477] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:32.429512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:32.429592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:32.484524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:32.485146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:32.485231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:32.485273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:32.606019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:32.606168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:32.606217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:32.606253] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:32.609637] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=47.77%)
[2025-11-27T20:01:32.609928] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-11-27T20:01:32.610093] [INFO ] [sig       ] WMK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:32.746857] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WMK.txt
[2025-11-27T20:01:32.747008] [INFO ] [sig       ] [3575/3661] Completed WMK in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 28.7s
[2025-11-27T20:01:32.747067] [INFO ] [sig       ] [3576/3661] Forecasting WMS...
[2025-11-27T20:01:32.747141] [INFO ] [sig       ] Generating forecast for: WMS
[2025-11-27T20:01:32.747184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-11-27T20:01:32.757275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-11-27T20:01:32.757566] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-11-27T20:01:32.758437] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-11-27T20:01:32.758501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:32.758542] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:32.758593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:32.758658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:32.815515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:32.816227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:32.816322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:32.816365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:32.933134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:32.933285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:32.933333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:32.933372] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:32.936756] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-11-27T20:01:32.937049] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-11-27T20:01:32.937183] [INFO ] [sig       ] WMS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:33.071184] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WMS.txt
[2025-11-27T20:01:33.071332] [INFO ] [sig       ] [3576/3661] Completed WMS in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 28.4s
[2025-11-27T20:01:33.071382] [INFO ] [sig       ] [3577/3661] Forecasting WNC...
[2025-11-27T20:01:33.071420] [INFO ] [sig       ] Generating forecast for: WNC
[2025-11-27T20:01:33.071456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-11-27T20:01:33.081346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-11-27T20:01:33.081657] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-11-27T20:01:33.082429] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-11-27T20:01:33.082491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:33.082532] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:33.082596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:33.082694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:33.138866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:33.139497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:33.139605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:33.139652] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:33.258095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:33.258272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:33.258322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:33.258360] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:33.261629] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=78.70%)
[2025-11-27T20:01:33.261915] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-11-27T20:01:33.262048] [INFO ] [sig       ] WNC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:33.397520] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WNC.txt
[2025-11-27T20:01:33.397680] [INFO ] [sig       ] [3577/3661] Completed WNC in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 28.0s
[2025-11-27T20:01:33.397730] [INFO ] [sig       ] [3578/3661] Forecasting WNEB...
[2025-11-27T20:01:33.397766] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-11-27T20:01:33.397818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-11-27T20:01:33.407315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-11-27T20:01:33.407614] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-11-27T20:01:33.408392] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-11-27T20:01:33.408455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:33.408495] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:33.408531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:33.408617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:33.463273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:33.463893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:33.463984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:33.464029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:33.584923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:33.585064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:33.585106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:33.585145] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:33.588411] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=70.93%)
[2025-11-27T20:01:33.588710] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-11-27T20:01:33.588843] [INFO ] [sig       ] WNEB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:33.723327] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WNEB.txt
[2025-11-27T20:01:33.723474] [INFO ] [sig       ] [3578/3661] Completed WNEB in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 27.7s
[2025-11-27T20:01:33.723522] [INFO ] [sig       ] [3579/3661] Forecasting WOK...
[2025-11-27T20:01:33.723594] [INFO ] [sig       ] Generating forecast for: WOK
[2025-11-27T20:01:33.723633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-11-27T20:01:33.733231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-11-27T20:01:33.733549] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-11-27T20:01:33.734325] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-11-27T20:01:33.734388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:33.734428] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:33.734463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:33.734521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:33.789748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:33.790532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:33.790637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:33.790677] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:33.901910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:33.902076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:33.902125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:33.902176] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:33.905433] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-11-27T20:01:33.905728] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-11-27T20:01:33.905858] [INFO ] [sig       ] WOK: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:34.041958] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WOK.txt
[2025-11-27T20:01:34.042140] [INFO ] [sig       ] [3579/3661] Completed WOK in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 27.4s
[2025-11-27T20:01:34.042196] [INFO ] [sig       ] [3580/3661] Forecasting WOOD...
[2025-11-27T20:01:34.042235] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-11-27T20:01:34.042270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-11-27T20:01:34.051871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-11-27T20:01:34.052189] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-11-27T20:01:34.053008] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-11-27T20:01:34.053075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:34.053116] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:34.053151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:34.053229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:34.108569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:34.109208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:34.109293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:34.109335] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:34.213650] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:34.213810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:34.213858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:34.213893] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:34.217130] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-11-27T20:01:34.217402] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-11-27T20:01:34.217530] [INFO ] [sig       ] WOOD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:34.354541] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WOOD.txt
[2025-11-27T20:01:34.354694] [INFO ] [sig       ] [3580/3661] Completed WOOD in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 27.0s
[2025-11-27T20:01:34.354743] [INFO ] [sig       ] [3581/3661] Forecasting WOOF...
[2025-11-27T20:01:34.354778] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-11-27T20:01:34.354816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-11-27T20:01:34.364490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-11-27T20:01:34.364806] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-11-27T20:01:34.365594] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-11-27T20:01:34.365657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:34.365697] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:34.365736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:34.365810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:34.420918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:34.421558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:34.421662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:34.421726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:34.540949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:34.541102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:34.541154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:34.541205] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:34.544495] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-11-27T20:01:34.544807] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-11-27T20:01:34.544942] [INFO ] [sig       ] WOOF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:34.680722] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WOOF.txt
[2025-11-27T20:01:34.680856] [INFO ] [sig       ] [3581/3661] Completed WOOF in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 26.7s
[2025-11-27T20:01:34.680904] [INFO ] [sig       ] [3582/3661] Forecasting WPC...
[2025-11-27T20:01:34.680937] [INFO ] [sig       ] Generating forecast for: WPC
[2025-11-27T20:01:34.680992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-11-27T20:01:34.690674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-11-27T20:01:34.690976] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-11-27T20:01:34.691832] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-11-27T20:01:34.691896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:34.691940] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:34.691979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:34.692052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:34.748054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:34.748768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:34.748865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:34.748922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:34.866953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:34.867116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:34.867178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:34.867233] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:34.870527] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-11-27T20:01:34.870834] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-11-27T20:01:34.870982] [INFO ] [sig       ] WPC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:35.011504] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WPC.txt
[2025-11-27T20:01:35.011662] [INFO ] [sig       ] [3582/3661] Completed WPC in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 26.4s
[2025-11-27T20:01:35.011712] [INFO ] [sig       ] [3583/3661] Forecasting WPP...
[2025-11-27T20:01:35.011747] [INFO ] [sig       ] Generating forecast for: WPP
[2025-11-27T20:01:35.011781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-11-27T20:01:35.024608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-11-27T20:01:35.024929] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-11-27T20:01:35.025771] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-11-27T20:01:35.025834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:35.025876] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:35.025911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:35.025986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:35.082849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:35.083498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:35.083605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:35.083645] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:35.202693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:35.202862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:35.202912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:35.202949] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:35.206186] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-11-27T20:01:35.206455] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-11-27T20:01:35.206602] [INFO ] [sig       ] WPP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:35.341671] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WPP.txt
[2025-11-27T20:01:35.341804] [INFO ] [sig       ] [3583/3661] Completed WPP in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 26.0s
[2025-11-27T20:01:35.341853] [INFO ] [sig       ] [3584/3661] Forecasting WRAP...
[2025-11-27T20:01:35.341891] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-11-27T20:01:35.341929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-11-27T20:01:35.356042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-11-27T20:01:35.356527] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-11-27T20:01:35.357656] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-11-27T20:01:35.357739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:35.357803] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:35.357866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:35.357973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:35.425067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:35.426005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:35.426102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:35.426148] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:35.544247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:35.544412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:35.544460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:35.544499] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:35.547834] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-11-27T20:01:35.548139] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-11-27T20:01:35.548273] [INFO ] [sig       ] WRAP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:35.684723] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WRAP.txt
[2025-11-27T20:01:35.684866] [INFO ] [sig       ] [3584/3661] Completed WRAP in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 25.7s
[2025-11-27T20:01:35.684915] [INFO ] [sig       ] [3585/3661] Forecasting WRB...
[2025-11-27T20:01:35.684972] [INFO ] [sig       ] Generating forecast for: WRB
[2025-11-27T20:01:35.685016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-11-27T20:01:35.694950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-11-27T20:01:35.695233] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-11-27T20:01:35.696016] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-11-27T20:01:35.696105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:35.696156] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:35.696200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:35.696277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:35.751250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:35.751904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:35.751990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:35.752032] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:35.873425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:35.873611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:35.873660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:35.873698] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:35.876918] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-11-27T20:01:35.877195] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-11-27T20:01:35.877325] [INFO ] [sig       ] WRB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:36.014696] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WRB.txt
[2025-11-27T20:01:36.014867] [INFO ] [sig       ] [3585/3661] Completed WRB in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 25.4s
[2025-11-27T20:01:36.014918] [INFO ] [sig       ] [3586/3661] Forecasting WRBY...
[2025-11-27T20:01:36.014961] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-11-27T20:01:36.015002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-11-27T20:01:36.029274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-11-27T20:01:36.029763] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-11-27T20:01:36.030879] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-11-27T20:01:36.030960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:36.031023] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:36.031079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:36.031172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:36.097317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:36.098259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:36.098361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:36.098405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:36.218648] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:36.218820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:36.218870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:36.218907] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:36.222308] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-11-27T20:01:36.222605] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-11-27T20:01:36.222742] [INFO ] [sig       ] WRBY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:36.371299] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WRBY.txt
[2025-11-27T20:01:36.371480] [INFO ] [sig       ] [3586/3661] Completed WRBY in 0.4s | 2.99 sym/s | Total: 20.0m | ETA: 25.0s
[2025-11-27T20:01:36.371532] [INFO ] [sig       ] [3587/3661] Forecasting WRLD...
[2025-11-27T20:01:36.371605] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-11-27T20:01:36.371643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-11-27T20:01:36.382298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-11-27T20:01:36.382731] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-11-27T20:01:36.383508] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-11-27T20:01:36.383588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:36.383633] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:36.383669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:36.383732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:36.439245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:36.440097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:36.440204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:36.440254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:36.555513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:36.555698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:36.555749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:36.555785] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:36.559230] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=26.23%)
[2025-11-27T20:01:36.559512] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-11-27T20:01:36.559667] [INFO ] [sig       ] WRLD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:36.692911] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WRLD.txt
[2025-11-27T20:01:36.693065] [INFO ] [sig       ] [3587/3661] Completed WRLD in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 24.7s
[2025-11-27T20:01:36.693115] [INFO ] [sig       ] [3588/3661] Forecasting WSBC...
[2025-11-27T20:01:36.693155] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-11-27T20:01:36.693193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-11-27T20:01:36.703542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-11-27T20:01:36.703923] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-11-27T20:01:36.704788] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-11-27T20:01:36.704852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:36.704896] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:36.704936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:36.705017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:36.768081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:36.768969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:36.769062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:36.769110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:36.886778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:36.886939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:36.886986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:36.887023] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:36.890330] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-11-27T20:01:36.890640] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-11-27T20:01:36.890781] [INFO ] [sig       ] WSBC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:37.031415] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WSBC.txt
[2025-11-27T20:01:37.031556] [INFO ] [sig       ] [3588/3661] Completed WSBC in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 24.4s
[2025-11-27T20:01:37.031622] [INFO ] [sig       ] [3589/3661] Forecasting WSBF...
[2025-11-27T20:01:37.031677] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-11-27T20:01:37.031719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-11-27T20:01:37.041910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-11-27T20:01:37.042198] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-11-27T20:01:37.042985] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-11-27T20:01:37.043047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:37.043092] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:37.043129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:37.043192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:37.103600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:37.104412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:37.104504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:37.104549] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:37.226269] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:37.226450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:37.226515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:37.226556] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:37.229891] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2025-11-27T20:01:37.230170] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-11-27T20:01:37.230304] [INFO ] [sig       ] WSBF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:37.367515] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WSBF.txt
[2025-11-27T20:01:37.367677] [INFO ] [sig       ] [3589/3661] Completed WSBF in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 24.0s
[2025-11-27T20:01:37.367728] [INFO ] [sig       ] [3590/3661] Forecasting WSC...
[2025-11-27T20:01:37.367767] [INFO ] [sig       ] Generating forecast for: WSC
[2025-11-27T20:01:37.367841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-11-27T20:01:37.378171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-11-27T20:01:37.378451] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-11-27T20:01:37.379293] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-11-27T20:01:37.379357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:37.379400] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:37.379436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:37.379503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:37.437071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:37.437713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:37.437800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:37.437842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:37.565229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:37.565395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:37.565448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:37.565486] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:37.568786] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-11-27T20:01:37.569052] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-11-27T20:01:37.569194] [INFO ] [sig       ] WSC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:37.705340] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WSC.txt
[2025-11-27T20:01:37.705483] [INFO ] [sig       ] [3590/3661] Completed WSC in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 23.7s
[2025-11-27T20:01:37.705534] [INFO ] [sig       ] [3591/3661] Forecasting WSFS...
[2025-11-27T20:01:37.705610] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-11-27T20:01:37.705655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-11-27T20:01:37.715643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-11-27T20:01:37.715919] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-11-27T20:01:37.716688] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-11-27T20:01:37.716749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:37.716790] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:37.716827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:37.716890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:37.772304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:37.773126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:37.773214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:37.773257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:37.888863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:37.889022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:37.889075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:37.889115] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:37.892358] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-11-27T20:01:37.892643] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-11-27T20:01:37.892770] [INFO ] [sig       ] WSFS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:38.029223] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WSFS.txt
[2025-11-27T20:01:38.029389] [INFO ] [sig       ] [3591/3661] Completed WSFS in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 23.4s
[2025-11-27T20:01:38.029440] [INFO ] [sig       ] [3592/3661] Forecasting WSM...
[2025-11-27T20:01:38.029478] [INFO ] [sig       ] Generating forecast for: WSM
[2025-11-27T20:01:38.029533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-11-27T20:01:38.039848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-11-27T20:01:38.040139] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-11-27T20:01:38.040909] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-11-27T20:01:38.040972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:38.041015] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:38.041051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:38.041116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:38.096525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:38.097241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:38.097333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:38.097375] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:38.226441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:38.226645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:38.226704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:38.226746] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:38.230506] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=23.03%)
[2025-11-27T20:01:38.230802] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-11-27T20:01:38.230945] [INFO ] [sig       ] WSM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:38.371359] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WSM.txt
[2025-11-27T20:01:38.371501] [INFO ] [sig       ] [3592/3661] Completed WSM in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 23.0s
[2025-11-27T20:01:38.371552] [INFO ] [sig       ] [3593/3661] Forecasting WSO...
[2025-11-27T20:01:38.371613] [INFO ] [sig       ] Generating forecast for: WSO
[2025-11-27T20:01:38.371654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-11-27T20:01:38.381846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-11-27T20:01:38.382134] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-11-27T20:01:38.382961] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-11-27T20:01:38.383026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:38.383069] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:38.383106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:38.383173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:38.440913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:38.441553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:38.441669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:38.441708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:38.566953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:38.567117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:38.567173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:38.567214] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:38.570661] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2025-11-27T20:01:38.570947] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-11-27T20:01:38.571083] [INFO ] [sig       ] WSO: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:38.713981] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WSO.txt
[2025-11-27T20:01:38.714131] [INFO ] [sig       ] [3593/3661] Completed WSO in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 22.7s
[2025-11-27T20:01:38.714192] [INFO ] [sig       ] [3594/3661] Forecasting WTBA...
[2025-11-27T20:01:38.714240] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-11-27T20:01:38.714301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-11-27T20:01:38.725888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-11-27T20:01:38.726365] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-11-27T20:01:38.727221] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-11-27T20:01:38.727288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:38.727346] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:38.727403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:38.727500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:38.785213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:38.786111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:38.786204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:38.786247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:38.909002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:38.909184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:38.909233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:38.909273] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:38.912524] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=22.02%)
[2025-11-27T20:01:38.912815] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-11-27T20:01:38.912947] [INFO ] [sig       ] WTBA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:39.048458] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WTBA.txt
[2025-11-27T20:01:39.048634] [INFO ] [sig       ] [3594/3661] Completed WTBA in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 22.4s
[2025-11-27T20:01:39.048690] [INFO ] [sig       ] [3595/3661] Forecasting WTFC...
[2025-11-27T20:01:39.048751] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-11-27T20:01:39.048799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-11-27T20:01:39.059257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-11-27T20:01:39.059546] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-11-27T20:01:39.060365] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-11-27T20:01:39.060427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:39.060470] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:39.060507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:39.060593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:39.115783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:39.116397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:39.116484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:39.116526] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:39.235514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:39.235687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:39.235737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:39.235775] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:39.238974] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-11-27T20:01:39.239247] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-11-27T20:01:39.239380] [INFO ] [sig       ] WTFC: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:39.372419] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WTFC.txt
[2025-11-27T20:01:39.372561] [INFO ] [sig       ] [3595/3661] Completed WTFC in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 22.0s
[2025-11-27T20:01:39.372623] [INFO ] [sig       ] [3596/3661] Forecasting WTI...
[2025-11-27T20:01:39.372664] [INFO ] [sig       ] Generating forecast for: WTI
[2025-11-27T20:01:39.372702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-11-27T20:01:39.382817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-11-27T20:01:39.383081] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-11-27T20:01:39.383864] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-11-27T20:01:39.383937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:39.383979] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:39.384016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:39.384079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:39.439655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:39.440280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:39.440370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:39.440413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:39.560982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:39.561170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:39.561230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:39.561278] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:39.564733] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2025-11-27T20:01:39.565007] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-11-27T20:01:39.565139] [INFO ] [sig       ] WTI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:39.702734] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WTI.txt
[2025-11-27T20:01:39.702877] [INFO ] [sig       ] [3596/3661] Completed WTI in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 21.7s
[2025-11-27T20:01:39.702920] [INFO ] [sig       ] [3597/3661] Forecasting WTO...
[2025-11-27T20:01:39.702959] [INFO ] [sig       ] Generating forecast for: WTO
[2025-11-27T20:01:39.703001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-11-27T20:01:39.713848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-11-27T20:01:39.714339] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-11-27T20:01:39.715215] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-11-27T20:01:39.715285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:39.715344] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:39.715401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:39.715499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:39.771255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:39.772167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:39.772266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:39.772310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:39.870684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:39.870877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:39.870929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:39.870971] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:39.874343] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: DOWN (p=13.47%)
[2025-11-27T20:01:39.874679] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-11-27T20:01:39.874862] [INFO ] [sig       ] WTO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:40.012794] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WTO.txt
[2025-11-27T20:01:40.012970] [INFO ] [sig       ] [3597/3661] Completed WTO in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 21.4s
[2025-11-27T20:01:40.013020] [INFO ] [sig       ] [3598/3661] Forecasting WTRG...
[2025-11-27T20:01:40.013059] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-11-27T20:01:40.013096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-11-27T20:01:40.023473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-11-27T20:01:40.023820] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-11-27T20:01:40.024614] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-11-27T20:01:40.024675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:40.024716] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:40.024752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:40.024814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:40.079709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:40.080540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:40.080648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:40.080691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:40.199278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:40.199471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:40.199530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:40.199587] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:40.202872] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=55.36%)
[2025-11-27T20:01:40.203153] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-11-27T20:01:40.203304] [INFO ] [sig       ] WTRG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:40.343344] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WTRG.txt
[2025-11-27T20:01:40.343479] [INFO ] [sig       ] [3598/3661] Completed WTRG in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 21.0s
[2025-11-27T20:01:40.343527] [INFO ] [sig       ] [3599/3661] Forecasting WTS...
[2025-11-27T20:01:40.343566] [INFO ] [sig       ] Generating forecast for: WTS
[2025-11-27T20:01:40.343621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-11-27T20:01:40.353893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-11-27T20:01:40.354167] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-11-27T20:01:40.354934] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-11-27T20:01:40.354996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:40.355036] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:40.355072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:40.355135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:40.411028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:40.411643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:40.411728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:40.411769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:40.530971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:40.531113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:40.531163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:40.531206] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:40.534538] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-11-27T20:01:40.534835] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-11-27T20:01:40.534981] [INFO ] [sig       ] WTS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:40.676249] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WTS.txt
[2025-11-27T20:01:40.676401] [INFO ] [sig       ] [3599/3661] Completed WTS in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 20.7s
[2025-11-27T20:01:40.676456] [INFO ] [sig       ] [3600/3661] Forecasting WULF...
[2025-11-27T20:01:40.676510] [INFO ] [sig       ] Generating forecast for: WULF
[2025-11-27T20:01:40.676547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-11-27T20:01:40.687218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-11-27T20:01:40.687489] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-11-27T20:01:40.688290] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-11-27T20:01:40.688356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:40.688399] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:40.688439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:40.688504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:40.745712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:40.746361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:40.746449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:40.746494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:40.866494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:40.866648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:40.866700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:40.866741] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:40.869983] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=57.82%)
[2025-11-27T20:01:40.870292] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-11-27T20:01:40.870432] [INFO ] [sig       ] WULF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:41.009012] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WULF.txt
[2025-11-27T20:01:41.009146] [INFO ] [sig       ] [3600/3661] Completed WULF in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 20.4s
[2025-11-27T20:01:41.009194] [INFO ] [sig       ] [3601/3661] Forecasting WVE...
[2025-11-27T20:01:41.009232] [INFO ] [sig       ] Generating forecast for: WVE
[2025-11-27T20:01:41.009270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-11-27T20:01:41.019924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-11-27T20:01:41.020208] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-11-27T20:01:41.020999] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-11-27T20:01:41.021060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:41.021093] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:41.021123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:41.021187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:41.076634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:41.077236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:41.077324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:41.077365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:41.194741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:41.194888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:41.194935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:41.194971] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:41.198228] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=46.87%)
[2025-11-27T20:01:41.198526] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-11-27T20:01:41.198706] [INFO ] [sig       ] WVE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:41.336159] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WVE.txt
[2025-11-27T20:01:41.336298] [INFO ] [sig       ] [3601/3661] Completed WVE in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 20.0s
[2025-11-27T20:01:41.336354] [INFO ] [sig       ] [3602/3661] Forecasting WWD...
[2025-11-27T20:01:41.336404] [INFO ] [sig       ] Generating forecast for: WWD
[2025-11-27T20:01:41.336445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-11-27T20:01:41.346425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-11-27T20:01:41.346749] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-11-27T20:01:41.347523] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-11-27T20:01:41.347603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:41.347650] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:41.347693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:41.347771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:41.401927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:41.402560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:41.402661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:41.402698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:41.521244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:41.521404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:41.521453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:41.521485] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:41.524752] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=20.37%)
[2025-11-27T20:01:41.525049] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-11-27T20:01:41.525179] [INFO ] [sig       ] WWD: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:41.659829] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WWD.txt
[2025-11-27T20:01:41.660019] [INFO ] [sig       ] [3602/3661] Completed WWD in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 19.7s
[2025-11-27T20:01:41.660112] [INFO ] [sig       ] [3603/3661] Forecasting WY...
[2025-11-27T20:01:41.660154] [INFO ] [sig       ] Generating forecast for: WY
[2025-11-27T20:01:41.660198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-11-27T20:01:41.669968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-11-27T20:01:41.670287] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-11-27T20:01:41.671128] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-11-27T20:01:41.671194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:41.671239] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:41.671288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:41.671375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:41.726476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:41.727140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:41.727239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:41.727290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:41.840581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:41.840750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:41.840819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:41.840861] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:41.844143] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=55.95%)
[2025-11-27T20:01:41.844428] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-11-27T20:01:41.844587] [INFO ] [sig       ] WY: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:41.980985] [INFO ] [LOCAL     ] Saved forecast: WY	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/WY.txt
[2025-11-27T20:01:41.981133] [INFO ] [sig       ] [3603/3661] Completed WY in 0.3s | 3.00 sym/s | Total: 20.0m | ETA: 19.4s
[2025-11-27T20:01:41.981191] [INFO ] [sig       ] [3604/3661] Forecasting WYNN...
[2025-11-27T20:01:41.981257] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-11-27T20:01:41.981304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-11-27T20:01:41.991324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-11-27T20:01:41.991657] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-11-27T20:01:41.992430] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-11-27T20:01:41.992495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:41.992546] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:41.992612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:41.992694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:42.051662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:42.052403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:42.052502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:42.052556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:42.176872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:42.177034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:42.177083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:42.177117] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:42.180486] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-11-27T20:01:42.180797] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-11-27T20:01:42.180942] [INFO ] [sig       ] WYNN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:42.317766] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/WYNN.txt
[2025-11-27T20:01:42.317901] [INFO ] [sig       ] [3604/3661] Completed WYNN in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 19.0s
[2025-11-27T20:01:42.317955] [INFO ] [sig       ] [3605/3661] Forecasting XBIL...
[2025-11-27T20:01:42.317993] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-11-27T20:01:42.318040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-11-27T20:01:42.328330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-11-27T20:01:42.328661] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-11-27T20:01:42.329449] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-11-27T20:01:42.329513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:42.329555] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:42.329613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:42.329678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:42.387856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:42.388558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:42.388680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:42.388723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:42.482070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:42.482228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:42.482278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:42.482316] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:42.485607] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-11-27T20:01:42.485889] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-11-27T20:01:42.486021] [INFO ] [sig       ] XBIL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:42.623110] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XBIL.txt
[2025-11-27T20:01:42.623243] [INFO ] [sig       ] [3605/3661] Completed XBIL in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 18.7s
[2025-11-27T20:01:42.623292] [INFO ] [sig       ] [3606/3661] Forecasting XEL...
[2025-11-27T20:01:42.623328] [INFO ] [sig       ] Generating forecast for: XEL
[2025-11-27T20:01:42.623364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-11-27T20:01:42.633347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-11-27T20:01:42.633680] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-11-27T20:01:42.634469] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-11-27T20:01:42.634535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:42.634604] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:42.634654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:42.634734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:42.691265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:42.691955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:42.692044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:42.692083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:42.817005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:42.817185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:42.817239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:42.817279] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:42.820696] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-11-27T20:01:42.820972] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-11-27T20:01:42.821108] [INFO ] [sig       ] XEL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:42.957709] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XEL.txt
[2025-11-27T20:01:42.957891] [INFO ] [sig       ] [3606/3661] Completed XEL in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 18.4s
[2025-11-27T20:01:42.957943] [INFO ] [sig       ] [3607/3661] Forecasting XENE...
[2025-11-27T20:01:42.957983] [INFO ] [sig       ] Generating forecast for: XENE
[2025-11-27T20:01:42.958051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-11-27T20:01:42.968227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-11-27T20:01:42.968596] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-11-27T20:01:42.969386] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-11-27T20:01:42.969449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:42.969501] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:42.969539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:42.969624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:43.025692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:43.026532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:43.026640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:43.026686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:43.147022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:43.147234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:43.147304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:43.147351] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:43.150825] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-11-27T20:01:43.151147] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-11-27T20:01:43.151293] [INFO ] [sig       ] XENE: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:43.287308] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XENE.txt
[2025-11-27T20:01:43.287463] [INFO ] [sig       ] [3607/3661] Completed XENE in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 18.0s
[2025-11-27T20:01:43.287515] [INFO ] [sig       ] [3608/3661] Forecasting XERS...
[2025-11-27T20:01:43.287557] [INFO ] [sig       ] Generating forecast for: XERS
[2025-11-27T20:01:43.287616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-11-27T20:01:43.297710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-11-27T20:01:43.298004] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-11-27T20:01:43.298829] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-11-27T20:01:43.298893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:43.298935] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:43.298973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:43.299041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:43.358826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:43.359680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:43.359791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:43.359837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:43.478616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:43.478783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:43.478832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:43.478873] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:43.482187] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-11-27T20:01:43.482467] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-11-27T20:01:43.482619] [INFO ] [sig       ] XERS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:43.622127] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XERS.txt
[2025-11-27T20:01:43.622287] [INFO ] [sig       ] [3608/3661] Completed XERS in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 17.7s
[2025-11-27T20:01:43.622337] [INFO ] [sig       ] [3609/3661] Forecasting XGN...
[2025-11-27T20:01:43.622396] [INFO ] [sig       ] Generating forecast for: XGN
[2025-11-27T20:01:43.622440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-11-27T20:01:43.633617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-11-27T20:01:43.633998] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-11-27T20:01:43.634866] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-11-27T20:01:43.634931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:43.634974] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:43.635012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:43.635077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:43.692116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:43.692886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:43.692980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:43.693021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:43.810719] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:43.810881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:43.810928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:43.810965] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:43.814167] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-11-27T20:01:43.814467] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-11-27T20:01:43.814619] [INFO ] [sig       ] XGN: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:43.954837] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XGN.txt
[2025-11-27T20:01:43.954989] [INFO ] [sig       ] [3609/3661] Completed XGN in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 17.4s
[2025-11-27T20:01:43.955041] [INFO ] [sig       ] [3610/3661] Forecasting XOM...
[2025-11-27T20:01:43.955087] [INFO ] [sig       ] Generating forecast for: XOM
[2025-11-27T20:01:43.955124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-11-27T20:01:43.965261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-11-27T20:01:43.965616] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-11-27T20:01:43.966436] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-11-27T20:01:43.966499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:43.966549] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:43.966613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:43.966697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:44.027485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:44.028294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:44.028386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:44.028438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:44.151122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:44.151295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:44.151343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:44.151382] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:44.154814] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-11-27T20:01:44.155135] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-11-27T20:01:44.155283] [INFO ] [sig       ] XOM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:44.298953] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XOM.txt
[2025-11-27T20:01:44.299104] [INFO ] [sig       ] [3610/3661] Completed XOM in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 17.0s
[2025-11-27T20:01:44.299159] [INFO ] [sig       ] [3611/3661] Forecasting XOMA...
[2025-11-27T20:01:44.299216] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-11-27T20:01:44.299280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-11-27T20:01:44.309529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-11-27T20:01:44.309891] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-11-27T20:01:44.310832] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-11-27T20:01:44.310894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:44.310943] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:44.310981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:44.311059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:44.368202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:44.368924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:44.369013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:44.369062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:44.486334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:44.486496] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-11-27T20:01:44.486544] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:44.486598] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:44.489898] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=73.46%)
[2025-11-27T20:01:44.490180] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-11-27T20:01:44.490325] [INFO ] [sig       ] XOMA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:44.626778] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XOMA.txt
[2025-11-27T20:01:44.626919] [INFO ] [sig       ] [3611/3661] Completed XOMA in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 16.7s
[2025-11-27T20:01:44.626967] [INFO ] [sig       ] [3612/3661] Forecasting XOS...
[2025-11-27T20:01:44.627005] [INFO ] [sig       ] Generating forecast for: XOS
[2025-11-27T20:01:44.627043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-11-27T20:01:44.637055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-11-27T20:01:44.637405] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-11-27T20:01:44.638248] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-11-27T20:01:44.638309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:44.638349] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:44.638395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:44.638479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:44.697027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:44.697756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:44.697847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:44.697884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:44.815973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:44.816147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:44.816194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:44.816234] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:44.819513] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-11-27T20:01:44.819814] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-11-27T20:01:44.819952] [INFO ] [sig       ] XOS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:44.955078] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XOS.txt
[2025-11-27T20:01:44.955251] [INFO ] [sig       ] [3612/3661] Completed XOS in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 16.4s
[2025-11-27T20:01:44.955301] [INFO ] [sig       ] [3613/3661] Forecasting XP...
[2025-11-27T20:01:44.955335] [INFO ] [sig       ] Generating forecast for: XP
[2025-11-27T20:01:44.955378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-11-27T20:01:44.965785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-11-27T20:01:44.966115] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-11-27T20:01:44.966911] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-11-27T20:01:44.966973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:44.967009] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:44.967046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:44.967110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:45.022285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:45.023018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:45.023105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:45.023147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:45.143238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:45.143402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:45.143451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:45.143489] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:45.146743] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=50.65%)
[2025-11-27T20:01:45.147010] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-11-27T20:01:45.147139] [INFO ] [sig       ] XP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:45.288873] [INFO ] [LOCAL     ] Saved forecast: XP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XP.txt
[2025-11-27T20:01:45.289012] [INFO ] [sig       ] [3613/3661] Completed XP in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 16.0s
[2025-11-27T20:01:45.289060] [INFO ] [sig       ] [3614/3661] Forecasting XPEL...
[2025-11-27T20:01:45.289098] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-11-27T20:01:45.289136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-11-27T20:01:45.299066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-11-27T20:01:45.299354] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-11-27T20:01:45.300139] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-11-27T20:01:45.300202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:45.300243] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:45.300280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:45.300342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:45.356887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:45.357516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:45.357621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:45.357667] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:45.477820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:45.478001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:45.478050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:45.478088] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:45.481440] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-11-27T20:01:45.481762] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-11-27T20:01:45.481904] [INFO ] [sig       ] XPEL: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:45.625629] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XPEL.txt
[2025-11-27T20:01:45.625775] [INFO ] [sig       ] [3614/3661] Completed XPEL in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 15.7s
[2025-11-27T20:01:45.625824] [INFO ] [sig       ] [3615/3661] Forecasting XPO...
[2025-11-27T20:01:45.625864] [INFO ] [sig       ] Generating forecast for: XPO
[2025-11-27T20:01:45.625900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-11-27T20:01:45.638024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-11-27T20:01:45.638345] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-11-27T20:01:45.639116] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-11-27T20:01:45.639178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:45.639218] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:45.639254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:45.639328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:45.695612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:45.696397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:45.696490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:45.696533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:45.812610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:45.812765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:45.812816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:45.812861] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:45.816222] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-11-27T20:01:45.816521] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-11-27T20:01:45.816679] [INFO ] [sig       ] XPO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:45.960433] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XPO.txt
[2025-11-27T20:01:45.960639] [INFO ] [sig       ] [3615/3661] Completed XPO in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 15.4s
[2025-11-27T20:01:45.960713] [INFO ] [sig       ] [3616/3661] Forecasting XPOF...
[2025-11-27T20:01:45.960747] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-11-27T20:01:45.960783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-11-27T20:01:45.970878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-11-27T20:01:45.971162] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-11-27T20:01:45.971978] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-11-27T20:01:45.972040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:45.972081] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:45.972117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:45.972180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:46.028761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:46.029480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:46.029587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:46.029631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:46.154447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:46.154650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:46.154706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:46.154748] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:46.158213] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=87.17%)
[2025-11-27T20:01:46.158502] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-11-27T20:01:46.158658] [INFO ] [sig       ] XPOF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:46.293288] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XPOF.txt
[2025-11-27T20:01:46.293428] [INFO ] [sig       ] [3616/3661] Completed XPOF in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 15.0s
[2025-11-27T20:01:46.293474] [INFO ] [sig       ] [3617/3661] Forecasting XPON...
[2025-11-27T20:01:46.293508] [INFO ] [sig       ] Generating forecast for: XPON
[2025-11-27T20:01:46.293544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-11-27T20:01:46.303852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-11-27T20:01:46.304130] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-11-27T20:01:46.304922] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-11-27T20:01:46.304984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:46.305033] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:46.305072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:46.305146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:46.362083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:46.362740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:46.362828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:46.362866] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:46.478279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:46.478431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:46.478479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:46.478516] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:46.481865] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-11-27T20:01:46.482145] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-11-27T20:01:46.482280] [INFO ] [sig       ] XPON: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:46.617568] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XPON.txt
[2025-11-27T20:01:46.617721] [INFO ] [sig       ] [3617/3661] Completed XPON in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 14.7s
[2025-11-27T20:01:46.617770] [INFO ] [sig       ] [3618/3661] Forecasting XPRO...
[2025-11-27T20:01:46.617803] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-11-27T20:01:46.617842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-11-27T20:01:46.627518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-11-27T20:01:46.627801] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-11-27T20:01:46.628616] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-11-27T20:01:46.628678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:46.628713] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:46.628756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:46.628828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:46.683365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:46.683979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:46.684062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:46.684098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:46.803776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:46.803934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:46.803986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:46.804029] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:46.807210] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-11-27T20:01:46.807479] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-11-27T20:01:46.807623] [INFO ] [sig       ] XPRO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:46.942821] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XPRO.txt
[2025-11-27T20:01:46.942947] [INFO ] [sig       ] [3618/3661] Completed XPRO in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 14.4s
[2025-11-27T20:01:46.942993] [INFO ] [sig       ] [3619/3661] Forecasting XRAY...
[2025-11-27T20:01:46.943030] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-11-27T20:01:46.943065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-11-27T20:01:46.954054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-11-27T20:01:46.954374] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-11-27T20:01:46.955194] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-11-27T20:01:46.955257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:46.955301] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:46.955343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:46.955406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:47.011529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:47.012178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:47.012270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:47.012320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:47.131644] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:47.131798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:47.131845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:47.131883] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:47.135117] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=46.50%)
[2025-11-27T20:01:47.135410] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-11-27T20:01:47.135546] [INFO ] [sig       ] XRAY: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:47.274668] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XRAY.txt
[2025-11-27T20:01:47.274817] [INFO ] [sig       ] [3619/3661] Completed XRAY in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 14.0s
[2025-11-27T20:01:47.274866] [INFO ] [sig       ] [3620/3661] Forecasting XRX...
[2025-11-27T20:01:47.274902] [INFO ] [sig       ] Generating forecast for: XRX
[2025-11-27T20:01:47.274944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-11-27T20:01:47.285159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-11-27T20:01:47.285442] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-11-27T20:01:47.286212] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-11-27T20:01:47.286284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:47.286329] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:47.286369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:47.286431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:47.341877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:47.342488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:47.342589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:47.342633] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:47.457412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:47.457555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:47.457618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:47.457657] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:47.460964] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-11-27T20:01:47.461231] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-11-27T20:01:47.461367] [INFO ] [sig       ] XRX: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:47.597149] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XRX.txt
[2025-11-27T20:01:47.597290] [INFO ] [sig       ] [3620/3661] Completed XRX in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 13.7s
[2025-11-27T20:01:47.597336] [INFO ] [sig       ] [3621/3661] Forecasting XTIA...
[2025-11-27T20:01:47.597373] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-11-27T20:01:47.597411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-11-27T20:01:47.607493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-11-27T20:01:47.607820] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-11-27T20:01:47.608714] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-11-27T20:01:47.608779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:47.608821] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:47.608857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:47.608921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:47.665442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:47.666054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:47.666140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:47.666181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:47.788033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:47.788213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:47.788262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:47.788299] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:47.791559] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=67.54%)
[2025-11-27T20:01:47.791845] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-11-27T20:01:47.791972] [INFO ] [sig       ] XTIA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:47.930478] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XTIA.txt
[2025-11-27T20:01:47.930642] [INFO ] [sig       ] [3621/3661] Completed XTIA in 0.3s | 3.00 sym/s | Total: 20.1m | ETA: 13.4s
[2025-11-27T20:01:47.930700] [INFO ] [sig       ] [3622/3661] Forecasting XTKG...
[2025-11-27T20:01:47.930737] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-11-27T20:01:47.930793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-11-27T20:01:47.941498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-11-27T20:01:47.941850] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-11-27T20:01:47.942669] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-11-27T20:01:47.942740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:47.942795] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:47.942844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:47.942931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:48.000164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:48.000868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:48.000957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:48.001004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:48.114782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:48.114923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:48.114964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:48.115003] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:48.118191] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=33.21%)
[2025-11-27T20:01:48.118462] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-11-27T20:01:48.118627] [INFO ] [sig       ] XTKG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:48.258200] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XTKG.txt
[2025-11-27T20:01:48.258343] [INFO ] [sig       ] [3622/3661] Completed XTKG in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 13.0s
[2025-11-27T20:01:48.258393] [INFO ] [sig       ] [3623/3661] Forecasting XYF...
[2025-11-27T20:01:48.258434] [INFO ] [sig       ] Generating forecast for: XYF
[2025-11-27T20:01:48.258473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-11-27T20:01:48.268696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-11-27T20:01:48.268981] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-11-27T20:01:48.269814] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-11-27T20:01:48.269876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:48.269917] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:48.269959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:48.270036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:48.327557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:48.328243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:48.328330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:48.328369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:48.448190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:48.448361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:48.448410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:48.448443] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:48.451857] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2025-11-27T20:01:48.452150] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-11-27T20:01:48.452286] [INFO ] [sig       ] XYF: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:48.589865] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/XYF.txt
[2025-11-27T20:01:48.590022] [INFO ] [sig       ] [3623/3661] Completed XYF in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 12.7s
[2025-11-27T20:01:48.590082] [INFO ] [sig       ] [3624/3661] Forecasting XYL...
[2025-11-27T20:01:48.590124] [INFO ] [sig       ] Generating forecast for: XYL
[2025-11-27T20:01:48.590222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-11-27T20:01:48.600157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-11-27T20:01:48.600449] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-11-27T20:01:48.601240] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-11-27T20:01:48.601305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:48.601359] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:48.601403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:48.601480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:48.657470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:48.658205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:48.658292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:48.658328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:48.777369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:48.777525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:48.777590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:48.777639] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:48.780922] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-11-27T20:01:48.781220] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-11-27T20:01:48.781366] [INFO ] [sig       ] XYL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:48.921774] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/XYL.txt
[2025-11-27T20:01:48.921912] [INFO ] [sig       ] [3624/3661] Completed XYL in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 12.4s
[2025-11-27T20:01:48.921962] [INFO ] [sig       ] [3625/3661] Forecasting YALA...
[2025-11-27T20:01:48.922001] [INFO ] [sig       ] Generating forecast for: YALA
[2025-11-27T20:01:48.922053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-11-27T20:01:48.931848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-11-27T20:01:48.932132] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-11-27T20:01:48.932948] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-11-27T20:01:48.933009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:48.933049] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:48.933085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:48.933182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:48.989057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:48.989763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:48.989849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:48.989894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:49.108826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:49.108978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:49.109025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:49.109058] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:49.112332] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-11-27T20:01:49.112658] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-11-27T20:01:49.112789] [INFO ] [sig       ] YALA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:49.251984] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/YALA.txt
[2025-11-27T20:01:49.252123] [INFO ] [sig       ] [3625/3661] Completed YALA in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 12.0s
[2025-11-27T20:01:49.252172] [INFO ] [sig       ] [3626/3661] Forecasting YELP...
[2025-11-27T20:01:49.252209] [INFO ] [sig       ] Generating forecast for: YELP
[2025-11-27T20:01:49.252260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-11-27T20:01:49.262001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-11-27T20:01:49.262278] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-11-27T20:01:49.263055] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-11-27T20:01:49.263117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:49.263158] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:49.263194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:49.263256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:49.318408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:49.319021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:49.319119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:49.319161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:49.439707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:49.439860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:49.439907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:49.439944] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:49.443145] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-11-27T20:01:49.443448] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-11-27T20:01:49.443603] [INFO ] [sig       ] YELP: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:49.580626] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/YELP.txt
[2025-11-27T20:01:49.580766] [INFO ] [sig       ] [3626/3661] Completed YELP in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 11.7s
[2025-11-27T20:01:49.580814] [INFO ] [sig       ] [3627/3661] Forecasting YETI...
[2025-11-27T20:01:49.580851] [INFO ] [sig       ] Generating forecast for: YETI
[2025-11-27T20:01:49.580887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-11-27T20:01:49.590538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-11-27T20:01:49.590848] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-11-27T20:01:49.591651] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-11-27T20:01:49.591713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:49.591753] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:49.591794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:49.591877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:49.650877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:49.651522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:49.651626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:49.651679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:49.770102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:49.770276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:49.770328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:49.770379] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:49.773714] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-11-27T20:01:49.774010] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-11-27T20:01:49.774162] [INFO ] [sig       ] YETI: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:49.910512] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/YETI.txt
[2025-11-27T20:01:49.910668] [INFO ] [sig       ] [3627/3661] Completed YETI in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 11.4s
[2025-11-27T20:01:49.910724] [INFO ] [sig       ] [3628/3661] Forecasting YMM...
[2025-11-27T20:01:49.910757] [INFO ] [sig       ] Generating forecast for: YMM
[2025-11-27T20:01:49.910794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-11-27T20:01:49.920813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-11-27T20:01:49.921090] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-11-27T20:01:49.921876] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-11-27T20:01:49.921938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:49.921977] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:49.922013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:49.922075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:49.978041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:49.978732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:49.978820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:49.978859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:50.099290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:50.099457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:50.099506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:50.099543] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:50.102826] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=91.68%)
[2025-11-27T20:01:50.103108] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-11-27T20:01:50.103241] [INFO ] [sig       ] YMM: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:50.249494] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/YMM.txt
[2025-11-27T20:01:50.249707] [INFO ] [sig       ] [3628/3661] Completed YMM in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 11.0s
[2025-11-27T20:01:50.249808] [INFO ] [sig       ] [3629/3661] Forecasting YPF...
[2025-11-27T20:01:50.249869] [INFO ] [sig       ] Generating forecast for: YPF
[2025-11-27T20:01:50.249931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-11-27T20:01:50.259940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-11-27T20:01:50.260295] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-11-27T20:01:50.261118] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-11-27T20:01:50.261182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:50.261229] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:50.261276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:50.261356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:50.317174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:50.318066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:50.318183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:50.318228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:50.438242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:50.438376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:50.438426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:50.438462] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:50.441669] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-11-27T20:01:50.441936] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-11-27T20:01:50.442064] [INFO ] [sig       ] YPF: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:50.578695] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/YPF.txt
[2025-11-27T20:01:50.578887] [INFO ] [sig       ] [3629/3661] Completed YPF in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 10.7s
[2025-11-27T20:01:50.578988] [INFO ] [sig       ] [3630/3661] Forecasting YQQQ...
[2025-11-27T20:01:50.579046] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-11-27T20:01:50.579113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-11-27T20:01:50.589976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-11-27T20:01:50.590337] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-11-27T20:01:50.591189] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-11-27T20:01:50.591268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:50.591322] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:50.591382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:50.591538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:50.648916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:50.649674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:50.649780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:50.649836] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:50.772985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:50.773165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:50.773225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:50.773277] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:50.776658] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-11-27T20:01:50.776960] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-11-27T20:01:50.777115] [INFO ] [sig       ] YQQQ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:50.913444] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/YQQQ.txt
[2025-11-27T20:01:50.913612] [INFO ] [sig       ] [3630/3661] Completed YQQQ in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 10.3s
[2025-11-27T20:01:50.913733] [INFO ] [sig       ] [3631/3661] Forecasting YRD...
[2025-11-27T20:01:50.913801] [INFO ] [sig       ] Generating forecast for: YRD
[2025-11-27T20:01:50.913854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-11-27T20:01:50.923959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-11-27T20:01:50.924263] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-11-27T20:01:50.925150] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-11-27T20:01:50.925214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:50.925267] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:50.925305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:50.925398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:50.983338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:50.984184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:50.984278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:50.984321] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:51.101857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:51.102012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:51.102060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:51.102098] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:51.105345] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-11-27T20:01:51.105656] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-11-27T20:01:51.105787] [INFO ] [sig       ] YRD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:51.240495] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/YRD.txt
[2025-11-27T20:01:51.240647] [INFO ] [sig       ] [3631/3661] Completed YRD in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 10.0s
[2025-11-27T20:01:51.240693] [INFO ] [sig       ] [3632/3661] Forecasting YSG...
[2025-11-27T20:01:51.240729] [INFO ] [sig       ] Generating forecast for: YSG
[2025-11-27T20:01:51.240765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-11-27T20:01:51.250495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-11-27T20:01:51.250823] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-11-27T20:01:51.251634] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-11-27T20:01:51.251709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:51.251763] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:51.251812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:51.251902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:51.307563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:51.308279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:51.308378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:51.308436] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:51.425644] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:51.425812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:51.425875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:51.425928] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:51.429181] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=28.51%)
[2025-11-27T20:01:51.429476] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-11-27T20:01:51.429645] [INFO ] [sig       ] YSG: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:51.565294] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/YSG.txt
[2025-11-27T20:01:51.565446] [INFO ] [sig       ] [3632/3661] Completed YSG in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 9.7s
[2025-11-27T20:01:51.565494] [INFO ] [sig       ] [3633/3661] Forecasting YTRA...
[2025-11-27T20:01:51.565527] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-11-27T20:01:51.565564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-11-27T20:01:51.575535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-11-27T20:01:51.575881] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-11-27T20:01:51.576689] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-11-27T20:01:51.576750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:51.576790] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:51.576833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:51.576902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:51.632382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:51.633032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:51.633118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:51.633154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:51.747734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:51.747891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:51.747939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:51.747975] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:51.751206] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2025-11-27T20:01:51.751505] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-11-27T20:01:51.751659] [INFO ] [sig       ] YTRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:51.886976] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/YTRA.txt
[2025-11-27T20:01:51.887111] [INFO ] [sig       ] [3633/3661] Completed YTRA in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 9.3s
[2025-11-27T20:01:51.887158] [INFO ] [sig       ] [3634/3661] Forecasting YUM...
[2025-11-27T20:01:51.887194] [INFO ] [sig       ] Generating forecast for: YUM
[2025-11-27T20:01:51.887232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-11-27T20:01:51.897446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-11-27T20:01:51.897742] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-11-27T20:01:51.898538] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-11-27T20:01:51.898617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:51.898659] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:51.898694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:51.898761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:51.953949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:51.954608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:51.954692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:51.954734] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:52.070582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:52.070712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:52.070751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:52.070790] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:52.073896] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=44.08%)
[2025-11-27T20:01:52.074168] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-11-27T20:01:52.074310] [INFO ] [sig       ] YUM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:52.208747] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/YUM.txt
[2025-11-27T20:01:52.208884] [INFO ] [sig       ] [3634/3661] Completed YUM in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 9.0s
[2025-11-27T20:01:52.208938] [INFO ] [sig       ] [3635/3661] Forecasting YUMC...
[2025-11-27T20:01:52.208976] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-11-27T20:01:52.209016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-11-27T20:01:52.218635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-11-27T20:01:52.218910] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-11-27T20:01:52.219753] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-11-27T20:01:52.219817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:52.219859] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:52.219897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:52.219994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:52.274525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:52.275147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:52.275231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:52.275267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:52.393730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:52.393912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:52.393977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:52.394030] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:52.397268] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-11-27T20:01:52.397549] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-11-27T20:01:52.397710] [INFO ] [sig       ] YUMC: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:52.531550] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/YUMC.txt
[2025-11-27T20:01:52.531711] [INFO ] [sig       ] [3635/3661] Completed YUMC in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 8.7s
[2025-11-27T20:01:52.531774] [INFO ] [sig       ] [3636/3661] Forecasting Z...
[2025-11-27T20:01:52.531828] [INFO ] [sig       ] Generating forecast for: Z
[2025-11-27T20:01:52.531879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-11-27T20:01:52.541670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-11-27T20:01:52.541974] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-11-27T20:01:52.542767] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-11-27T20:01:52.542828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:52.542876] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:52.542920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:52.542995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:52.598302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:52.598939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:52.599024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:52.599065] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:52.722159] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:52.722305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:52.722351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:52.722389] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:52.725601] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-11-27T20:01:52.725887] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-11-27T20:01:52.726016] [INFO ] [sig       ] Z: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:52.861154] [INFO ] [LOCAL     ] Saved forecast: Z	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/Z.txt
[2025-11-27T20:01:52.861285] [INFO ] [sig       ] [3636/3661] Completed Z in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 8.3s
[2025-11-27T20:01:52.861334] [INFO ] [sig       ] [3637/3661] Forecasting ZBH...
[2025-11-27T20:01:52.861371] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-11-27T20:01:52.861406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-11-27T20:01:52.871314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-11-27T20:01:52.871599] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-11-27T20:01:52.872344] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-11-27T20:01:52.872405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:52.872446] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:52.872480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:52.872547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:52.928305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:52.929004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:52.929090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:52.929127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:53.048727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:53.048873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:53.048920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:53.048953] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:53.052124] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-11-27T20:01:53.052409] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-11-27T20:01:53.052545] [INFO ] [sig       ] ZBH: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:53.186808] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZBH.txt
[2025-11-27T20:01:53.186943] [INFO ] [sig       ] [3637/3661] Completed ZBH in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 8.0s
[2025-11-27T20:01:53.186991] [INFO ] [sig       ] [3638/3661] Forecasting ZBIO...
[2025-11-27T20:01:53.187028] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-11-27T20:01:53.187063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-11-27T20:01:53.196749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-11-27T20:01:53.197019] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-11-27T20:01:53.197795] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-11-27T20:01:53.197856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:53.197897] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:53.197934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:53.197996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:53.253115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:53.253738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:53.253825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:53.253867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:53.375881] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:53.376041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:53.376090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:53.376149] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:53.379383] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=45.76%)
[2025-11-27T20:01:53.379686] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-11-27T20:01:53.379817] [INFO ] [sig       ] ZBIO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:53.515942] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZBIO.txt
[2025-11-27T20:01:53.516088] [INFO ] [sig       ] [3638/3661] Completed ZBIO in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 7.7s
[2025-11-27T20:01:53.516131] [INFO ] [sig       ] [3639/3661] Forecasting ZBRA...
[2025-11-27T20:01:53.516172] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-11-27T20:01:53.516207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-11-27T20:01:53.525963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-11-27T20:01:53.526230] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-11-27T20:01:53.527026] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-11-27T20:01:53.527090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:53.527130] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:53.527167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:53.527227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:53.586916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:53.587665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:53.587752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:53.587795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:53.704868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:53.705008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:53.705051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:53.705090] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:53.708324] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-11-27T20:01:53.708626] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-11-27T20:01:53.708758] [INFO ] [sig       ] ZBRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:53.844048] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZBRA.txt
[2025-11-27T20:01:53.844184] [INFO ] [sig       ] [3639/3661] Completed ZBRA in 0.3s | 3.00 sym/s | Total: 20.2m | ETA: 7.3s
[2025-11-27T20:01:53.844232] [INFO ] [sig       ] [3640/3661] Forecasting ZD...
[2025-11-27T20:01:53.844266] [INFO ] [sig       ] Generating forecast for: ZD
[2025-11-27T20:01:53.844301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-11-27T20:01:53.854084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-11-27T20:01:53.854362] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-11-27T20:01:53.855154] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-11-27T20:01:53.855217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:53.855267] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:53.855312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:53.855393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:53.911665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:53.912262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:53.912348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:53.912393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:54.032980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:54.033125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:54.033174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:54.033222] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:54.037067] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-11-27T20:01:54.037361] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-11-27T20:01:54.037509] [INFO ] [sig       ] ZD: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:54.176510] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZD.txt
[2025-11-27T20:01:54.176732] [INFO ] [sig       ] [3640/3661] Completed ZD in 0.3s | 3.00 sym/s | Total: 20.3m | ETA: 7.0s
[2025-11-27T20:01:54.176799] [INFO ] [sig       ] [3641/3661] Forecasting ZEPP...
[2025-11-27T20:01:54.176862] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-11-27T20:01:54.176929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-11-27T20:01:54.187340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-11-27T20:01:54.187958] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-11-27T20:01:54.189022] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-11-27T20:01:54.189087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:54.189131] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:54.189166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:54.189274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:54.245638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:54.246528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:54.246659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:54.246704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:54.360267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:54.360442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:54.360513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:54.360589] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:54.363930] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-11-27T20:01:54.364247] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-11-27T20:01:54.364414] [INFO ] [sig       ] ZEPP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:54.500519] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZEPP.txt
[2025-11-27T20:01:54.500724] [INFO ] [sig       ] [3641/3661] Completed ZEPP in 0.3s | 3.00 sym/s | Total: 20.3m | ETA: 6.7s
[2025-11-27T20:01:54.500794] [INFO ] [sig       ] [3642/3661] Forecasting ZETA...
[2025-11-27T20:01:54.500846] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-11-27T20:01:54.500927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-11-27T20:01:54.511941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-11-27T20:01:54.512370] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-11-27T20:01:54.513202] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-11-27T20:01:54.513268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:54.513312] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:54.513363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:54.513430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:54.570121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:54.571018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:54.571120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:54.571163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:54.692680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:54.692854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:54.692902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:54.692940] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:54.696207] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-11-27T20:01:54.696487] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-11-27T20:01:54.696639] [INFO ] [sig       ] ZETA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:54.832967] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZETA.txt
[2025-11-27T20:01:54.833123] [INFO ] [sig       ] [3642/3661] Completed ZETA in 0.3s | 3.00 sym/s | Total: 20.3m | ETA: 6.3s
[2025-11-27T20:01:54.833171] [INFO ] [sig       ] [3643/3661] Forecasting ZEUS...
[2025-11-27T20:01:54.833211] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-11-27T20:01:54.833250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-11-27T20:01:54.843082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-11-27T20:01:54.843350] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-11-27T20:01:54.844130] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-11-27T20:01:54.844192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:54.844232] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:54.844269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:54.844332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:54.898982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:54.899649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:54.899735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:54.899780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:55.021137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:55.021312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:55.021361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:55.021396] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:55.024690] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2025-11-27T20:01:55.024964] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-11-27T20:01:55.025098] [INFO ] [sig       ] ZEUS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:55.164692] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZEUS.txt
[2025-11-27T20:01:55.164874] [INFO ] [sig       ] [3643/3661] Completed ZEUS in 0.3s | 3.00 sym/s | Total: 20.3m | ETA: 6.0s
[2025-11-27T20:01:55.164923] [INFO ] [sig       ] [3644/3661] Forecasting ZG...
[2025-11-27T20:01:55.164964] [INFO ] [sig       ] Generating forecast for: ZG
[2025-11-27T20:01:55.165022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-11-27T20:01:55.175019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-11-27T20:01:55.175297] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-11-27T20:01:55.176079] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-11-27T20:01:55.176142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:55.176183] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:55.176220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:55.176283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:55.231272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:55.232159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:55.232263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:55.232305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:55.357401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:55.357585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:55.357636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:55.357674] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:55.361003] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-11-27T20:01:55.361277] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-11-27T20:01:55.361408] [INFO ] [sig       ] ZG: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:55.495624] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZG.txt
[2025-11-27T20:01:55.495810] [INFO ] [sig       ] [3644/3661] Completed ZG in 0.3s | 3.00 sym/s | Total: 20.3m | ETA: 5.7s
[2025-11-27T20:01:55.495860] [INFO ] [sig       ] [3645/3661] Forecasting ZGN...
[2025-11-27T20:01:55.495915] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-11-27T20:01:55.495949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-11-27T20:01:55.506290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-11-27T20:01:55.506665] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-11-27T20:01:55.507463] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-11-27T20:01:55.507526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:55.507566] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:55.507623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:55.507687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:55.562818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:55.563720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:55.563816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:55.563858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:55.712944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:55.713124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:55.713176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:55.713214] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:55.716650] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=45.34%)
[2025-11-27T20:01:55.716956] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-11-27T20:01:55.717099] [INFO ] [sig       ] ZGN: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:55.910747] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZGN.txt
[2025-11-27T20:01:55.911043] [INFO ] [sig       ] [3645/3661] Completed ZGN in 0.4s | 3.00 sym/s | Total: 20.3m | ETA: 5.3s
[2025-11-27T20:01:55.911121] [INFO ] [sig       ] [3646/3661] Forecasting ZH...
[2025-11-27T20:01:55.911185] [INFO ] [sig       ] Generating forecast for: ZH
[2025-11-27T20:01:55.911247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-11-27T20:01:55.925817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-11-27T20:01:55.926340] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-11-27T20:01:55.927637] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-11-27T20:01:55.927732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:55.927798] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:55.927856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:55.927963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:56.004949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:56.006206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:56.006355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:56.006424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:56.164938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:56.165165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:56.166146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:56.166278] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:56.171891] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-11-27T20:01:56.172329] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-11-27T20:01:56.172552] [INFO ] [sig       ] ZH: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:56.392544] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZH.txt
[2025-11-27T20:01:56.392833] [INFO ] [sig       ] [3646/3661] Completed ZH in 0.5s | 2.99 sym/s | Total: 20.3m | ETA: 5.0s
[2025-11-27T20:01:56.392910] [INFO ] [sig       ] [3647/3661] Forecasting ZIM...
[2025-11-27T20:01:56.392969] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-11-27T20:01:56.393027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-11-27T20:01:56.405475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-11-27T20:01:56.405905] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-11-27T20:01:56.406801] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-11-27T20:01:56.406867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:56.406913] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:56.406952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:56.407015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:56.474650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:56.475845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:56.475965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:56.476029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:56.610593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:56.610792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:56.610878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:56.610943] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:56.615965] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=22.35%)
[2025-11-27T20:01:56.616399] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-11-27T20:01:56.616616] [INFO ] [sig       ] ZIM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:56.765363] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZIM.txt
[2025-11-27T20:01:56.765591] [INFO ] [sig       ] [3647/3661] Completed ZIM in 0.4s | 2.99 sym/s | Total: 20.3m | ETA: 4.7s
[2025-11-27T20:01:56.765688] [INFO ] [sig       ] [3648/3661] Forecasting ZION...
[2025-11-27T20:01:56.765743] [INFO ] [sig       ] Generating forecast for: ZION
[2025-11-27T20:01:56.765800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-11-27T20:01:56.775897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-11-27T20:01:56.776285] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-11-27T20:01:56.777124] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-11-27T20:01:56.777193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:56.777251] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:56.777308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:56.777408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:56.838081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:56.839002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:56.839105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:56.839169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:56.966543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:56.966747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:56.966814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:56.966865] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:56.970204] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-11-27T20:01:56.970493] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-11-27T20:01:56.970684] [INFO ] [sig       ] ZION: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:57.107667] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZION.txt
[2025-11-27T20:01:57.107854] [INFO ] [sig       ] [3648/3661] Completed ZION in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 4.3s
[2025-11-27T20:01:57.107921] [INFO ] [sig       ] [3649/3661] Forecasting ZIP...
[2025-11-27T20:01:57.107996] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-11-27T20:01:57.108051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-11-27T20:01:57.118355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-11-27T20:01:57.118750] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-11-27T20:01:57.119564] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-11-27T20:01:57.119661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:57.119711] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:57.119748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:57.119811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:57.177271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:57.181322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:57.181467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:57.181512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:57.307178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:57.307365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:57.307439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:57.307487] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:57.310989] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-11-27T20:01:57.311298] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-11-27T20:01:57.311439] [INFO ] [sig       ] ZIP: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:57.447527] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZIP.txt
[2025-11-27T20:01:57.447721] [INFO ] [sig       ] [3649/3661] Completed ZIP in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 4.0s
[2025-11-27T20:01:57.447773] [INFO ] [sig       ] [3650/3661] Forecasting ZLAB...
[2025-11-27T20:01:57.447812] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-11-27T20:01:57.447868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-11-27T20:01:57.458403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-11-27T20:01:57.458749] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-11-27T20:01:57.459619] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-11-27T20:01:57.459683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:57.459725] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:57.459783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:57.459899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:57.519667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:57.520613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:57.520716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:57.520762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:57.645361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:57.645522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:57.645596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:57.645644] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:57.649101] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-11-27T20:01:57.649429] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-11-27T20:01:57.649599] [INFO ] [sig       ] ZLAB: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:57.796101] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZLAB.txt
[2025-11-27T20:01:57.796292] [INFO ] [sig       ] [3650/3661] Completed ZLAB in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 3.7s
[2025-11-27T20:01:57.796345] [INFO ] [sig       ] [3651/3661] Forecasting ZM...
[2025-11-27T20:01:57.796387] [INFO ] [sig       ] Generating forecast for: ZM
[2025-11-27T20:01:57.796430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-11-27T20:01:57.807311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-11-27T20:01:57.807795] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-11-27T20:01:57.808906] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-11-27T20:01:57.808987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:57.809044] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:57.809091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:57.809172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:57.865461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:57.866287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:57.866378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:57.866424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:57.986190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:57.986372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:57.986421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:57.986462] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:57.989770] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-11-27T20:01:57.990066] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-11-27T20:01:57.990205] [INFO ] [sig       ] ZM: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:58.125511] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZM.txt
[2025-11-27T20:01:58.125686] [INFO ] [sig       ] [3651/3661] Completed ZM in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 3.3s
[2025-11-27T20:01:58.125744] [INFO ] [sig       ] [3652/3661] Forecasting ZNTL...
[2025-11-27T20:01:58.125792] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-11-27T20:01:58.125859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-11-27T20:01:58.135914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-11-27T20:01:58.136205] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-11-27T20:01:58.137044] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-11-27T20:01:58.137107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:58.137141] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:58.137175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:58.137266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:58.194248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:58.194897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:58.194987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:58.195038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:58.317218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:58.317394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:58.317445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:58.317481] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:58.321322] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-11-27T20:01:58.321630] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-11-27T20:01:58.321924] [INFO ] [sig       ] ZNTL: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:58.463449] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZNTL.txt
[2025-11-27T20:01:58.463667] [INFO ] [sig       ] [3652/3661] Completed ZNTL in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 3.0s
[2025-11-27T20:01:58.463740] [INFO ] [sig       ] [3653/3661] Forecasting ZS...
[2025-11-27T20:01:58.463789] [INFO ] [sig       ] Generating forecast for: ZS
[2025-11-27T20:01:58.463836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-11-27T20:01:58.473880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-11-27T20:01:58.474185] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-11-27T20:01:58.474986] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-11-27T20:01:58.475047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:58.475098] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:58.475143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:58.475225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:58.533745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:58.534540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:58.534651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:58.534701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:58.657475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:58.657635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:58.657684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:58.657720] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:58.660947] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-11-27T20:01:58.661219] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-11-27T20:01:58.661351] [INFO ] [sig       ] ZS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:58.807669] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZS.txt
[2025-11-27T20:01:58.807847] [INFO ] [sig       ] [3653/3661] Completed ZS in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 2.7s
[2025-11-27T20:01:58.807902] [INFO ] [sig       ] [3654/3661] Forecasting ZTO...
[2025-11-27T20:01:58.807960] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-11-27T20:01:58.808040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-11-27T20:01:58.818399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-11-27T20:01:58.818767] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-11-27T20:01:58.819621] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-11-27T20:01:58.819698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:58.819767] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:58.819813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:58.819892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:58.880495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:58.881265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:58.881359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:58.881409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:59.003723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:59.003891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:59.003954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:59.004002] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:59.007351] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=21.98%)
[2025-11-27T20:01:59.007656] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-11-27T20:01:59.007801] [INFO ] [sig       ] ZTO: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:59.146428] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZTO.txt
[2025-11-27T20:01:59.146594] [INFO ] [sig       ] [3654/3661] Completed ZTO in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 2.3s
[2025-11-27T20:01:59.146645] [INFO ] [sig       ] [3655/3661] Forecasting ZTS...
[2025-11-27T20:01:59.146684] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-11-27T20:01:59.146720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-11-27T20:01:59.156933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-11-27T20:01:59.157229] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-11-27T20:01:59.158026] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-11-27T20:01:59.158089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:59.158183] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:59.158237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:59.158319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:59.216259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:59.217116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:59.217210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:59.217255] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:59.340924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:59.341092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:59.341142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:59.341179] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:59.344422] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-11-27T20:01:59.344727] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-11-27T20:01:59.344870] [INFO ] [sig       ] ZTS: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:01:59.485000] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZTS.txt
[2025-11-27T20:01:59.485165] [INFO ] [sig       ] [3655/3661] Completed ZTS in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 2.0s
[2025-11-27T20:01:59.485228] [INFO ] [sig       ] [3656/3661] Forecasting ZUMZ...
[2025-11-27T20:01:59.485346] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-11-27T20:01:59.485413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-11-27T20:01:59.495603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-11-27T20:01:59.495931] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-11-27T20:01:59.496747] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-11-27T20:01:59.496810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:59.496852] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:59.496887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:59.496949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:59.553044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:59.553688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:59.553776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:59.553820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:01:59.676538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:01:59.676726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:01:59.676777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:01:59.676816] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:01:59.680133] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-11-27T20:01:59.680417] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-11-27T20:01:59.680552] [INFO ] [sig       ] ZUMZ: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:01:59.817966] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZUMZ.txt
[2025-11-27T20:01:59.818167] [INFO ] [sig       ] [3656/3661] Completed ZUMZ in 0.3s | 2.99 sym/s | Total: 20.3m | ETA: 1.7s
[2025-11-27T20:01:59.818242] [INFO ] [sig       ] [3657/3661] Forecasting ZURA...
[2025-11-27T20:01:59.818296] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-11-27T20:01:59.818336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-11-27T20:01:59.828402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-11-27T20:01:59.828817] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-11-27T20:01:59.829642] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-11-27T20:01:59.829705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:01:59.829755] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:01:59.829801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:01:59.829878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:01:59.888293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:01:59.889101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:01:59.889193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:01:59.889254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:02:00.012409] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:02:00.012607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:02:00.012658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:02:00.012699] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:02:00.016092] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-11-27T20:02:00.016381] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-11-27T20:02:00.016524] [INFO ] [sig       ] ZURA: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:02:00.163760] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZURA.txt
[2025-11-27T20:02:00.163958] [INFO ] [sig       ] [3657/3661] Completed ZURA in 0.3s | 2.99 sym/s | Total: 20.4m | ETA: 1.3s
[2025-11-27T20:02:00.164062] [INFO ] [sig       ] [3658/3661] Forecasting ZVIA...
[2025-11-27T20:02:00.164123] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-11-27T20:02:00.164179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-11-27T20:02:00.176028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-11-27T20:02:00.176385] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-11-27T20:02:00.177229] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-11-27T20:02:00.177295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:02:00.177338] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:02:00.177376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:02:00.177445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:02:00.234793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:02:00.235641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:02:00.235733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:02:00.235776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:02:00.354608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:02:00.354784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:02:00.354852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:02:00.354905] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:02:00.358241] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=31.46%)
[2025-11-27T20:02:00.358523] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-11-27T20:02:00.358695] [INFO ] [sig       ] ZVIA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:02:00.498525] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZVIA.txt
[2025-11-27T20:02:00.498693] [INFO ] [sig       ] [3658/3661] Completed ZVIA in 0.3s | 2.99 sym/s | Total: 20.4m | ETA: 1.0s
[2025-11-27T20:02:00.498751] [INFO ] [sig       ] [3659/3661] Forecasting ZVRA...
[2025-11-27T20:02:00.498784] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-11-27T20:02:00.498833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-11-27T20:02:00.512548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-11-27T20:02:00.512864] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-11-27T20:02:00.513669] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-11-27T20:02:00.513740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:02:00.513775] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:02:00.513805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:02:00.513864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:02:00.580208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:02:00.580972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:02:00.581064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:02:00.581106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:02:00.698053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:02:00.698228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:02:00.698278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:02:00.698318] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:02:00.701600] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2025-11-27T20:02:00.701899] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-11-27T20:02:00.702030] [INFO ] [sig       ] ZVRA: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:02:00.844275] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZVRA.txt
[2025-11-27T20:02:00.844428] [INFO ] [sig       ] [3659/3661] Completed ZVRA in 0.3s | 2.99 sym/s | Total: 20.4m | ETA: 0.7s
[2025-11-27T20:02:00.844474] [INFO ] [sig       ] [3660/3661] Forecasting ZWS...
[2025-11-27T20:02:00.844514] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-11-27T20:02:00.844550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-11-27T20:02:00.854264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-11-27T20:02:00.854553] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-11-27T20:02:00.855334] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-11-27T20:02:00.855398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:02:00.855439] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:02:00.855474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:02:00.855536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:02:00.913783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:02:00.914558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:02:00.914663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:02:00.914708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:02:01.035551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:02:01.035722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:02:01.035770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:02:01.035808] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:02:01.039084] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=30.74%)
[2025-11-27T20:02:01.039367] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-11-27T20:02:01.039525] [INFO ] [sig       ] ZWS: Forecast for 2025-11-26: DOWN (sign=0.00)
[2025-11-27T20:02:01.181236] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-11-28	0 -> ./output/forecasts/individual/2025-11-28/ZWS.txt
[2025-11-27T20:02:01.181451] [INFO ] [sig       ] [3660/3661] Completed ZWS in 0.3s | 2.99 sym/s | Total: 20.4m | ETA: 0.3s
[2025-11-27T20:02:01.181498] [INFO ] [sig       ] [3661/3661] Forecasting ZYME...
[2025-11-27T20:02:01.181539] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-11-27T20:02:01.181593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-11-27T20:02:01.195222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-11-27T20:02:01.195703] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-11-27T20:02:01.196717] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-11-27T20:02:01.196789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-11-27T20:02:01.196835] [DEBUG] [FORECASTER] Starting train method
[2025-11-27T20:02:01.196876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-27T20:02:01.196949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-27T20:02:01.259508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-27T20:02:01.260341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-27T20:02:01.260440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-27T20:02:01.260494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-27T20:02:01.381462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-27T20:02:01.381667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-11-27T20:02:01.381718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-11-27T20:02:01.381756] [INFO ] [FORECASTER] Training complete
[2025-11-27T20:02:01.385249] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-11-27T20:02:01.385608] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-11-27T20:02:01.385762] [INFO ] [sig       ] ZYME: Forecast for 2025-11-26: UP (sign=1.00)
[2025-11-27T20:02:01.531954] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-11-28	1 -> ./output/forecasts/individual/2025-11-28/ZYME.txt
[2025-11-27T20:02:01.532142] [INFO ] [sig       ] [3661/3661] Completed ZYME in 0.4s | 2.99 sym/s | Total: 20.4m | ETA: 0.0s
[2025-11-27T20:02:01.532211] [INFO ] [sig       ] ==================================================
[2025-11-27T20:02:01.532266] [INFO ] [sig       ] Forecasts complete: 3661/3661 symbols succeeded
[2025-11-27T20:02:01.532307] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-11-27T20:02:01.532342] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-11-27T20:02:01.533880] [INFO ] [sig       ] Found 33 forecast dates to process
[2025-11-27T20:02:01.533944] [INFO ] [sig       ] [1/33] Processing report for 2025-10-10...
[2025-11-27T20:02:01.536821] [INFO ] [sig       ] [1/33] Report for 2025-10-10 already exists, skipping...
[2025-11-27T20:02:01.536885] [INFO ] [sig       ] [2/33] Processing report for 2025-10-13...
[2025-11-27T20:02:01.536942] [INFO ] [sig       ] [2/33] Report for 2025-10-13 already exists, skipping...
[2025-11-27T20:02:01.536982] [INFO ] [sig       ] [3/33] Processing report for 2025-10-14...
[2025-11-27T20:02:01.537032] [INFO ] [sig       ] [3/33] Report for 2025-10-14 already exists, skipping...
[2025-11-27T20:02:01.537071] [INFO ] [sig       ] [4/33] Processing report for 2025-10-15...
[2025-11-27T20:02:01.537119] [INFO ] [sig       ] [4/33] Report for 2025-10-15 already exists, skipping...
[2025-11-27T20:02:01.537155] [INFO ] [sig       ] [5/33] Processing report for 2025-10-16...
[2025-11-27T20:02:01.537202] [INFO ] [sig       ] [5/33] Report for 2025-10-16 already exists, skipping...
[2025-11-27T20:02:01.537237] [INFO ] [sig       ] [6/33] Processing report for 2025-10-17...
[2025-11-27T20:02:01.537292] [INFO ] [sig       ] [6/33] Report for 2025-10-17 already exists, skipping...
[2025-11-27T20:02:01.537330] [INFO ] [sig       ] [7/33] Processing report for 2025-10-20...
[2025-11-27T20:02:01.537376] [INFO ] [sig       ] [7/33] Report for 2025-10-20 already exists, skipping...
[2025-11-27T20:02:01.537412] [INFO ] [sig       ] [8/33] Processing report for 2025-10-21...
[2025-11-27T20:02:01.537458] [INFO ] [sig       ] [8/33] Report for 2025-10-21 already exists, skipping...
[2025-11-27T20:02:01.537493] [INFO ] [sig       ] [9/33] Processing report for 2025-10-22...
[2025-11-27T20:02:01.537539] [INFO ] [sig       ] [9/33] Report for 2025-10-22 already exists, skipping...
[2025-11-27T20:02:01.537596] [INFO ] [sig       ] [10/33] Processing report for 2025-10-23...
[2025-11-27T20:02:01.537646] [INFO ] [sig       ] [10/33] Report for 2025-10-23 already exists, skipping...
[2025-11-27T20:02:01.537682] [INFO ] [sig       ] [11/33] Processing report for 2025-10-24...
[2025-11-27T20:02:01.537735] [INFO ] [sig       ] [11/33] Report for 2025-10-24 already exists, skipping...
[2025-11-27T20:02:01.537771] [INFO ] [sig       ] [12/33] Processing report for 2025-10-27...
[2025-11-27T20:02:01.537818] [INFO ] [sig       ] [12/33] Report for 2025-10-27 already exists, skipping...
[2025-11-27T20:02:01.537853] [INFO ] [sig       ] [13/33] Processing report for 2025-10-28...
[2025-11-27T20:02:01.537899] [INFO ] [sig       ] [13/33] Report for 2025-10-28 already exists, skipping...
[2025-11-27T20:02:01.537933] [INFO ] [sig       ] [14/33] Processing report for 2025-10-30...
[2025-11-27T20:02:01.537980] [INFO ] [sig       ] [14/33] Report for 2025-10-30 already exists, skipping...
[2025-11-27T20:02:01.538016] [INFO ] [sig       ] [15/33] Processing report for 2025-10-31...
[2025-11-27T20:02:01.538063] [INFO ] [sig       ] [15/33] Report for 2025-10-31 already exists, skipping...
[2025-11-27T20:02:01.538099] [INFO ] [sig       ] [16/33] Processing report for 2025-11-03...
[2025-11-27T20:02:01.538174] [INFO ] [sig       ] [16/33] Report for 2025-11-03 already exists, skipping...
[2025-11-27T20:02:01.538212] [INFO ] [sig       ] [17/33] Processing report for 2025-11-04...
[2025-11-27T20:02:01.538258] [INFO ] [sig       ] [17/33] Report for 2025-11-04 already exists, skipping...
[2025-11-27T20:02:01.538294] [INFO ] [sig       ] [18/33] Processing report for 2025-11-05...
[2025-11-27T20:02:01.538340] [INFO ] [sig       ] [18/33] Report for 2025-11-05 already exists, skipping...
[2025-11-27T20:02:01.538375] [INFO ] [sig       ] [19/33] Processing report for 2025-11-06...
[2025-11-27T20:02:01.538420] [INFO ] [sig       ] [19/33] Report for 2025-11-06 already exists, skipping...
[2025-11-27T20:02:01.538455] [INFO ] [sig       ] [20/33] Processing report for 2025-11-07...
[2025-11-27T20:02:01.538500] [INFO ] [sig       ] [20/33] Report for 2025-11-07 already exists, skipping...
[2025-11-27T20:02:01.538534] [INFO ] [sig       ] [21/33] Processing report for 2025-11-10...
[2025-11-27T20:02:01.538606] [INFO ] [sig       ] [21/33] Report for 2025-11-10 already exists, skipping...
[2025-11-27T20:02:01.538653] [INFO ] [sig       ] [22/33] Processing report for 2025-11-11...
[2025-11-27T20:02:01.538711] [INFO ] [sig       ] [22/33] Report for 2025-11-11 already exists, skipping...
[2025-11-27T20:02:01.538754] [INFO ] [sig       ] [23/33] Processing report for 2025-11-12...
[2025-11-27T20:02:01.538803] [INFO ] [sig       ] [23/33] Report for 2025-11-12 already exists, skipping...
[2025-11-27T20:02:01.538839] [INFO ] [sig       ] [24/33] Processing report for 2025-11-13...
[2025-11-27T20:02:01.538886] [INFO ] [sig       ] [24/33] Report for 2025-11-13 already exists, skipping...
[2025-11-27T20:02:01.538922] [INFO ] [sig       ] [25/33] Processing report for 2025-11-17...
[2025-11-27T20:02:01.538976] [INFO ] [sig       ] [25/33] Report for 2025-11-17 already exists, skipping...
[2025-11-27T20:02:01.539012] [INFO ] [sig       ] [26/33] Processing report for 2025-11-18...
[2025-11-27T20:02:01.539059] [INFO ] [sig       ] [26/33] Report for 2025-11-18 already exists, skipping...
[2025-11-27T20:02:01.539101] [INFO ] [sig       ] [27/33] Processing report for 2025-11-19...
[2025-11-27T20:02:01.539150] [INFO ] [sig       ] [27/33] Report for 2025-11-19 already exists, skipping...
[2025-11-27T20:02:01.539186] [INFO ] [sig       ] [28/33] Processing report for 2025-11-20...
[2025-11-27T20:02:01.539233] [INFO ] [sig       ] [28/33] Report for 2025-11-20 already exists, skipping...
[2025-11-27T20:02:01.539269] [INFO ] [sig       ] [29/33] Processing report for 2025-11-21...
[2025-11-27T20:02:01.539315] [INFO ] [sig       ] [29/33] Report for 2025-11-21 already exists, skipping...
[2025-11-27T20:02:01.539351] [INFO ] [sig       ] [30/33] Processing report for 2025-11-24...
[2025-11-27T20:02:01.539398] [INFO ] [sig       ] [30/33] Report for 2025-11-24 already exists, skipping...
[2025-11-27T20:02:01.539433] [INFO ] [sig       ] [31/33] Processing report for 2025-11-25...
[2025-11-27T20:02:01.539480] [INFO ] [sig       ] [31/33] Report for 2025-11-25 already exists, skipping...
[2025-11-27T20:02:01.539515] [INFO ] [sig       ] [32/33] Processing report for 2025-11-26...
[2025-11-27T20:02:01.539565] [INFO ] [sig       ] [32/33] Report for 2025-11-26 already exists, skipping...
[2025-11-27T20:02:01.539619] [INFO ] [sig       ] [33/33] Processing report for 2025-11-28...
[2025-11-27T20:02:01.613953] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.614356] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.614690] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.615037] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.615317] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.615737] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-11-27T20:02:01.616089] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.616394] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.616732] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.617654] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.617943] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.618288] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.618604] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.618936] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.619223] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.619513] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.619857] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.620179] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.620505] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.620816] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.621092] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.622177] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.622476] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.623446] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.623755] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.624057] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.624339] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.624662] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.624939] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.625224] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.625506] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.625790] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.626299] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.626594] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.626870] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.627178] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.627449] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.627741] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.628228] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.628525] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.628816] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.629315] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.629605] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.629943] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.630021] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.630279] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.630536] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.630819] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.631106] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.631377] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.631640] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.632695] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.633129] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.633424] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.633748] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.634049] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.634334] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.634622] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.634947] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.636025] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.637117] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.637396] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-11-27T20:02:01.637733] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.638018] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.638341] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.638627] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.638958] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.639256] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.639607] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.639898] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.640395] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.640677] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.640980] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.641284] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.641615] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.641948] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.642223] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.643230] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.643522] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.643624] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.643900] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.644233] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.644524] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.644839] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.645179] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.645466] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.645778] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.646039] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.646316] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.646594] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.646854] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.646934] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.647211] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.647534] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.647820] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.648136] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.648471] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.648742] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.649008] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.649276] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.649756] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.650029] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.650329] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.650613] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.650903] [DEBUG] [LOCAL     ] Loaded configuration for APRE: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.651174] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.651467] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.651752] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.652602] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.652896] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.652977] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.653302] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.653638] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.653937] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.654232] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.654512] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.654804] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.655086] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.655355] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.655687] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.655964] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.656249] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.656329] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.656601] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.656888] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.657179] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.657722] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.658001] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-11-27T20:02:01.658337] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.658653] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.658980] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.659308] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.659642] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.659959] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.660245] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.660531] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.660934] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.661262] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.661522] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.662520] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-11-27T20:02:01.662822] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.663894] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.664184] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.664503] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.666782] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.667078] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.667368] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.667644] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.667968] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.668252] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.668539] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.668885] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.669204] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.669465] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.669775] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.670058] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.670331] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.670608] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.671732] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.672030] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.672347] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.672660] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.672978] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.673275] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.673608] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.673995] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.674301] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.674606] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.674907] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.675191] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-11-27T20:02:01.675663] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.676014] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.676309] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.676741] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.677065] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.677353] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.677632] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.677912] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.678569] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.678885] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-11-27T20:02:01.679212] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.679512] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.680476] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.680846] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.681206] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.681484] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.681829] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.682145] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.682496] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.682814] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.683107] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.683382] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.683663] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.683947] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.684412] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.684733] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.685063] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.685353] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.685654] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.685932] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.686199] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.686561] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.687634] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.687927] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.688225] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.688563] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.688925] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.689223] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.689515] [DEBUG] [LOCAL     ] Loaded configuration for GDHG: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.689615] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.689932] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.690267] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.690560] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.691596] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.691978] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.692257] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.692609] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.692976] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.693292] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.693631] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.693958] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.694240] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.694504] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.694789] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.695075] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.695393] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.695664] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.695944] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.696221] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.696534] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.696823] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.697111] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.697542] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.697840] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-11-27T20:02:01.698136] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.698472] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.698774] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.699071] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.699340] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.699607] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.700039] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.700341] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.700614] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.701712] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.702082] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.702426] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.702764] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.703095] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.703458] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.703775] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.704094] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.704370] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.704645] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.704928] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.705253] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.705586] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.705893] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.706185] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.706472] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.706756] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.707019] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.707282] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.707598] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.707919] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.708201] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.708490] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.708794] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.709083] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.709405] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.709686] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.709957] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.710255] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.710338] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.710621] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.711073] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.711397] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.711725] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.712247] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-11-27T20:02:01.712549] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.713045] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.713338] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-11-27T20:02:01.713620] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.713910] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.714233] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.714521] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.715004] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.715905] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.716210] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.716498] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.716793] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.717277] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.717622] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.718067] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.718372] [DEBUG] [LOCAL     ] Loaded configuration for ODP: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.719257] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.719542] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.720029] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.720112] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.720400] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.720692] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.721169] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.721465] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.721771] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.722104] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.722188] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.722465] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.722804] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.723279] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.723552] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.723839] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-11-27T20:02:01.724120] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.724409] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.724695] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.724994] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.725317] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.725680] [DEBUG] [LOCAL     ] Loaded configuration for MOB: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.726015] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.726301] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.726566] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.726871] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.727143] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.727454] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.728024] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.728354] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.728651] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.728946] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.729327] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.730360] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.730649] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.730984] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.731374] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.731687] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.731993] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.732339] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.732609] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.733040] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.733344] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-11-27T20:02:01.733645] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.733943] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.734448] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.734761] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.736093] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.736388] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.736693] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.736974] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.737543] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.737922] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.738351] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.738665] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.738995] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.739312] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.739613] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.739929] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.740236] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.740539] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.740850] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.741202] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.741508] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.742106] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.742405] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.742693] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.742996] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.743268] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-11-27T20:02:01.743758] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-11-27T20:02:01.744050] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.744323] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.744614] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.744899] [DEBUG] [LOCAL     ] Loaded configuration for FITBP: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.745206] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.745494] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.745793] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.746086] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.746373] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.746699] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-11-27T20:02:01.746980] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.747282] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.747623] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.747895] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.748231] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.748564] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.748884] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-11-27T20:02:01.749190] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.749541] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.749857] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.750154] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.750464] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.750838] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.751127] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.751562] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.751898] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.752239] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.752542] [DEBUG] [LOCAL     ] Loaded configuration for NXTG: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.752898] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.753242] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.753537] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.753836] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.754128] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.754403] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.754735] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.755024] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.755352] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.756354] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.756845] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.757145] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.757439] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-11-27T20:02:01.757843] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.758142] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.758412] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.758694] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.759160] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.759439] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.759791] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.760088] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.760387] [DEBUG] [LOCAL     ] Loaded configuration for AKRO: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.761467] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.761805] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.762099] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.762373] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.762744] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.763244] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.763589] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.763877] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.764167] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.764441] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.764762] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.765273] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.765561] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.766014] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.766412] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.766762] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.767152] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.767449] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.767766] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.768132] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.768495] [DEBUG] [LOCAL     ] Loaded configuration for CETY: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.768858] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.769361] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.769660] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.770040] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.770647] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.771062] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.771372] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.771668] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.772163] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.772487] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.772813] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-11-27T20:02:01.773140] [DEBUG] [LOCAL     ] Loaded configuration for ENTO: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.773458] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.773827] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.774343] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.774420] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.774693] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.774974] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.775431] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.775720] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.776015] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.776402] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.776708] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.777020] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.777302] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.777606] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.777913] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.778266] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-11-27T20:02:01.778618] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.778935] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-11-27T20:02:01.779276] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.779589] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.779894] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.780187] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.780525] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.780808] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.781127] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.781401] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.781696] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.782023] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.782285] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.782547] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.782857] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.783127] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.783396] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.783676] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.784004] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.784299] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.784622] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-11-27T20:02:01.784934] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.785207] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.785548] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.785852] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-11-27T20:02:01.786164] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.786449] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.786794] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.787147] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.787269] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.787562] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.787939] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.788217] [DEBUG] [LOCAL     ] Loaded configuration for MURA: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.788601] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.789119] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.789661] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.790014] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.790353] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.790629] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.791105] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.791406] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.791699] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.792002] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.792339] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.793444] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.794551] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.794900] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.795789] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.796090] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.797209] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.797516] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.797854] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.798310] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.798739] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.798824] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.799098] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.799403] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.799712] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.800051] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.800390] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-11-27T20:02:01.800679] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.800965] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.801261] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.801552] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.801909] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.802181] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.802468] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.802758] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.803078] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.803352] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.803639] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.803971] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.804338] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.804616] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.804886] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.805221] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.805498] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.805885] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.806188] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.806488] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.806800] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.807082] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.807375] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.807663] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.807989] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.808306] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.808607] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-11-27T20:02:01.808877] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.809162] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.809525] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-11-27T20:02:01.809834] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.810136] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.810471] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.810778] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.811080] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.811387] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.811679] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.811965] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.812956] [DEBUG] [LOCAL     ] Loaded configuration for QABA: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.813258] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.813600] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.813930] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.814238] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.814536] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.814900] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.815191] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.815521] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.815822] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.816109] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.816376] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.817258] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.817563] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.817875] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.818257] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.818587] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.818909] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.819253] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.819536] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.819890] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.820232] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.820315] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.820634] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.820926] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.821248] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.821526] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.821853] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.822126] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.822394] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.822685] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.822961] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.823307] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.823737] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.824683] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.825340] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.825737] [DEBUG] [LOCAL     ] Loaded configuration for SWKH: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.826086] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.826428] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.826766] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.827188] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.827550] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.827898] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.828383] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.828729] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.829051] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.829420] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.829728] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.830207] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.830513] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.831025] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.831343] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.831636] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.831954] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.832272] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.832806] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.833144] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.833519] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.833884] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.834235] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.834565] [DEBUG] [LOCAL     ] Loaded configuration for DOOO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.834958] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.835285] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.835663] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.836008] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.837251] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.837615] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.837974] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.838380] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.838718] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.838992] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.839287] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.839638] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.840731] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.841054] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.841371] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.841642] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.841933] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.842212] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.842489] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.843543] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.843830] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.844140] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.844464] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.844775] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.845094] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-11-27T20:02:01.845396] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.845695] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.845967] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.846222] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.847298] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.848359] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.848639] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.848955] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.849995] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.850304] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.850606] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.850873] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.851189] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.851446] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.851717] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.851989] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.853007] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.853292] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.854116] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.854394] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.854719] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-11-27T20:02:01.855035] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.855319] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.855605] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.855876] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.856137] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.856400] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.856714] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.856979] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.857242] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.857492] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.857767] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.858044] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.858393] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.858650] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.858959] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.859229] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.859545] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.859845] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.860150] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.860408] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.860674] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.860941] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.861222] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.861492] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.861784] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.862097] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.862371] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.862650] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.862954] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.863227] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.863504] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.863604] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.863680] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.863947] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.864250] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.864505] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.864783] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.865084] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.865387] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.865701] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.866750] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.867066] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.867364] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.868420] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.868688] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.868952] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-11-27T20:02:01.869249] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.869520] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.869829] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.870322] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.870605] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.870863] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.871125] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.871433] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.871693] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.872151] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.872433] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.873502] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.873829] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.874087] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.874386] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.875060] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.876022] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.877998] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.878340] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.878641] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.878905] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.879165] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.879421] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.879677] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.880071] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.880350] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-11-27T20:02:01.880625] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.880882] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.881144] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.881404] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.881716] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.882123] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.883132] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.883412] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.883734] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.884227] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.884524] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.884845] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.885161] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-11-27T20:02:01.885469] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.885802] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-11-27T20:02:01.886315] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.886672] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.886969] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.887318] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.887618] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.887933] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.888236] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.888544] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-11-27T20:02:01.888919] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.889266] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.889591] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.889909] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.890202] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.890514] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.890878] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.891196] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.891786] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.892083] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.892443] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.892736] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.893061] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.893384] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-11-27T20:02:01.894060] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.894358] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.894670] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.894978] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.895322] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.895723] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.896609] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.897103] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.897420] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-11-27T20:02:01.897739] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.898237] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.898567] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.898943] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.899240] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.899627] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.899934] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.900276] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.900616] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.900942] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.901295] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.901606] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.901952] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.902304] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.902605] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.902916] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.903251] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.903640] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.904110] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.904423] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.904742] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.905065] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.905374] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-11-27T20:02:01.905690] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.905997] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-11-27T20:02:01.906311] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.906628] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.906946] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.907410] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.907713] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.908029] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.908368] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.908716] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.909073] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.909379] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.909697] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.910024] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.910343] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.910695] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.911043] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.911385] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.911998] [DEBUG] [LOCAL     ] Loaded configuration for CASI: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.912972] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.913085] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.915532] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.916038] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-11-27T20:02:01.916348] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.916650] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.917086] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.917397] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.917688] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.919050] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 0 features, 50.0% accuracy
[2025-11-27T20:02:01.919374] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.919663] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.919966] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.920270] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.920594] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.920900] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.921207] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.921559] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.921938] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-11-27T20:02:01.922370] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-11-27T20:02:01.922669] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.922948] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.923230] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.923519] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.923819] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.924109] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.924408] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.924697] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.924997] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.925289] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.925603] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.926388] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.926697] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.926999] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.927296] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.927611] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.927695] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.928002] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.928326] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.928674] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.928954] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.929285] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.929593] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.929881] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.930168] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.930714] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.931061] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-11-27T20:02:01.931396] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.931706] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.932038] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.932388] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.932690] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.933002] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.933307] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.933597] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-11-27T20:02:01.933924] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.934218] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.934299] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.934370] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.934661] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.935144] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.935447] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.935807] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.936208] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.936565] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.937098] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-11-27T20:02:01.937930] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.938373] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.938679] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.939194] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.939500] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.939987] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.940295] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.940601] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.940888] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.941346] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.941426] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.941713] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.942187] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.942616] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.943065] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.943359] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.943740] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.944145] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.944742] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.945063] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.945382] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.946371] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.946676] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.946759] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.947041] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.947513] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.947965] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.948275] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.948567] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.948923] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.949270] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.949612] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.949897] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.950203] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.950476] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.950955] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.951272] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.951779] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.952090] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.952588] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.953136] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.953609] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-11-27T20:02:01.953923] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.954306] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.955157] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.956326] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.956667] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.957133] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.957435] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.957783] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.958310] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.958749] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.959185] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-11-27T20:02:01.959610] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.959906] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.960205] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.960507] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.960820] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.961151] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.961479] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.961765] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.962374] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.962695] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.963780] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.964094] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.964391] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.964716] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.965047] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.965403] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.965686] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.966118] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.966470] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.966796] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.967116] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.967652] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.968269] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.968632] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.969081] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.969397] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.969841] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-11-27T20:02:01.970318] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.970630] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-11-27T20:02:01.971185] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.971534] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.972037] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.972361] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.972684] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-11-27T20:02:01.973211] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.973594] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.973962] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.974270] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-11-27T20:02:01.974620] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.975023] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.975363] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.975710] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.976608] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.976912] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.977218] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.977560] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.978015] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-11-27T20:02:01.978412] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.978715] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.979061] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.979716] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.980147] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.980675] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-11-27T20:02:01.981018] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.981316] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.981618] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-11-27T20:02:01.981980] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.982308] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.983530] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-11-27T20:02:01.984075] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.984442] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.984990] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.986179] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.986527] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.986832] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.987340] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-11-27T20:02:01.987715] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.988220] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-11-27T20:02:01.988523] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-11-27T20:02:01.988886] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-11-27T20:02:01.989193] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-11-27T20:02:01.989498] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-11-27T20:02:01.989792] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.990327] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.990664] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.990998] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.991372] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-11-27T20:02:01.991694] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.992028] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-11-27T20:02:01.992353] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.992711] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.993277] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.993868] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.994205] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.994706] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.995108] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-11-27T20:02:01.995605] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-11-27T20:02:01.996126] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-11-27T20:02:01.996503] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-11-27T20:02:01.996869] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-11-27T20:02:01.997216] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-11-27T20:02:01.997566] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-11-27T20:02:01.997918] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-11-27T20:02:01.998265] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-11-27T20:02:01.998601] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-11-27T20:02:01.998918] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-11-27T20:02:01.999258] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-11-27T20:02:01.999595] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.000153] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.000536] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.000978] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.001331] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.001706] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.002182] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.002505] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.003037] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.003389] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.003726] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.005100] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.005435] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.005945] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.006285] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.006617] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.007094] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.007429] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.007772] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.008106] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.008476] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.008598] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.008923] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.009399] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.009753] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.010126] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.010523] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.010918] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.011254] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.011600] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.011986] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.012322] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.012687] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.013003] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.013331] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.013675] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.014040] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.014362] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.014663] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.015023] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.015379] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.016299] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.016680] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.016998] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.017472] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.017831] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.018889] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.020049] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.020410] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.020766] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.021082] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.021412] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.021876] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.022195] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.022672] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.022992] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.023312] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.023641] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.023953] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.024450] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.024811] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.025148] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.025510] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.025998] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.026363] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.026673] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.026989] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.027336] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.027642] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.027961] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.028321] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.028650] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.028981] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.029318] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.029629] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.029967] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.030329] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.030648] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.030952] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.031416] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.031885] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.032361] [DEBUG] [LOCAL     ] Loaded configuration for LH: 6 features, 70.0% accuracy
[2025-11-27T20:02:02.032683] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.033155] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.033475] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.033819] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.034120] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.034417] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.034728] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.035016] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.035475] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.035794] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.036149] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.036460] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.036751] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.037088] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.037480] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.037818] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.038197] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.038516] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.038862] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.039162] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.039607] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.039929] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.040270] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.040595] [DEBUG] [LOCAL     ] Loaded configuration for FENC: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.040901] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-11-27T20:02:02.041353] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.041657] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.041992] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.042274] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.042741] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.043078] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.043411] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.043743] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.044176] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.044620] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.044956] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.045266] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.045602] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.045879] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.046308] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.046613] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.046939] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.047238] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.047541] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.047851] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.048298] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.048622] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.048962] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.049244] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.049683] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.050031] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.050316] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.050611] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.050897] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.051203] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.051503] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.051811] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.052087] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.052401] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.052701] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.053628] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.054026] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.054322] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.054635] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.054936] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.055274] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.055594] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.055985] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.056321] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.056610] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.056944] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.057284] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.057647] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.057992] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.061974] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-11-27T20:02:02.062350] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.062711] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.063032] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-11-27T20:02:02.063356] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.063713] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.064905] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.065241] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.065545] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.065895] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.066202] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.066652] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.067105] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.067423] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.067718] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.068022] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.068352] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.068718] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.069184] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.069530] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.069925] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.070239] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.070600] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.070907] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.071234] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.071541] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.071854] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.072308] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.072638] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.072970] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.073312] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.073613] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.073934] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.074250] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.074556] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.074936] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.075263] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.075610] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.077279] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.077862] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.078235] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.078587] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.078918] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.079238] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.079597] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.079895] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.080244] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.080695] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.081139] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.081489] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.081854] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.082211] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.082532] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.082899] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.083199] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.083491] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.083846] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.084153] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.084442] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.084741] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.085037] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.085322] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.085403] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.085702] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.086152] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.086233] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.086675] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.087050] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.087356] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.087674] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.088032] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.088531] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.088877] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.089975] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.090302] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.090597] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.090910] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.091212] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-11-27T20:02:02.091633] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.092031] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.092356] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.092675] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.093025] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.093110] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.093540] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.093920] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.094243] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.094555] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.094887] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.095192] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.095539] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.095930] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.096243] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.096559] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.096892] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.097393] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.097757] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.098147] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.098490] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.098827] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.099127] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.099430] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.099777] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.100098] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.100390] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.100835] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.100920] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-11-27T20:02:02.101226] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.101603] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.101924] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.102384] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.102707] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.103017] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.103340] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.103657] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.104005] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.104317] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.104601] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.105011] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.105440] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.105861] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.106169] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.106486] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.106835] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.107188] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.107650] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.108020] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.108373] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.108702] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.109034] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.109361] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.109459] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.109742] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.110072] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.110526] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.110851] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.111216] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.111566] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.111928] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.112297] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.112646] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.113615] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.114108] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.114490] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.114898] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.115243] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.115618] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.115970] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.116088] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.116392] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.116753] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.117272] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.117387] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.117772] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.118140] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.118525] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.119088] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.119447] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.120032] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.120386] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.120889] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.121256] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.121774] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.122130] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.122504] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.122892] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.123262] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.123627] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.123983] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.124335] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.124682] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.125042] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.125403] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.125830] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-11-27T20:02:02.126197] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.126677] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.127023] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.127511] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.127896] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.128244] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.128623] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.128969] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.129324] [DEBUG] [LOCAL     ] Loaded configuration for TPCS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.129660] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.129977] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.130314] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.130629] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.130947] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.131261] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.131616] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.131966] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.132311] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.132714] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.133221] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.133562] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.133944] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.134281] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.134655] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.134997] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.135481] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.135898] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.136295] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.136798] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.137133] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.137473] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.137894] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.139054] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.139613] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.140006] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.140334] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.140696] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.141031] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.141357] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.141737] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.142090] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.142469] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.142814] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.143138] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.143602] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.143718] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.144202] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.144542] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.144891] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.145271] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.145763] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.146120] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.146502] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.146865] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.147246] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.147726] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.148073] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.148433] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.148807] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.149218] [DEBUG] [LOCAL     ] Loaded configuration for SWVL: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.149609] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.150024] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.150410] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.150804] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.151148] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.151509] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.151942] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.152067] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.152431] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.152830] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.153248] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.153612] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.154083] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.155290] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.155658] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.156178] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.156594] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.157013] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.157607] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.157979] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.158342] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.158679] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.159043] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.159428] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.159869] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.160221] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.160555] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.160933] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.161286] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.161623] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.161734] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.162101] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.162222] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.162541] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.163050] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.163376] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.163758] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.164095] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.164449] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.164853] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.165178] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.165509] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.165847] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.166156] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.166486] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.166883] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.167201] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.167308] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.167612] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.167948] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.168448] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.168845] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.169224] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.169596] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.170075] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.170409] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.170727] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.171098] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.171542] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.172039] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.172432] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.172771] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.173162] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.173532] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.173927] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.174260] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.174609] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.175062] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.175381] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.175894] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.176235] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.176554] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.176894] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.177241] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.177566] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.177954] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.178315] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.178658] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.179533] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.179842] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.180136] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.180420] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.180702] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.180971] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.181265] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.181524] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.181841] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.182160] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.182535] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.182827] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.183140] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.183586] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.184014] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.184336] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.184621] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.184706] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.184978] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.185254] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.185694] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.185967] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.186287] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.186601] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.186886] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.187157] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.187599] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.187887] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.188209] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.188508] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.188976] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.189276] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.189604] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.189901] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.190181] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.190483] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.190785] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.191138] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.191433] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.191726] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.192066] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.192376] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.192648] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.193030] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.193308] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.193643] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.193977] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.194057] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.194371] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.194646] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.195027] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.195309] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.195600] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.195858] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.196167] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.196453] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.196768] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.197082] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.197391] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.197663] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.197975] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.198262] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.198595] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.198868] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.199142] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.199221] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.199519] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.199638] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.199912] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.200383] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.200656] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.200942] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.201374] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.201745] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.202087] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.202511] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.202873] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.203304] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.203741] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.204081] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.204458] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.204738] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.205039] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.205337] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.205641] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.205955] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.206290] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.206585] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.206912] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.207186] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.207505] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.207818] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.208100] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.208453] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.208762] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.209064] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.209347] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.209640] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.209918] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.210994] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.211312] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.211702] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.212008] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.212396] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.212698] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.213044] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.213338] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.213628] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.213923] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.214206] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.214484] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.214823] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.215099] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.215408] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.215693] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.215961] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.216219] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.216537] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.216843] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.217105] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.217357] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.217435] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.217702] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.217987] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.218308] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.218621] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.218687] [DEBUG] [LOCAL     ] No configuration file found for CANG
[2025-11-27T20:02:02.218970] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.219283] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.219590] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.219921] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.220240] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.220588] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.220924] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.221248] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.221543] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.221883] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.222153] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.222494] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.222839] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.223109] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.223389] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.223653] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.223958] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.224235] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.224532] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.224841] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.225137] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.225439] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-11-27T20:02:02.225735] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.226016] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.226315] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.226742] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.227067] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.227358] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.227703] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.228001] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.228294] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.228629] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.228912] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.229233] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.229658] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.229956] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.230252] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.230539] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.231049] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.231363] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.231710] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.232004] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.232317] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.232601] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.232935] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.233220] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.233512] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.233869] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.234161] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.234605] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.235042] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.235343] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.235676] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.236024] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.236409] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.236842] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.237269] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.237550] [DEBUG] [LOCAL     ] Loaded configuration for AA: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.238001] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.238371] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.238677] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.239090] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.239389] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.239691] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.240139] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.240479] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.241414] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.241718] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.242047] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.242365] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.242683] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.242999] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.243329] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.243691] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.244009] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.244368] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.244651] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.244982] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.245282] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.245558] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.245865] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.246149] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.246470] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.246751] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.247028] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.247315] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.247597] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.247892] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.248223] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.248495] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.248778] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.249060] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.249405] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.249690] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.250069] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.250739] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.251307] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.251608] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.251939] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.252246] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.252678] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.253006] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.253425] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.253714] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.254005] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.254293] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.254602] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.254685] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.255057] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.255324] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-11-27T20:02:02.255617] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.255897] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.256164] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.256456] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.256790] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.257085] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.257422] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.257713] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.257992] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.258324] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.258616] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.259053] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.259438] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.259771] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.260104] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.260425] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.260709] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.261158] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.261604] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.261936] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.262237] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.262567] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.263036] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.263349] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.263667] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.263958] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.264294] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.264609] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.264891] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.265218] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.265486] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.265794] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.266109] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.266596] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.266906] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.267208] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-11-27T20:02:02.267510] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.267831] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.268160] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.268587] [DEBUG] [LOCAL     ] Loaded configuration for SONN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.268886] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.270095] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.270428] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.270758] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.271289] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.271614] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.271912] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.272253] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.272530] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.272825] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.273226] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.273537] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.273885] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.274183] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.274601] [DEBUG] [LOCAL     ] Loaded configuration for TIVC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.274884] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.275163] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.275444] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.275752] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.276163] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.276245] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.276525] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.277081] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.277388] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.277665] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.278162] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.278449] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.278752] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.279036] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.279305] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.279386] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.279647] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.280141] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.280412] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.280708] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.281004] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.281281] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.281557] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.281851] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.282181] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.282461] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.282778] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.283169] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.283594] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.283884] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.284176] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.284448] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.284738] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.285017] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.285283] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.285660] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.285995] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.286294] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.286605] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.286704] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.287036] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.287310] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.287596] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.287879] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.288308] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.288603] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.289054] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.289362] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.289678] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.290017] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.290327] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.291437] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.291752] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.292055] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.292379] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.292729] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.293241] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.293674] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.294293] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.294609] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.295032] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.295342] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.295642] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.295928] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.296238] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.296680] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.296991] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.297456] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.297766] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.298263] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.298605] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.299094] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.299470] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.300025] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.300340] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.300650] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.300944] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.301263] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.301554] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.301916] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.302200] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.302507] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.302865] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.303172] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.303523] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.303824] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.304125] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.304563] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.304879] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.305174] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.305512] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.305866] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.306174] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.306507] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-11-27T20:02:02.306975] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-11-27T20:02:02.307365] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.307695] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.307993] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.308304] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.308642] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.308930] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.309273] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.309562] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.309901] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.310371] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.310942] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.311378] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.311712] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.312039] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.312506] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.313002] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.313345] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.313685] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.313991] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.314326] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.314635] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.314932] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.315226] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.315513] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-11-27T20:02:02.315870] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.316158] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.316538] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.316859] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.317184] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.317457] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.318551] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.318889] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.319174] [DEBUG] [LOCAL     ] Loaded configuration for IFRX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.319467] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.319800] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.320099] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.320398] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.320751] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.321318] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.321654] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.322179] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.322273] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.322685] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.322991] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.323425] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.323725] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.324070] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.324377] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.324681] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.324967] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.325253] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.325609] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.325886] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.326211] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.326516] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.326834] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.327348] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.327671] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.328177] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.328472] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.328800] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.329406] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.329694] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.329776] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.330227] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.330498] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.330786] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.331069] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.331508] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.331824] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 1 features, 40.0% accuracy
[2025-11-27T20:02:02.332116] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.332526] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.332853] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.333164] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.333505] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.333828] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.334106] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.334418] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.334699] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.335874] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.336174] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.336460] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.336763] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.337102] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.337394] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.337703] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.337987] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.338283] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.338565] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.338873] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.339221] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.339562] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.339859] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.340156] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.340481] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.340793] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.341128] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.341432] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.341708] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.342140] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.342460] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-11-27T20:02:02.342768] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.343069] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.343379] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.343694] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.344186] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.344534] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.344856] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.345161] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.345471] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.345753] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.346192] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.346500] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.346823] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.347126] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.347659] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.347996] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.348315] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.348651] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.349121] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.349413] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.349741] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.350065] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.350501] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.351026] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.351387] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.351740] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.352254] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.352557] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.352931] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.353328] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.353684] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.354147] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.354434] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.354736] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.355296] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.355603] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.356039] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.356330] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.356789] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.357097] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.357431] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.357514] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.358609] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.358937] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.359221] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.359657] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.359956] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.360300] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.360610] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.360894] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.361189] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.361540] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.361880] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.362235] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.362546] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.362901] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.363208] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.363532] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.364178] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.364493] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.364826] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.366070] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.366372] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.366721] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.367026] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.367108] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.367567] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.367934] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.368256] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-11-27T20:02:02.368587] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.369039] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.369400] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.369816] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.370118] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.370445] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.370775] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.371052] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.371375] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.371662] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.372174] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.372607] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.372907] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.373211] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.373638] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.374267] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.374589] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.374894] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.375175] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.375454] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.375792] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.376434] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.376765] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.377057] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.377326] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.377625] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.378075] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.378567] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.378907] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.379256] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.379544] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.379850] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.380133] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.380434] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.380739] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.381079] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.381402] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.381691] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.382021] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.382309] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.382622] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.382906] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.383198] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.383476] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.383775] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.384065] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.384427] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.384795] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.385113] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.385410] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.385792] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.385875] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.386245] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.386531] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.386894] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.387324] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.387618] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.387886] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.388186] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.388520] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.388934] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.389215] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.389517] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.389851] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.390202] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.390479] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.390770] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.391064] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.391355] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.391768] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.392354] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.392635] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.392941] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.393279] [DEBUG] [LOCAL     ] Loaded configuration for ISPO: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.393612] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.394115] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.394494] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.395071] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.395389] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.395486] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.396054] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.396371] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.396703] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.397211] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.397548] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.397894] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.398327] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.398649] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.399133] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.399438] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.399766] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.400289] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.400615] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.400968] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.401268] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.401687] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.402176] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.402494] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.402848] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.403355] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.403819] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.404379] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.404747] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.405036] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.405317] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.405612] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.406094] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.406418] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.407028] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.407319] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.407618] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.408133] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.408482] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.408778] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.409289] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.409616] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.409905] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.410183] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.410469] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.410738] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.411225] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.411520] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.412065] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.412377] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.412725] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.413143] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.413517] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.413840] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.414175] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.414481] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.414848] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.415152] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.415449] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.415745] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.416035] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.416372] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.416698] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.417687] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.417984] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.418342] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.418632] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.419055] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.419355] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.419668] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.419978] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.420318] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.420652] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.421167] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.421485] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.421797] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.422094] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.422373] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.422724] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.423034] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.423337] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.423709] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.424024] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.424364] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.424658] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.424963] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.425251] [DEBUG] [LOCAL     ] Loaded configuration for IPG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.425542] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.425890] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.426199] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.426559] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.426878] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.427173] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.427464] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.427773] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.428073] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.428462] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.428558] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.429035] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.429338] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.429625] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.429926] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.430247] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.430531] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.430898] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.431226] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.431503] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.431867] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.432154] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.432498] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.433076] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.433416] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.433737] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.434019] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.434315] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.434618] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.434958] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.435253] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.435546] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.435890] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.436179] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.436472] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.436755] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.437269] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.437555] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.438030] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.438396] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.438730] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.439228] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.439521] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.440045] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.440378] [DEBUG] [LOCAL     ] Loaded configuration for NRUC: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.440683] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.440981] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.441287] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.441595] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.441875] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.442350] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.442629] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.443084] [DEBUG] [LOCAL     ] Loaded configuration for RETO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.443363] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.443642] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.444727] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.445202] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.445492] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.445850] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.446302] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.446635] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.447069] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.447385] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.447707] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.448043] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.448445] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.448723] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.448994] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.449331] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.449611] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.449885] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.450208] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.450534] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.450834] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.451115] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.451422] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.451706] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.451972] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.452247] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.452587] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.452912] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.453196] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.453471] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.453730] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.454044] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.454351] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.454660] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.455161] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.455437] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.455714] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.455998] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.456322] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.456597] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.456920] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.457236] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.457549] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.457848] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.458103] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-11-27T20:02:02.458456] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.458746] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.459243] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.459585] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.459875] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.460198] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.460470] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.460760] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.461283] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.461585] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.462043] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.462326] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.462654] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.463200] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.463545] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.463925] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.464241] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.464559] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.464886] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.465231] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.465536] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.465852] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.466200] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.466529] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.467043] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.467396] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.467711] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.471014] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.471420] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.471504] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.471826] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.472125] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.472428] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.472722] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.473008] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.473304] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.473604] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.473687] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.473952] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.474296] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.474596] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.475089] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.475372] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.475706] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.476177] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.476458] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.476751] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.477046] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.477324] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.477616] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.477887] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.478981] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.479274] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.479616] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.480004] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.480347] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.480652] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.480993] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.481302] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.481651] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.481997] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.482323] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.483414] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.483703] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.483992] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.484371] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-11-27T20:02:02.484682] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.484989] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.485283] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.485587] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.485895] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.486231] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.486525] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.486895] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.487228] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.487553] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.487874] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.488217] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.488300] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.488588] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.488894] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.489166] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.489246] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.489540] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.489938] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.490271] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.490632] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.490973] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.491313] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.491638] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.492007] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.492333] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.492664] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.493022] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.493384] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.493727] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.494066] [DEBUG] [LOCAL     ] Loaded configuration for ATPC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.494413] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.494747] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.495096] [DEBUG] [LOCAL     ] Loaded configuration for SHPH: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.495402] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.495744] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.496041] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.496330] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.496679] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.497017] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.497403] [DEBUG] [LOCAL     ] Loaded configuration for EME: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.497747] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.498130] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.498441] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.498522] [DEBUG] [LOCAL     ] Loaded configuration for DBD: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.498872] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.499152] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.499472] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.499735] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.500058] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.500320] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.500601] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.500882] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.501205] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.501479] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.501777] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.502045] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-11-27T20:02:02.502371] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.502667] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.503097] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.503413] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.503782] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.504268] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.504617] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.505077] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.505434] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.505781] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.506091] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.506453] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.506796] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.507328] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.507649] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.507973] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.508260] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.508560] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.508847] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.509135] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.509419] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.509705] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.510008] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.510319] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.510644] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.510960] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.511272] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.511622] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.511951] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.512244] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.512584] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.512880] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.513200] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.513538] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.513860] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.514161] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.514484] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.514793] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.515085] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.515361] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.515657] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.515940] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.516236] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.516591] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.516884] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.517156] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.517427] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.517702] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.518042] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.518401] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.518685] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.518958] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.519288] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.519614] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.519942] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.520236] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.520540] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.520887] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.520974] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.521240] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.521505] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.521830] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.522116] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.522433] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.522727] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-11-27T20:02:02.523036] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.523301] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.523605] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.523890] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.524154] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.524237] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.524495] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.524799] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.525090] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.525368] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.525637] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.525970] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.526305] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-11-27T20:02:02.526606] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.526929] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.527212] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.527528] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.527855] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.528138] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.528412] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.528700] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.528980] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.529318] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.529603] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.529878] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.530139] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.530411] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.530697] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.530994] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.531298] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.531613] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.532712] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.532792] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.533090] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.533390] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.533754] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.534052] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.534374] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.534712] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.535033] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.535307] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.535605] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.535935] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.536227] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.536515] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.536866] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.537193] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.537478] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.537790] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.538101] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.538419] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.538750] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.539061] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.539350] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.539637] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.539928] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.540236] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.540531] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.540874] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.541180] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.541510] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.541815] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.542144] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.542440] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.542766] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.543051] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.543521] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.543967] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.544264] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-11-27T20:02:02.544548] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.544878] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.545222] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.545513] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.545874] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.546187] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.546513] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.546812] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.547113] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.547408] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.547737] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.548066] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.548388] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.548669] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.548962] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.549287] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.549607] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.549903] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.550230] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.550607] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.550911] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.551196] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.551553] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.551881] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.552238] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.552523] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.552849] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.553142] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.553454] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.553755] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.554037] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.554120] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.554471] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.554876] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.555199] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.556438] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.556778] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.556862] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.557184] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.557469] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.557755] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.558043] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.558356] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.558638] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.558929] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.559292] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.559610] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.559920] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.560246] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.560539] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.560893] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.561214] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.561498] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.561797] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.562139] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.562417] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.562697] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.563013] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.563288] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.563559] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.563909] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.564204] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.564527] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.564870] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.565201] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.565484] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.565784] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.566080] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.566397] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.566679] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.567000] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.567315] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-11-27T20:02:02.567599] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.567929] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.568247] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.568561] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.568893] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.569205] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.569485] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.569786] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.570100] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.570387] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.570665] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.570937] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.571232] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.571535] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.571854] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.572143] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.572464] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.572753] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.573051] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.573419] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.573752] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.574037] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.574332] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.574668] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.574999] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.575290] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.575614] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.575915] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.576241] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.576519] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.576815] [DEBUG] [LOCAL     ] Loaded configuration for FATBP: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.577104] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.577416] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.577714] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.578023] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.578362] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.578690] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.578983] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.579306] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.579601] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.579895] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.579990] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.580321] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.580659] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.580974] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.581320] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.581645] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.581964] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.582253] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.582517] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.582851] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.583119] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.583415] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.583723] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.584009] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.584340] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.584640] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.584939] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.585257] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.585550] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.585899] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.586219] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.586482] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-11-27T20:02:02.586764] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.587048] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.587361] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.587629] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.587898] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.588195] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.588485] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.588821] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.589096] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.589493] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.589962] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.590052] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.590368] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.590732] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.591044] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.591363] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.591648] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.591953] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.592259] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.592551] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.592880] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.593194] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.593538] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.593858] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.594245] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.594628] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.594983] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.595272] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.595605] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.595932] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.596274] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.596566] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.596924] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.597264] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.597553] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.597901] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.598222] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.598545] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.598899] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.599221] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.599533] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.599888] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.600249] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.600546] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.600897] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.601230] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.601564] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.601947] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.602241] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.602532] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.602863] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.603140] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.603412] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.603716] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.604045] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.604325] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.604598] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.604882] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.605176] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.605505] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.605792] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.606107] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.606386] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.606667] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.606974] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.607274] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.607557] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.607862] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.608171] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.608494] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.608854] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.609194] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.609490] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.609844] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.610167] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.610462] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.610821] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.611124] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.611417] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.611496] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.611819] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.612157] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.612447] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.612765] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.613109] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.613406] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.613671] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.614026] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.614315] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.614657] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.614969] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.615289] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.615552] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.615914] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.616199] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.616477] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.616783] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.617106] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.617440] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.617746] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.618042] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.618401] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.618763] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.619036] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.619312] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.619646] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.619971] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.620283] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.620588] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.620858] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.621170] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.621492] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.621808] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.622122] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.622386] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.622661] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.622941] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.623228] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.623545] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.623829] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.624099] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-11-27T20:02:02.624420] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.624509] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.624835] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.625121] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.625395] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.625655] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.625948] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.626230] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.626548] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.626850] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.627122] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.627408] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.627689] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.627967] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-11-27T20:02:02.628256] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.628595] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.628865] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.629193] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.629508] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.629807] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.630120] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.630401] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.630686] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.630771] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.631029] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.631296] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.631599] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.631927] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.632250] [DEBUG] [LOCAL     ] Loaded configuration for AMRK: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.632546] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.632916] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.633206] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.633543] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.633843] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.634170] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.634496] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.634824] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.635143] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.635481] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.635803] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.636103] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.636438] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.636738] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.637034] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.637361] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.637689] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.637965] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.638295] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.638593] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.638917] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.639236] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.639563] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.639871] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.640171] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.640452] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.640779] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.641063] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.641384] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.641709] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.641985] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.642276] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.642565] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.642895] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.643174] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.643470] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.643821] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.644128] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.644443] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.644719] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.644997] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.645314] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.645675] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.645954] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.646239] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.646561] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.646865] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.647265] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.647583] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.647861] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.648191] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.648522] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.648820] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.649117] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.650185] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.650520] [DEBUG] [LOCAL     ] Loaded configuration for HBI: 3 features, 50.0% accuracy
[2025-11-27T20:02:02.650825] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.651122] [DEBUG] [LOCAL     ] Loaded configuration for CNEY: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.651424] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.651722] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.652004] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.652359] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.652661] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.652953] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.653244] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.653326] [DEBUG] [LOCAL     ] Loaded configuration for BLNK: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.653614] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.653921] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.654195] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.654465] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.654788] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.655115] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.655387] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.655680] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.656005] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.656300] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.656626] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.656956] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.657263] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.657538] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.657880] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.658189] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.658494] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.658791] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.659086] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.659419] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.659739] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.660081] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.660371] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.660701] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.661000] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.661308] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.661604] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.661922] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.662245] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.662601] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.662932] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.663206] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.663479] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.663790] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.664073] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.664392] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.664687] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.665026] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.665317] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.665608] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.665881] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.666155] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.666433] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.666513] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.666820] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.667104] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.667433] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.667735] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.668104] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.668470] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.668748] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.669020] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.669341] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.669667] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.669945] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.670270] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.670349] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.670634] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.670965] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.671291] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.671593] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.671867] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.672150] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.672476] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.672824] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.673152] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.673431] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.673709] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.674010] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.674279] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.674601] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.674871] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.675188] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.675473] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.675769] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.676044] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.676326] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.676598] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.676890] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.677219] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.677501] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.677807] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.678092] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.678402] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.678692] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.679809] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.680196] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.680504] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.680838] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.681177] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.681477] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.681819] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.682115] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.682394] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.682694] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.682982] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.683285] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.683621] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.684060] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.684359] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.684715] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.685053] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.685394] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.685702] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.685996] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.686342] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.686649] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.686956] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.687237] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.687532] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.687884] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.688411] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.688728] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.689088] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.689398] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.689742] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.690059] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.690344] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.690673] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.691005] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.691296] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.692393] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.692735] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.693046] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.693383] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.693669] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.693983] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.694284] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.694567] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.694887] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.695184] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.695486] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.695831] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.696122] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.696410] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.696707] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.696976] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.697256] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.697523] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.697854] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.698194] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.698489] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.698782] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.699090] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-11-27T20:02:02.699383] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.699709] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.699981] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.700255] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.700540] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.700882] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.701210] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.701533] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.701830] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.702103] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.702391] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.702693] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.703008] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.703282] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.703614] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.703941] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.704269] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.704553] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.704869] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.705158] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.705490] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.705786] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.706110] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.706385] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.706669] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.706966] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.707242] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.707538] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-11-27T20:02:02.707846] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.708140] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.708423] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.708762] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.709069] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.709362] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.709653] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.709956] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.710280] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.710550] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.710868] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.711147] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.711460] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.711735] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.712021] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.712382] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.712670] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.712975] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.713282] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.713611] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.713908] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.714190] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.714474] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.714824] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.715150] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.715470] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.715759] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.716050] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.716365] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.716634] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.716958] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.717227] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.717492] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.717822] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.718127] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.718411] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.718696] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.719009] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.719330] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.719641] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.719942] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.720788] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.721068] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.721345] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.721638] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.721911] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.722198] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.722485] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.722779] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.723098] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.723382] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.723666] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.724003] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.724318] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.724604] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.724869] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.725185] [DEBUG] [LOCAL     ] Loaded configuration for OBLG: 1 features, 40.0% accuracy
[2025-11-27T20:02:02.725472] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.725781] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.726098] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.726411] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.726691] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.726993] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.727303] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.727838] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.728377] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.729247] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.729613] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.729963] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.730244] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-11-27T20:02:02.730514] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.730823] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.730905] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.731223] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.731510] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.731816] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.732100] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.732433] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.732709] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.732994] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.733303] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.733621] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.733935] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.734253] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.734567] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.734859] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.735138] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.735405] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.735718] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.736029] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.736298] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.736616] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.736928] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.737188] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.737502] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.737836] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.738178] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.738448] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.738765] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.739032] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.739325] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.739653] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.739970] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.740247] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.740562] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.740836] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.741130] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.741447] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.741730] [DEBUG] [LOCAL     ] Loaded configuration for ADVM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.741994] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.742313] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.742601] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.742914] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.743176] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.743454] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.743813] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.744125] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.744410] [DEBUG] [LOCAL     ] Loaded configuration for CLSM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.744702] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.745072] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.745360] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.745630] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.745908] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.746187] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.746458] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.746728] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.747007] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.747338] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.747624] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.747906] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.748189] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.748564] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.748878] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.749183] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.749508] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.749834] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.750128] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.750470] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.750782] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.751101] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.751419] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.751740] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.752015] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.752280] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.752599] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.752891] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.753157] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.753436] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.753748] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.754063] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.754322] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.754597] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.754908] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.755192] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.755465] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.755783] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-11-27T20:02:02.756050] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.756317] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.756636] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.756952] [DEBUG] [LOCAL     ] Loaded configuration for MHUA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.757268] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.757534] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.757819] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.758099] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.758439] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.758778] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.759105] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.759367] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.759635] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.759930] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.760223] [DEBUG] [LOCAL     ] Loaded configuration for TRVI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.760532] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.760833] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.761097] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.761422] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.761752] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.762071] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.762340] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.762662] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.762927] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.763197] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.763515] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.763912] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.764216] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.764543] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.764887] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.765181] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.765507] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.765796] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.766122] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.766446] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.766789] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.767134] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.767422] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.767687] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.767970] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.768294] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.768626] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.768945] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.769225] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.769545] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.769846] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-11-27T20:02:02.770165] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.770430] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.770743] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.771030] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.771354] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.771670] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.771947] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.772261] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.772538] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.772830] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.773109] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.773374] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.773662] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.773980] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.774294] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.774556] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.774845] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.775174] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.775446] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.775774] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.776040] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.776352] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.776665] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.776926] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.777190] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.777454] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.777736] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.778000] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.778327] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.778606] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.778891] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.779164] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.779443] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-11-27T20:02:02.779522] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.779840] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.780176] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.780462] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.780748] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.781061] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.781336] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.781620] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.781937] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.782199] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.782481] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.782812] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.783104] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.783369] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.783687] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.783979] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.784264] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.784594] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.784890] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.785185] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.785447] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.785726] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.786002] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.786311] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.786637] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.786928] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.787208] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.787470] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.787748] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.788013] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.788322] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.788638] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.788936] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.789207] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.789470] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.789757] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.790070] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.790385] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.790674] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.790931] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.791239] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.791549] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.791885] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.792169] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.792547] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.792902] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.793187] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.793477] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.793817] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.794086] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.794369] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.794659] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.794936] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.795256] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.795539] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.795866] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.796128] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.796405] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.796724] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.797035] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.797313] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.797631] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.797951] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-11-27T20:02:02.798235] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-11-27T20:02:02.798523] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.798813] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.799095] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.799359] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.799679] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.799955] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.800242] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.800533] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.800866] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.801144] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.801457] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.801717] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.802303] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.802635] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.802965] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.803236] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.803524] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.803824] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.804150] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.804473] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.804790] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.805105] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.805416] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.805678] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.805943] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.806214] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.806488] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.806820] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.807174] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.807504] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.807816] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.808127] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.808440] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.808756] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.809124] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.809504] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.809883] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.810220] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.810539] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.810925] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.811275] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.811605] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.811940] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.812221] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.812593] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.812883] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.813222] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.813589] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.813952] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.814300] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.814644] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.814965] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.815257] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.815565] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.815954] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.816258] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.816612] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.816960] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.817293] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.817613] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.817914] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.818233] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.818597] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.818726] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.819075] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.819386] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-11-27T20:02:02.819684] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.820046] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-11-27T20:02:02.820424] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.820828] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.821142] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.821507] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.821906] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.822289] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.822605] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.822906] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.823209] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.823594] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.823955] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.824240] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.824598] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.824955] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.825272] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-11-27T20:02:02.825597] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.825902] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.826205] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.826516] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.826863] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.827192] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.827514] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.827822] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.828125] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.828433] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.828706] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.828999] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.829322] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.829609] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.829939] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.830212] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.830479] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.830760] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.831076] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.831159] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.831423] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.831700] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.832020] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.832285] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.832607] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.832932] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.833263] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.833594] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.833880] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.834208] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.834525] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.834861] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.835176] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.835494] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.835844] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.836121] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-11-27T20:02:02.836442] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.836778] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.837077] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.837345] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.837665] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.837939] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.841176] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.841537] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-11-27T20:02:02.842011] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.842293] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.842617] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.842890] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.843165] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.843458] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.843778] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.844066] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.844356] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.844640] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.844907] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.845232] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.845523] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.845802] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.846086] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.846366] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.846655] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.846940] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.847221] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.847487] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.847770] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.848082] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.848389] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.848705] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.849039] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.849117] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.849428] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.849721] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.850002] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-11-27T20:02:02.850321] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.850599] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.850881] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.851164] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.851428] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.851744] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.852024] [DEBUG] [LOCAL     ] Loaded configuration for VCIG: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.852334] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.852614] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.852933] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.853212] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.853484] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.853818] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.854094] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.854403] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.854716] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.854991] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.855259] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.855521] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.855841] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.856102] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.856422] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.856739] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.857020] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.857303] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-11-27T20:02:02.857593] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.857868] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.858148] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-11-27T20:02:02.858482] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.858782] [DEBUG] [LOCAL     ] Loaded configuration for MGRX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.859058] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.859344] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.859658] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.859737] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-11-27T20:02:02.859994] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.860304] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.860600] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-11-27T20:02:02.860905] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-11-27T20:02:02.861197] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.861485] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.861832] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.862124] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.862402] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.862664] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.862928] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.863209] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.863493] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-11-27T20:02:02.863825] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.864091] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.864381] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.864650] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-11-27T20:02:02.864992] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.865273] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.865550] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.865870] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.866151] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.866469] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.866760] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.867023] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-11-27T20:02:02.867333] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-11-27T20:02:02.867604] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.867882] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.868179] [DEBUG] [LOCAL     ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.868469] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-11-27T20:02:02.868788] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.869122] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-11-27T20:02:02.869412] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.869745] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.870062] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.870378] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.870705] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-11-27T20:02:02.870975] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.871056] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.871331] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-11-27T20:02:02.871648] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.871912] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-11-27T20:02:02.872191] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.872503] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.872818] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-11-27T20:02:02.873132] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.873413] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-11-27T20:02:02.873726] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.874042] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.874371] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-11-27T20:02:02.874453] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.874764] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-11-27T20:02:02.875045] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-11-27T20:02:02.875351] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-11-27T20:02:02.875649] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-11-27T20:02:02.875984] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.876273] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-11-27T20:02:02.876556] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-11-27T20:02:02.876862] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-11-27T20:02:02.877187] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.877474] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-11-27T20:02:02.877759] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-11-27T20:02:02.878074] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-11-27T20:02:02.878409] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-11-27T20:02:02.878730] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-11-27T20:02:02.879690] [INFO ] [LOCAL     ] Saved consolidated report: 3662 forecasts -> ./output/forecasts/full/2025-11-28.txt
[2025-11-27T20:02:02.879750] [INFO ] [sig       ] [33/33] Successfully generated report for 2025-11-28: 3662 entries
[2025-11-27T20:02:02.879790] [INFO ] [sig       ] ==================================================
[2025-11-27T20:02:02.879827] [INFO ] [sig       ] Report generation complete: 33/33 reports succeeded
[2025-11-27T20:02:03.396616] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-11-27T20:02:03.396802] [INFO ] [sig       ] Email notification sent
[2025-11-27T20:02:03.397359] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-11-27T20:02:03.397793] [INFO ] [STATE     ] Last completion updated: 2025-11-27T20:02:03.397425